Citations
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This panel provides information on past usage of this interatomic potential (IP) powered by the OpenKIM Deep Citation framework. The word cloud indicates typical applications of the potential. The bar chart shows citations per year of this IP (bars are divided into articles that used the IP (green) and those that did not (blue)). The complete list of articles that cited this IP is provided below along with the Deep Citation determination on usage. See the Deep Citation documentation for more information.
1660 Citations (737 used)
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USED (definite) A. Byrne, E. Bringa, M. G. D. Pópolo, J. Kohanoff, V. Galassi, and N. J. English, “Mechanisms of Iodide–Triiodide Exchange Reactions in Ionic Liquids: A Reactive Molecular-Dynamics Exploration,” International Journal of Molecular Sciences. 2019. link Times cited: 2 Abstract: Efficient charge transport has been observed in iodine-doped… read moreAbstract: Efficient charge transport has been observed in iodine-doped, iodide-based room-temperature ionic liquids, yielding high ionic conductivity. To elucidate preferred mechanistic pathways for the iodide (I−)-to-triiodide (I3−) exchange reactions, we have performed 10 ns reactive molecular-dynamics calculations in the liquid state for 1-butyl-3-methylimidazolium iodide ([BMIM][I]) at 450 to 750 K. Energy-barrier distributions for the iodine-swapping process were determined as a function of temperature, employing a charge-reassignment scheme drawn in part from electronic-structure calculations. Bond-exchange events were observed with rate-determining energy barriers ranging from ~0.19 to 0.23 ± 0.06 eV at 750 and 450 K, respectively, with an approximately Arrhenius temperature dependence for iodine self-diffusivity and reaction kinetics, although diffusion dominates/limits the bond-exchange events. This charge transfer is not dissimilar in energetics to those in solid-state superionic conductors. read less USED (definite) Y. Yang et al., “Thermal Conductivity of Defective Graphene Oxide: A Molecular Dynamic Study,” Molecules. 2019. link Times cited: 58 Abstract: In this paper, the thermal properties of graphene oxide (GO)… read moreAbstract: In this paper, the thermal properties of graphene oxide (GO) with vacancy defects were studied using a non-equilibrium molecular dynamics method. The results showed that the thermal conductivity of GO increases with the model length. A linear relationship of the inverse length and inverse thermal conductivity was observed. The thermal conductivity of GO decreased monotonically with an increase in the degree of oxidation. When the degree of oxidation was 10%, the thermal conductivity of GO decreased by ~90% and this was almost independent of chiral direction. The effect of vacancy defect on the thermal conductivity of GO was also considered. The size effect of thermal conductivity gradually decreases with increasing defect concentration. When the vacancy defect ratio was beyond 2%, the thermal conductivity did not show significant change with the degree of oxidation. The effect of vacancy defect on thermal conductivity is greater than that of oxide group concentration. Our results can provide effective guidance for the designed GO microstructures in thermal management and thermoelectric applications. read less USED (definite) I. Lebedeva, A. Minkin, A. Popov, and A. Knizhnik, “Elastic constants of graphene: Comparison of empirical potentials and DFT calculations,” Physica E: Low-dimensional Systems and Nanostructures. 2019. link Times cited: 38 USED (definite) C. Chen et al., “Catalyst-Free In Situ Carbon Nanotube Growth in Confined Space via High Temperature Gradient,” Research. 2018. link Times cited: 7 Abstract: Carbonaceous materials, such as graphite, carbon nanotubes (… read moreAbstract: Carbonaceous materials, such as graphite, carbon nanotubes (CNTs), and graphene, are in high demand for a broad range of applications, including batteries, capacitors, and composite materials. Studies on the transformation between different types of carbon, especially from abundant and low-cost carbon to high-end carbon allotropes, have received surging interest. Here, we report that, without a catalyst or an external carbon source, biomass-derived amorphous carbon and defective reduced graphene oxide (RGO) can be quickly transformed into CNTs in highly confined spaces by high temperature Joule heating. Combined with experimental measurements and molecular dynamics simulations, we propose that Joule heating induces a high local temperature at defect sites due to the corresponding high local resistance. The resultant temperature gradient in amorphous carbon or RGO drives the migration of carbon atoms and promotes the growth of CNTs without using a catalyst or external carbon source. Our findings on the growth of CNTs in confined spaces by fast high temperature Joule heating shed light on the controlled transition between different carbon allotropes, which can be extended to the growth of other high aspect ratio nanomaterials. read less USED (definite) L. Liao, C. Meng, and C. Huang, “Thermal decomposition behaviour of polyethylene in oxygen-free and low oxygen content circumstances by reactive molecular dynamic simulation,” Molecular Simulation. 2018. link Times cited: 8 Abstract: In the present study, the thermal decomposition characterist… read moreAbstract: In the present study, the thermal decomposition characteristics of polyethylene (PE) in oxygen-free and low oxygen content circumstances were examined by molecular dynamic (MD) simulations at atomic scale using reactive force field (ReaxFF). Temporal evolutions of species were captured reasonably during the processes of thermal decomposition. The effects of oxygen content, temperature and heating rate were also analysed. In addition, the kinetic properties were predicted with reliable parameters. The results show good agreements with the available ones, which illustrate that the species with two carbon atoms are the vast majority of final products. Higher oxygen content and temperature promote the generation of small molecules with carbon atom number less than or equal to 10. In the presence of oxygen, greater activation energy span and reaction order are calculated with lower adjust R2, which indicates complex reactions according to kinetic analysis. The initial decomposition temperature of PE is proportional to the heating rate owing to heat transfer lag. read less USED (definite) M. Thompson et al., “An Atomistic Carbide-Derived Carbon Model Generated Using ReaxFF-Based Quenched Molecular Dynamics.” 2017. link Times cited: 21 Abstract: We report a novel atomistic model of carbide-derived carbons… read moreAbstract: We report a novel atomistic model of carbide-derived carbons (CDCs), which are nanoporous carbons with high specific surface areas, synthesis-dependent degrees of graphitization, and well-ordered, tunable porosities. These properties make CDCs viable substrates in several energy-relevant applications, such as gas storage media, electrochemical capacitors, and catalytic supports. These materials are heterogenous, non-ideal structures and include several important parameters that govern their performance. Therefore, a realistic model of the CDC structure is needed in order to study these systems and their nanoscale and macroscale properties with molecular simulation. We report the use of the ReaxFF reactive force field in a quenched molecular dynamics routine to generate atomistic CDC models. The pair distribution function, pore size distribution, and adsorptive properties of this model are reported and corroborated with experimental data. Simulations demonstrate that compressing the system after quenching changes the pore size distribution to better match the experimental target. Ring size distributions of this model demonstrate the prevalence of non-hexagonal carbon rings in CDCs. These effects may contrast the properties of CDCs against those of activated carbons with similar pore size distributions and explain higher energy densities of CDC-based supercapacitors. read less USED (definite) A. Paajanen and J. Vaari, “High-temperature decomposition of the cellulose molecule: a stochastic molecular dynamics study,” Cellulose. 2017. link Times cited: 57 USED (definite) T. Botari, R. Paupitz, P. A. Autreto, and D. Galvão, “Graphene healing mechanisms: A theoretical investigation,” Carbon. 2016. link Times cited: 32 USED (definite) H. Zhan, G. Zhang, Y. Zhang, V. B. C. Tan, J. Bell, and Y. T. Gu, “Thermal conductivity of a new carbon nanotube analogue: the diamond nanothread,” arXiv: Materials Science. 2015. link Times cited: 64 USED (definite) R. Nasiri, V. Gun’ko, and S. Sazhin, “The effects of internal molecular dynamics on the evaporation/condensation of n-dodecane,” Theoretical Chemistry Accounts. 2015. link Times cited: 8 USED (definite) N. Ferralis, Y. Liu, K. D. Bake, A. Pomerantz, and J. Grossman, “Direct correlation between aromatization of carbon-rich organic matter and its visible electronic absorption edge,” Carbon. 2015. link Times cited: 14 USED (definite) W. Qin, L.-N. Wu, Z.-ming Zheng, C. Dong, and Y. Yang, “Lignin Hydrolysis and Phosphorylation Mechanism during Phosphoric Acid–Acetone Pretreatment: A DFT Study,” Molecules. 2014. link Times cited: 20 Abstract: The study focused on the structural sensitivity of lignin du… read moreAbstract: The study focused on the structural sensitivity of lignin during the phosphoric acid–acetone pretreatment process and the resulting hydrolysis and phosphorylation reaction mechanisms using density functional theory calculations. The chemical stabilities of the seven most common linkages (β-O-4, β-β, 4-O-5, β-1, 5-5, α-O-4, and β-5) of lignin in H3PO4, CH3COCH3, and H2O solutions were detected, which shows that α-O-4 linkage and β-O-4 linkage tend to break during the phosphoric acid–acetone pretreatment process. Then α-O-4 phosphorylation and β-O-4 phosphorylation follow a two-step reaction mechanism in the acid treatment step, respectively. However, since phosphorylation of α-O-4 is more energetically accessible than phosphorylation of β-O-4 in phosphoric acid, the phosphorylation of α-O-4 could be controllably realized under certain operational conditions, which could tune the electron and hole transfer on the right side of β-O-4 in the H2PO4− functionalized lignin. The results provide a fundamental understanding for process-controlled modification of lignin and the potential novel applications in lignin-based imprinted polymers, sensors, and molecular devices. read less USED (definite) T. Dufour, J. Minnebo, S. A. Rich, E. Neyts, A. Bogaerts, and F. Reniers, “Understanding polyethylene surface functionalization by an atmospheric He/O2 plasma through combined experiments and simulations,” Journal of Physics D: Applied Physics. 2014. link Times cited: 29 Abstract: High density polyethylene surfaces were exposed to the atmos… read moreAbstract: High density polyethylene surfaces were exposed to the atmospheric post-discharge of a radiofrequency plasma torch supplied in helium and oxygen. Dynamic water contact angle measurements were performed to evaluate changes in surface hydrophilicity and angle resolved x-ray photoelectron spectroscopy was carried out to identify the functional groups responsible for wettability changes and to study their subsurface depth profiles, up to 9 nm in depth. The reactions leading to the formation of C–O, C = O and O–C = O groups were simulated by molecular dynamics. These simulations demonstrate that impinging oxygen atoms do not react immediately upon impact but rather remain at or close to the surface before eventually reacting. The simulations also explain the release of gaseous species in the ambient environment as well as the ejection of low molecular weight oxidized materials from the surface. read less USED (definite) A. Zandiatashbar et al., “Effect of defects on the intrinsic strength and stiffness of graphene,” Nature Communications. 2013. link Times cited: 555 USED (definite) S. W. Cranford and M. Buehler, “In silico assembly and nanomechanical characterization of carbon nanotube buckypaper,” Nanotechnology. 2010. link Times cited: 101 Abstract: Carbon nanotube sheets or films, also known as ‘buckypaper’,… read moreAbstract: Carbon nanotube sheets or films, also known as ‘buckypaper’, have been proposed for use in actuating, structural and filtration systems, based in part on their unique and robust mechanical properties. Computational modeling of such a fibrous nanostructure is hindered by both the random arrangement of the constituent elements as well as the time- and length-scales accessible to atomistic level molecular dynamics modeling. Here we present a novel in silico assembly procedure based on a coarse-grain model of carbon nanotubes, used to attain a representative mesoscopic buckypaper model that circumvents the need for probabilistic approaches. By variation in assembly parameters, including the initial nanotube density and ratio of nanotube type (single- and double-walled), the porosity of the resulting buckypaper can be varied threefold, from approximately 0.3 to 0.9. Further, through simulation of nanoindentation, the Young’s modulus is shown to be tunable through manipulation of nanotube type and density over a range of approximately 0.2–3.1 GPa, in good agreement with experimental findings of the modulus of assembled carbon nanotube films. In addition to carbon nanotubes, the coarse-grain model and assembly process can be adapted for other fibrous nanostructures such as electrospun polymeric composites, high performance nonwoven ballistic materials, or fibrous protein aggregates, facilitating the development and characterization of novel nanomaterials and composites as well as the analysis of biological materials such as protein fiber films and bulk structures. read less USED (high confidence) J. Gao, X. Luo, W. Xie, Y. Qin, R. M. M. Hasan, and P. Fan, “Atomistic Insights into Bias-Induced Oxidation on Passivated Silicon Surface Through Reaxff Md Simulation,” SSRN Electronic Journal. 2023. link Times cited: 1 USED (high confidence) X. Wang, S. Wang, Y. Zhao, and Y. Liu, “Construction and verification of vitrinite-rich and inertinite-rich Zhundong coal models at the aggregate level: new insights from the spatial arrangement and thermal behavior perspective,” RSC Advances. 2023. link Times cited: 0 Abstract: To explore the thermal behavior of Zhundong coal from the pe… read moreAbstract: To explore the thermal behavior of Zhundong coal from the perspective of maceral, it is essential to conduct molecular simulations based on constructing a realistic aggregate model of coal. Here, two Zhundong coal samples ZD-V (vitrinite-rich) and ZD-I (inertinite-rich) were collected, and coal models were constructed using elemental analysis, solid-state 13C-nuclear magnetic resonance (13C-NMR), X-ray photoelectron spectroscopy (XPS), and Fourier transform infrared spectrometry (FTIR). The chemical formulas of 2D vitrinite-rich coal and inertinite-rich coal constructed are C152H167NO36 and C155H119NO28, respectively. The chemical structure information matches well with that determined by those analysis results, including elemental analysis, structural composition, and 13C-NMR spectra. The final aggregate models show that the dimension of the unit cell is 2.785 × 2.785 × 2.785 nm for ZD-V and 2.743 × 2.743 × 2.743 nm for ZD-I, including six macromolecules respectively. The final aggregate structure models were verified by comparing experiments and simulation results. In addition to the verification with He density, the spatial arrangement of the aggregate model was verified by simulated XRD spectrum. And moreover, the thermal behavior was verified by ReaxFF MD, and the simulated trend of thermal weight loss and cumulative total molecules released were consistent with TG-MS. The final models show the visual difference between ZD-V and ZD-I, whether the 2D molecular structure or aggregation state. ZD-V is dominated by chain hydrocarbons, while ZD-I is dominated by cyclic hydrocarbons with linked aromatic rings. The aromatic substitution of oxygen atoms is different, ZD-V is mainly composed of ortho-disubstituted arenes, and ZD-I is mainly composed of meta-disubstituted arenes. In addition, ZD-V has a lower ultra-micropore size distribution and porosity than ZD-I. This study presents a comprehensive approach to construct and verify aggregate models from the spatial arrangement and thermal behavior perspective, and the constructed Zhundong coal models can provide a foundation for further exploration of the thermal reactivity (e.g. combustion, liquefaction, etc.) of coal from maceral aspects. read less USED (high confidence) K. Lasisi et al., “Recent advances on graphyne and its family members as membrane materials for water purification and desalination,” Frontiers in Chemistry. 2023. link Times cited: 4 Abstract: Graphyne and its family members (GFMs) are allotropes of car… read moreAbstract: Graphyne and its family members (GFMs) are allotropes of carbon (a class of 2D materials) having unique properties in form of structures, pores and atom hybridizations. Owing to their unique properties, GFMs have been widely utilized in various practical and theoretical applications. In the past decade, GFMs have received considerable attention in the area of water purification and desalination, especially in theoretical and computational aspects. More recently, GFMs have shown greater prospects in achieving optimal separation performance than the experimentally derived commercial polyamide membranes. In this review, recent theoretical and computational advances made in the GFMs research as it relates to water purification and desalination are summarized. Brief details on the properties of GFMs and the commonly used computational methods were described. More specifically, we systematically reviewed the various computational approaches employed with emphasis on the predicted permeability and selectivity of the GFM membranes. Finally, the current challenges limiting their large-scale practical applications coupled with the possible research directions for overcoming the challenges are proposed. read less USED (high confidence) C. C. Oliveira, M. Medina, D. Galvão, and P. A. Autreto, “Tetra-penta-deca-hexagonal-graphene (TPDH-graphene) hydrogenation patterns: dynamics and electronic structure.,” Physical chemistry chemical physics : PCCP. 2023. link Times cited: 0 Abstract: The advent of graphene has renewed the interest in other 2D … read moreAbstract: The advent of graphene has renewed the interest in other 2D carbon-based materials. In particular, new structures have been proposed by combining hexagonal and other carbon rings in different ways. Recently, Bhattacharya and Jana have proposed a new carbon allotrope, composed of different polygonal carbon rings containing 4, 5, 6, and 10 atoms, named tetra-penta-deca-hexagonal-graphene (TPDH-graphene). This unusual topology results in interesting mechanical, electronic, and optical properties with several potential applications, including UV protection. Like other 2D carbon structures, chemical functionalizations can be used to tune TPDH-graphene's physical/chemical properties. In this work, we investigate the hydrogenation dynamics of TPDH-graphene and its effects on its electronic structure, combining DFT and fully atomistic reactive molecular dynamics simulations. Our results show that H atoms are mainly incorporated on tetragonal ring sites (up to 80% at 300 K), leading to the appearance of well-delimited pentagonal carbon stripes. The electronic structure of the hydrogenated structures shows the formation of narrow bandgaps with the presence of Dirac cone-like structures, indicative of anisotropic transport properties. read less USED (high confidence) A. Hamzei, H. Hajiabadi, and M. T. Rad, “Wettability of net C, net W and net Y: a molecular dynamics simulation study,” RSC Advances. 2023. link Times cited: 1 Abstract: The experimental synthesis of biphenylene, a two-dimensional… read moreAbstract: The experimental synthesis of biphenylene, a two-dimensional carbon allotrope, theoretically predicted in 1997, took place in 2021. Biphenylene is also called net C. Two close relatives of this structure, known as net W and net Y, have not yet been experimentally synthesized. In this article, the wettability properties of these three carbon allotropes are investigated, using molecular dynamics simulation. The electronic and mechanical properties of these allotropes have been extensively studied, but their wettability properties are unknown. The chemical structure of the three allotropes is similar and contain four, six, and eight carbon membered rings. The results of molecular dynamics calculations with reactive potential show that net C, net W and net Y are hydrophobic substrates with contact angles of 122.3° ± 1.3°, 126.2° ± 1.3° and 127.8° ± 1.2°, respectively. The droplets on the above-mentioned substrates have a completely layered structure. That is, the water molecules inside the droplet are completely placed in certain layers. Calculating the order parameter for water molecules shows that the degree of water molecules' tetrahedrality on all three substrates is exactly the same. In terms of hydrogen bonding at the interface, the three substrates act identically and show almost the same effect. The droplet displacement is the highest on net W and the lowest on net Y. Furthermore, the van der Waals potential on all three substrates has been scanned. It is demonstrated that the amount of droplet displacement on the surface is inversely related to the surface density of the potential peaks. read less USED (high confidence) B. Zheng, Z. Zheng, and G. X. Gu, “Designing mechanically tough graphene oxide materials using deep reinforcement learning,” npj Computational Materials. 2022. link Times cited: 9 USED (high confidence) E. Kritikos, A. Lele, A. V. van Duin, and A. Giusti, “A reactive molecular dynamics study of the effects of an electric field on n-dodecane combustion,” Combustion and Flame. 2022. link Times cited: 14 USED (high confidence) L. Bonatti, L. Nicoli, T. Giovannini, and C. Cappelli, “In silico design of graphene plasmonic hot-spots,” Nanoscale Advances. 2022. link Times cited: 3 Abstract: We propose a route for the rational design of engineered gra… read moreAbstract: We propose a route for the rational design of engineered graphene-based nanostructures, which feature enormously enhanced electric fields in their proximity. Geometrical arrangements are inspired by nanopatterns allowing single molecule detection on noble metal substrates, and are conceived to take into account experimental feasibility and ease in fabrication processes. The attention is especially focused on enhancement effects occurring close to edge defects and grain boundaries, which are usually present in graphene samples. There, very localized hot-spots are created, with enhancement factors comparable to noble metal substrates, thus potentially paving the way for single molecule detection from graphene-based substrates. read less USED (high confidence) M. Purse, B. Holmes, M. Sacchi, and B. Howlin, “Simulating the complete pyrolysis and charring process of phenol–formaldehyde resins using reactive molecular dynamics,” Journal of Materials Science. 2022. link Times cited: 8 USED (high confidence) B. Kirchhoff, C. Jung, H. J’onsson, D. Fantauzzi, and T. Jacob, “Simulations of the Electrochemical Oxidation of Pt Nanoparticles of Various Shapes,” The Journal of Physical Chemistry C. 2022. link Times cited: 3 Abstract: The activity and stability of a platinum nanoparticle (NP) i… read moreAbstract: The activity and stability of a platinum nanoparticle (NP) is not only affected by its size but additionally depends on its shape. To this end, simulations can identify structure-property relationships to make a priori decisions on the most promising structures. While activity is routinely probed by electronic structure calculations on simplified surface models, modeling the stability of NP model systems in electrochemical reactions is challenging due to the long timescale of relevant processes such as oxidation beyond the point of reversibility. In this work, a routine for simulating electrocatalyst stability is presented. The procedure is referred to as GREG after its main ingredients - a grand-canonical simulation approach using reactive force fields to model electrochemical reactions as a function of the galvanic cell potential. The GREG routine is applied to study the oxidation of 3 nm octahedral, cubic, dodecahedral, cuboctahedral, spherical, and tetrahexahedral platinum NPs. The oxidation process is analyzed using adsorption isobars as well as interaction energy heat maps that provide the basis for constructing electrochemical phase diagrams. Onset potentials for surface oxidation increase in the sequence cube ≈ dodecahedron ≤ octahedron ≤ tetrahexahdron < sphere < cuboctahedron, establishing a relationship between oxidation behavior and surface facet structure. The electrochemical results are rationalized using structural and electronic analysis. read less USED (high confidence) A. J. Marsden et al., “From graphene to graphene oxide: the importance of extended topological defects.,” Physical chemistry chemical physics : PCCP. 2022. link Times cited: 7 Abstract: Graphene oxide (GO) represents a complex family of materials… read moreAbstract: Graphene oxide (GO) represents a complex family of materials related to graphene: easy to produce in large quantities, easy to process, and convenient to use as a basis for further functionalization, with the potential for wide-ranging applications such as in nanocomposites, electronic inks, biosensors and more. Despite their importance, the key structural traits of GO, and the impact of these traits on properties, are still poorly understood due to the inherently berthollide character of GO which complicates the establishment of clear structure/property relationships. Widely accepted structural models of GO frequently neglect the presence of extended topological defects, structural changes to the graphene basal plane that are not removed by reduction methods. Here, a combination of experimental approaches and molecular simulations demonstrate that extended topological defects are a common feature across GO and that the presence of these defects strongly influences the properties of GO. We show that these extended topological defects are produced following even controlled 'gentle' functionalization by atomic oxygen and are comparable to those obtained by a conventional modified Hummers' method. The presence of the extended topological defects is shown to play an important role in the retention of oxygen functional groups after reduction. As an exemplar of their effect on the physical properties, we show that the GO sheets display a dramatic decrease in strength and stiffness relative to graphene and, due to the presence of extended structural defects, no improvement is seen in the mechanical properties after reduction. These findings indicate the importance of extended topological defects to the structure and properties of functionalized graphene, which merits their inclusion as a key trait in simple structural models of GO. read less USED (high confidence) Z. You, J. Xiao, Q. Mao, S. Ye, and Q. Zhong, “Influence mechanism of Nano-Fe2O3 on amorphous carbon graphitisation in molecular view via ReaxFF MD simulation,” Molecular Simulation. 2021. link Times cited: 3 Abstract: ABSTRACT Nano-Fe2O3/C composites are widely used in the elec… read moreAbstract: ABSTRACT Nano-Fe2O3/C composites are widely used in the electrochemical energy storage field. Preparing nano-Fe2O3/C composites via graphitising the amorphous carbon inserting nano-Fe2O3 particles is potential if the influence mechanism of nano-Fe2O3 on the graphitisation of amorphous carbon is explored in-depth. Here, an amorphous carbon model (a-C model) and a nano-Fe2O3-inserting model (C\Fe2O3 model) were built via the liquid-quench method, and the reaction of Fe2O3 and C during graphitisation was explored via the reactive force field (ReaxFF) simulation. The results showed that nano-Fe2O3 could inhibit the graphitisation of amorphous carbon, and the mechanism was revealed. The Fe2O3 molecules collided with the aromatic carbon layer because of the thermal motion, which caused the breaking of the carbon layer and the generation of CO2 and Fe. Certain Fe reduced from Fe2O3 destroyed the aromatic carbon layers by the strong affinity between Fe and C atoms and generated intercalation compounds (FeCx). Furthermore, the regularisation and stacking of large carbon layers were impeded. Thus, the graphitisation of amorphous carbon was inhibited. read less USED (high confidence) B. Katz, L. Krainov, and V. Crespi, “Shape Entropy of a Reconfigurable Ising Surface.,” Physical review letters. 2021. link Times cited: 0 Abstract: Disclinations in a 2D sheet create regions of Gaussian curva… read moreAbstract: Disclinations in a 2D sheet create regions of Gaussian curvature whose inversion produces a reconfigurable surface with many distinct metastable shapes, as shown by molecular dynamics of a disclinated graphene monolayer. This material has a near-Gaussian "density of shapes" and an effectively antiferromagnetic interaction between adjacent cones. A∼10 nm patch has hundreds of distinct metastable shapes with tunable stability and topography on the size scale of biomolecules. As every conical disclination provides an Ising-like degree of freedom, we call this technique "Isigami." read less USED (high confidence) Q. Zhang et al., “Chemical Effect of CH4 on NH3 Combustion in an O2/N2 Environment Via ReaxFF,” Energy & Fuels. 2021. link Times cited: 11 USED (high confidence) D. Mandelli and M. Parrinello, “A modified nudged elastic band algorithm with adaptive spring lengths.,” The Journal of chemical physics. 2021. link Times cited: 0 Abstract: We present a modified version of the nudged elastic band (NE… read moreAbstract: We present a modified version of the nudged elastic band (NEB) algorithm to find minimum energy paths connecting two known configurations. We show that replacing the harmonic band-energy term with a discretized version of the Onsager-Machlup action leads to a NEB algorithm with adaptive spring lengths that automatically increase the resolution of the minimum energy path around the saddle point of the potential energy surface. The method has the same computational cost per optimization step of the standard NEB algorithm and does not introduce additional parameters. We present applications to the isomerization of alanine dipeptide, the elimination of hydrogen from ethane, and the healing of a 5-77-5 defect in graphene. read less USED (high confidence) B. Gupta et al., “Development of a schwarzite-based moving bed 3D printed water treatment system for nanoplastic remediation,” RSC Advances. 2021. link Times cited: 14 Abstract: The impact of micro and nanoplastic debris on our aquatic ec… read moreAbstract: The impact of micro and nanoplastic debris on our aquatic ecosystem is among the most prominent environmental challenges we face today. In addition, nanoplastics create significant concern for environmentalists because of their toxicity and difficulty in separation and removal. Here we report the development of a 3D printed moving bed water filter (M-3DPWF), which can perform as an efficient nanoplastic scavenger. The enhanced separation of the nanoplastics happens due to the creation of a charged filter material that traps the more surface charged nanoparticles selectively. Synthetic contaminated water from polycarbonate waste has been tested with the filter, and enhanced nanoplastic removal has been achieved. The proposed filtration mechanism of surface-charge based water cleaning is further validated using density function theory (semi-empirical) based simulation. The filter has also shown good structural and mechanical stability in both static and dynamic water conditions. The field suitability of the novel treatment system has also been confirmed using water from various sources, such as sea, river, and pond. Our results suggest that the newly developed water filter can be used for the removal of floating nanoparticles in water as a robust advanced treatment system. read less USED (high confidence) E. Oliveira et al., “A reactive molecular dynamics study of the hydrogenation of diamond surfaces,” Computational Materials Science. 2021. link Times cited: 1 USED (high confidence) F. Raffone, F. Savazzi, and G. Cicero, “Molecular dynamics study of the pore formation in single layer graphene oxide by a thermal reduction process.,” Physical chemistry chemical physics : PCCP. 2021. link Times cited: 4 Abstract: Nanoporous graphene is considered the next-generation materi… read moreAbstract: Nanoporous graphene is considered the next-generation material for reverse osmosis water desalination providing both high water permeability and almost complete salt rejection. The main problem with graphene is the difficulty of synthesizing membranes with a consistent subnanometer pore size distribution. A recently proposed solution involves processing as-grown graphene oxide (GO) monolayers via a mild temperature annealing pre-treatment causing GO functional groups to cluster into small oxidized islands. A following harsh thermal reduction process creates pores only in the small oxidized regions. However, a suitable relationship between the area of the GO islands and the pore dimension is still missing. Here, we study in detail the effects of such a thermal reduction process on the graphene oxide sheet by means of molecular dynamics simulations, particularly highlighting and analysing the process parameters affecting the final pore area. Besides proving that epoxides represent the most suitable functional group to induce carbon removal and, thus, pore generation in reduced GO, we find a twofold way to achieve control over the pore size: tuning the dimension and shape of the initial clustered GO areas or changing the harsh reduction process temperature. An accurate balance of these parameters consistently gives rise to targeted pore dimensions in graphene membranes. read less USED (high confidence) V. Ponnuchamy, J. Sandak, and A. Sandak, “Revealing of Supercritical Water Gasification Process of Lignin by Reactive Force Field Molecular Dynamics Simulations,” Processes. 2021. link Times cited: 10 Abstract: Gasification with supercritical water is an efficient proces… read moreAbstract: Gasification with supercritical water is an efficient process that can be used for the valorization of biomass. Lignin is the second most abundant biopolymer in biomass and its conversion is fundamental for future energy and value-added chemicals. In this paper, the supercritical water gasification process of lignin by employing reactive force field molecular dynamics simulations (ReaxFF MD) was investigated. Guaiacyl glycerol-β-guaiacyl ether (GGE) was considered as a lignin model to evaluate the reaction mechanism and identify the components at different temperatures from 1000 K to 5000 K. The obtained results revealed that the reactions and breaking of the lignin model started at 2000 K. At the primary stage of the reaction at 2000 K the β-O-4 bond tends to break into several compounds, forming mainly guaiacol and 1,3-benzodioxole. In particular, 1,3-benzodioxole undergoes dissociation and forms cyclopentene-based ketones. Afterward, dealkylation reaction occurred through hydroxyl radicals of water to form methanol, formaldehyde and methane. Above 2500 K, H2, CO and CO2 are predominantly formed in which water molecules contributed hydrogen and oxygen for their formation. Understanding the detailed reactive mechanism of lignin’s gasification is important for efficient energy conversion of biomass. read less USED (high confidence) X. Wei, J. Yu, J.-L. Du, and L. Sun, “New Insights into the Pyrolysis Behavior of Polycarbonates: A Study Based on DFT and ReaxFF-MD Simulation under Nonisothermal and Isothermal Conditions,” Energy & Fuels. 2021. link Times cited: 14 Abstract: In this work, a combined ReaxFF-MD simulation and density fu… read moreAbstract: In this work, a combined ReaxFF-MD simulation and density functional theory (DFT) study was performed to study the pyrolysis behavior of polycarbonates under nonisothermal and isothermal conditions... read less USED (high confidence) A. Portone et al., “Deterministic synthesis of Cu9S5 flakes assisted by single-layer graphene arrays,” Nanoscale Advances. 2021. link Times cited: 2 Abstract: The employment of two-dimensional materials, as growth subst… read moreAbstract: The employment of two-dimensional materials, as growth substrates or buffer layers, enables the epitaxial growth of layered materials with different crystalline symmetries with a preferential crystalline orientation and the synthesis of heterostructures with a large lattice constant mismatch. In this work, we employ single crystalline graphene to modify the sulfurization dynamics of copper foil for the deterministic synthesis of large-area Cu9S5 crystals. Molecular dynamics simulations using the Reax force-field are used to mimic the sulfurization process of a series of different atomistic systems specifically built to understand the role of graphene during the sulphur atom attack over the Cu(111) surface. Cu9S5 flakes show a flat morphology with an average lateral size of hundreds of micrometers. Cu9S5 presents a direct band-gap of 2.5 eV evaluated with light absorption and light emission spectroscopies. Electrical characterization shows that the Cu9S5 crystals present high p-type doping with a hole mobility of 2 cm2 V−1 s−1. read less USED (high confidence) E. Duque-Redondo, K. Yamada, and H. Manzano, “Effect of Chloride and Sulfate in the Immobilization of Cs-137 in C-S-H Gel,” Journal of Advanced Concrete Technology. 2021. link Times cited: 3 Abstract: Cementitious materials are commonly used in nuclear reposito… read moreAbstract: Cementitious materials are commonly used in nuclear repository sites to immobilize intermediate-level radioactive wastes. This is due to the large surface area of the calcium silicate hydrate (C-S-H) gel, the main hydration product of ordinary Portland cement, which provides many sorption sites in which the contaminants can be adsorbed. The retention capacity of these materials is strongly dependent on the composition, the water content, the pH or the presence of additives. Likewise, it is also known that the durability and performance of cement and concrete are adversely affected in chloride and/or sulfate environments. In this work, atomistic simulations have been employed to analyze the effect of the presence of chlorides and sulfates in the retention and transport of Cs, one of the most hazardous radioisotopes, in calcium silicate hydrate. The simulations suggest that the presence of a moderate amount of chlorides does not alter significantly the Cs uptake in C-S-H gel, while a moderate content of sulfates enhances substantially the retention of Cs ions and reduces their migration throughout the pore. This behavior is attributed to the ability of the sulfates to pull Ca out the high-affinity sites from the C-S-H surface, allowing Cs ions to occupy them. read less USED (high confidence) H. Xu, H. Yu, J. Fan, J. Xia, F. Wang, and H. Wu, “Enhanced Gas Recovery in Kerogen Pyrolytic Pore Network: Molecular Simulations and Theoretical Analysis,” Energy & Fuels. 2021. link Times cited: 13 Abstract: Enhanced gas recovery (EGR) is believed to be a promising te… read moreAbstract: Enhanced gas recovery (EGR) is believed to be a promising technology to improve the production of shale gas reservoirs and simultaneously reduce the emissions of greenhouse gas via the injection (s... read less USED (high confidence) E. Marinho and P. A. da Silva Autreto, “Me-graphane: tailoring the structural and electronic properties of Me-graphene via hydrogenation.,” Physical chemistry chemical physics : PCCP. 2020. link Times cited: 0 Abstract: Graphene-based materials (GBMs) are a large family of materi… read moreAbstract: Graphene-based materials (GBMs) are a large family of materials that have attracted great interest due to potential applications. In this work, we applied first-principles calculations based on density functional theory (DFT) and fully atomistic reactive molecular dynamics (MD) simulations to study the structural and electronic effects of hydrogenation in Me-graphene, a non-zero bandgap GBM composed of both sp2 and sp3-hybridized carbon. Our DFT results show the hydrogenation can tune the electronic properties of Me-graphene significantly. The bandgap varies from 0.64 eV to 2.81 eV in the GGA-PBE approach, passing through metallic ground-states and a narrower bandgap state depending on the hydrogen coverage. The analyses of structural properties and binding energies have shown that all carbon atoms are in sp3 hybridization in hydrogenated Me-graphene with strong and stable C-H bonds, resulting in a boat-like favorable conformation for fully-hydrogenated Me-graphene. Our MD simulations have indicated that the hydrogenation is temperature-dependent for Me-graphene, and the covalent adsorption tends to grow by islands. Those simulations also show that the most favorable site, predicted by our DFT calculations, acts as trigger adsorption for the extensive hydrogenation. read less USED (high confidence) H. Li et al., “Structural change of damaged polyethylene by beta-decay of substituted tritium using reactive force field,” Japanese Journal of Applied Physics. 2020. link Times cited: 2 Abstract: The molecular mechanism of structural change caused by the b… read moreAbstract: The molecular mechanism of structural change caused by the beta-decay of substituted tritium on DNA or polymeric materials is still being unsolved and it is hard to study the decay effect of tritium solely by experiment. In order to study the structural changes of damaged polyethylene caused by the decay effect of tritium, we randomly removed hydrogen atoms from the polyethylene chain and performed molecular dynamics (MD) simulations using the reactive force field (ReaxFF). We adopted two parameter sets of ReaxFF and evaluated their reliability by comparing the atomic forces with density functional theory calculations. The results of MD simulations at a low temperature of 100 K show that the structure of polyethylene will be less ordered when losing more hydrogen atoms. It is observed that a double bond or a cyclic structure will be formed when two carbon atoms, which are the nearest or next-nearest neighbors, lose hydrogen atoms. read less USED (high confidence) M. Kaminska, F. Gruy, and J. Valente, “dynamics of non-dense sodium silicate - water system studied by molecular dynamics,” Colloids and Surfaces A: Physicochemical and Engineering Aspects. 2020. link Times cited: 2 USED (high confidence) H. X. Gao, J. Yu, N. Chen, and W. C. Zeng, “Effects and mechanism of tea polyphenols on the quality of oil during frying process.,” Journal of food science. 2020. link Times cited: 12 Abstract: The effects and action mechanism of tea polyphenols (TP) on … read moreAbstract: The effects and action mechanism of tea polyphenols (TP) on the quality of rapeseed oil during frying process were investigated. Results showed that compared with control, TP (0.04%, w/w) exhibited the remarkable ability to inhibit the deterioration of acid value, peroxide value, anisidine value, viscosity, and color of frying oil. By using gas chromatography-mass spectrometry, frying oil with TP showed the higher content of unsaturated fatty acids (72.79%) and lower content of trans fatty acids (3.36%) than those of control. Meanwhile, frying oil with TP had a higher total phenolic content than control at the same frying time. In addition, the thermo gravimetric-differential scanning calorimetry results showed that TP could increase the oxidation stability of rapeseed oil. Furthermore, according to the Fourier transform infrared and molecular dynamic simulation results, TP could reduce the breaking degree of = C-H bond, C-O-C bond, and C = C bond in oil molecules, and inhibit the oxidation of oil components by inhibiting the generation of free radicals and eliminating free radicals. All present results suggested that TP showed the potential value to be used for protecting the quality of oil during the frying process in food and chemical industries. PRACTICAL APPLICATIONS: The inhibitory effect of tea polyphenols on the deterioration of quality of rapeseed oil during frying was found and the mechanism had also preliminarily interpretation. This work provided a method for monitoring the quality of fry oil and provided the theoretical basis for the use of tea polyphenols in frying. read less USED (high confidence) X. Gao et al., “Shear‐Induced Interfacial Structural Conversion of Graphene Oxide to Graphene at Macroscale,” Advanced Functional Materials. 2020. link Times cited: 19 Abstract: The controllable adjustment of an ideal graphene structure o… read moreAbstract: The controllable adjustment of an ideal graphene structure on the surface/interface is important to achieve many of the potential characteristics and applications of graphene. Here, a phenomenon is observed in which friction can induce the structural conversion of graphene oxide (GO) to graphene perfectly on a macroscale sliding interface. The controlling factors and molecular interaction mechanism are further revealed by experiments and theoretical simulation. The results show that shear force drives the tribochemical reactions between the –OH group of GO and active bond of the counterpart, as well as the –OH groups of adjacent GO sheets, leading to the breakage of the COH bond. This leads to the transformation of the sp3 C to sp2 C, thereby forming a perfect six‐membered ring. The as‐broken hydroxyl groups combine with the dangling bond of the frictional pair or capture hydrogen from the hydroxyl group of the adjacent GO sheet and generate water molecules. This study provides more information on a novel method of manipulating the interfacial structure of graphene at a macroscale by a simple sliding action. The method also provides a new way of force sensing through the detection of the released H2O molecules. read less USED (high confidence) S. Kang et al., “Fundamental Understanding of the Formation Mechanism for Graphene Quantum Dots Fabricated by Pulsed Laser Fragmentation in Liquid: Experimental and Theoretical Insight.,” Small. 2020. link Times cited: 16 Abstract: The pulsed laser fragmentation in liquid (PLFL) process is a… read moreAbstract: The pulsed laser fragmentation in liquid (PLFL) process is a promising technique for the synthesis of carbon-based functional materials. In particular, there has been considerable attention on graphene quantum dots (GQDs) derived from multiwalled carbon nanotubes (MWCNTs) by the PLFL process, owing to the low cost and rapid processing time involved. However, a fundamental deep understanding of the formation of GQDs from MWCNTs by PLFL has still not been achieved despite the high demand. In this work, a mechanism for the formation of GQDs from MWCNTs by the PLFL process is reported, through the combination of experimental and theoretical studies. Both the experimental and computational results demonstrate that the formation of GQDs strongly depends on the pulse laser energy. Both methods demonstrate that the critical energy point, where a plasma plume is generated on the surface of the MWCNTs, should be precisely maintained to produce GQDs; otherwise, an amorphous carbon structure is favorably formed from the scattered carbons. read less USED (high confidence) L. Song, S. Xu, F. Zhao, and X. Ju, “Atomistic insight into shell–core evolution of aluminum nanoparticles in reaction with gaseous oxides at high temperature,” Journal of Materials Science. 2020. link Times cited: 12 USED (high confidence) C. Jung, D. Stottmeister, and T. Jacob, “Properties and Structural Arrangements of the Electrode Material CuDEPP during Energy Storage,” Energy technology. 2020. link Times cited: 0 Abstract: Devices for electrical energy storage need to provide high e… read moreAbstract: Devices for electrical energy storage need to provide high energy yields and output power, guaranteeing at the same time safety, low costs, and long operation times. The porphyrin CuDEPP [5,15‐bis(ethynyl)‐10,20‐diphenylporphinato] copper(II) is a promising electrode material for various battery systems both as anode and cathode. While its functionality has been demonstrated experimentally, there is no atomistic information as to why CuDEPP expresses these interesting properties or how the incorporation of ions affects its structure so far. To answer these questions, CuDEPP is investigated using density functional theory (DFT). Starting with the smallest possible unit (i.e., a single molecule), the spatial dimensionality of the structure is successively increased by studying: 1) di‐ and trimers, 2) molecular stacking in a 1D chain, 3) extending these chains to planar CuDEPP sheets, and finally 4) a three‐dimensionally extended polymer structure. Having thoroughly investigated the isolated properties of the CuDEPP material itself, afterward the insertion (or intercalation) of different ions (including Li, Mg, and Na) is studied, to understand the energetics, diffusion barriers, and structural changes (e.g., volume expansion) within the CuDEPP host material. read less USED (high confidence) J. Li et al., “The influences of plasticizer B2 mass fraction on the performances of CAB/B2 polymer composite materials: Combining experiments and simulations,” Journal of Vinyl and Additive Technology. 2020. link Times cited: 0 Abstract: Cellulose acetate butyrate (CAB)/B2 (50 wt% bis(2,2‐dinitrop… read moreAbstract: Cellulose acetate butyrate (CAB)/B2 (50 wt% bis(2,2‐dinitropropyl)‐acetal and 50 wt% bis(2,2‐dinitropropyl)‐formal) polymer composite material is a commonly used binder system to prepare polymer bonded explosives (PBXs). However, few literature report the influence of plasticizer B2 mass fraction on the performance of CAB/B2 polymer composite binder systems. In this study, experiment measurements and computer simulations are utilized to explore the influences of B2 mass fraction on the glass transition temperature, mechanical property, and thermal decomposition of CAB/B2 polymer composite materials. The results show that, with an increase in B2 content, the glass transition temperature and fragility of CAB/B2 are decreased, and the plasticity and ductility of CAB/B2 are enhanced. Moreover, the thermal decomposition mechanism, decomposition products, and decomposition path of CAB/B2 are unchanged with the increase in B2 content. Besides, the researchers also demonstrate that the addition of B2 is positive to the formability of CAB/B2 systems and is negative to the thermal stability of CAB/B2 systems, whereas the content of B2 has little influences on the thermal stability of CAB/B2 systems. The results obtained from this work can provide some guidance for the designs of high‐energy density PBXs. read less USED (high confidence) Y. Xin, F. Duan, and X. Mu, “Effects of defects on the interfacial shear characteristics between graphene and poly (methyl methacrylate),” Polymer Composites. 2020. link Times cited: 6 USED (high confidence) H.-J. Kil, K. Yun, M.-E. Yoo, S. Kim, and J. W. Park, “Solution-processed graphene oxide electrode for supercapacitors fabricated using low temperature thermal reduction,” RSC Advances. 2020. link Times cited: 4 Abstract: We present a low temperature and solution-based fabrication … read moreAbstract: We present a low temperature and solution-based fabrication process for reduced graphene oxide (rGO) electrodes for electric double layer capacitors (EDLCs). Through the heat treatment at 180 °C between the spin coatings of graphene oxide (GO) solution, an electrode with loosely stacked GO sheets could be obtained, and the GO base coating was partially reduced. The thickness of the electrodes could be freely controlled as these electrodes were prepared without an additive as a spacer. The GO coating layers were then fully reduced to rGO at a relatively low temperature of 300 °C under ambient atmospheric conditions, not in any chemically reducing environment. Raman spectroscopy and X-ray photoelectron spectroscopy (XPS) results showed that the changes in oxygen functional groups of GO occurred through the heat treatments at 180 and 300 °C, which clearly confirmed the reduction from GO to rGO in the proposed fabrication process at the low thermal reduction temperatures. The structural changes before and after the thermal reduction of GO to rGO analyzed using Molecular Dynamic (MD) simulation showed the same trends as those characterized using Raman spectroscopy and XPS. An EDLC composed of the low temperature reduced rGO-based electrodes and poly(vinyl alcohol)/phosphoric acid (PVA/H3PO4) electrolyte gel was shown to have high specific capacitance of about 240 F g−1 together with excellent energy and power densities of about 33.3 W h kg−1 and 833.3 W kg−1, respectively. Furthermore, a series of multiple rGO-based EDLCs was shown to have fast charging and slow discharging properties that allowed them to light up a white light emitting diode (LED) for 30 min. read less USED (high confidence) A. R. Ambrozio et al., “13C NMR Parameters of Disordered Carbons: Atomistic Simulations, DFT Calculations, and Experimental Results,” Journal of Physical Chemistry C. 2020. link Times cited: 3 Abstract: The 13C NMR chemical shifts corresponding to different sites… read moreAbstract: The 13C NMR chemical shifts corresponding to different sites in atomistic models of disordered carbons were computed at different H contents by employing DFT calculations. Structural models were ge... read less USED (high confidence) H. Hassanloo, S. Sadeghzadeh, and R. Ahmadi, “A new approach to dispersing and stabilizing graphene in aqueous nanofluids of enhanced efficiency of energy-systems,” Scientific Reports. 2020. link Times cited: 4 USED (high confidence) J. Li et al., “Reactive molecular dynamics simulations on the thermal decompositions and oxidations of TKX-50 and twinned TKX-50,” CrystEngComm. 2020. link Times cited: 16 Abstract: The influence of twinned crystals on the performance of TKX-… read moreAbstract: The influence of twinned crystals on the performance of TKX-50 is investigated using normal TKX-50 and twinned TKX-50 supercells. ReaxFF-lg reactive molecular dynamics simulations are performed to study thermal decomposition and oxidation. read less USED (high confidence) J. Sun, P. Liu, M. Wang, and J. Liu, “Molecular Dynamics Simulations of Melting Iron Nanoparticles with/without Defects Using a Reaxff Reactive Force Field,” Scientific Reports. 2020. link Times cited: 21 USED (high confidence) R. Benda, G. Zucchi, É. Cancès, and B. Lebental, “Insights into the π - π interaction driven non-covalent functionalization of carbon nanotubes of various diameters by conjugated fluorene and carbazole copolymers.,” The Journal of chemical physics. 2020. link Times cited: 12 Abstract: We investigate the interaction of polyfluorene and fluorene/… read moreAbstract: We investigate the interaction of polyfluorene and fluorene/carbazole copolymers bearing various functional groups and side chains with small to large diameter-from 1.7 nm to 9 nm-carbon nanotubes (CNTs) in vacuo. We use variable-charge molecular dynamics simulations based on the reactive force field ReaxFF. We show that non-covalent functionalization of nanotubes, driven by π - π interactions, is effective for all the polymers studied, thanks to their conjugated backbone and regardless of the presence of specific functional groups. The geometry at equilibrium of these polymer/CNT hybrids is analyzed in detail at the scale of each fluorene or carbazole unit. The role of both the functional groups and the alkyl chain length is analyzed in detail. Adsorption of the polymers on the nanotube sidewalls is shown to be either complete-with the whole chain physisorbed-or partial-due to intrachain coiling or interchain repulsion-depending on the initial geometry, number of polymers, and nanotube diameter. Energetic arguments supplement the described geometric features. Both energetic and geometric adsorption features are derived here for the first time for large diameter carbon nanotubes (up to 9 nm) and fluorene/carbazole copolymers having up to 30 monomers and bearing different functional groups. The force field ReaxFF and its available parameterization used for the simulations are validated, thanks to a benchmark and review on higher-level quantum calculations-for simple π - π interacting compounds made up of polycyclic aromatic molecules adsorbed on a graphene sheet or bilayer graphene. Although it is shown that the influence of the nanotube chirality on the adsorption pattern and binding strength cannot be discussed with our method, we highlight that an available force field such as ReaxFF and its parameterization can be transferable to simulate new systems without specific re-parameterization, provided that this model is validated against reference methods or data. This methodology proves to be a valuable tool for optimal polymer design for nanotube functionalization at no re-parameterization cost and could be adapted to simulate and assist the design of other types of molecular systems. read less USED (high confidence) F. Daeyaert and M. Deem, “Design of Organic Structure-Directing Agents for the Controlled Synthesis of Zeolites for Use in Carbon Dioxide/Methane Membrane Separations.,” ChemPlusChem. 2020. link Times cited: 9 Abstract: One strategy to mitigate global warming is carbon capture an… read moreAbstract: One strategy to mitigate global warming is carbon capture and sequestration. Membrane separation is one promising approach to separation of CO2 from feed streams. Here we report the investigation of four zeolites that have been predicted to be effective at separating CO2 from methane, but which have not to date been synthesized experimentally as membranes. Using an in silico de novo design procedure, we identify organic structure-directing agents (OSDAs) that are predicted to aid the synthesis of these zeolites. Using a genetic algorithm approach, we designed OSDAs for zeolites for which no purely siliceous form is known, and we also designed OSDAs for predicted zeolites. Stabilization energies of the best OSDAs designed for the zeolites GIS, ABW, and predicted zeolite 8198030 lie within -8 to -12 kJ/(mol Si), in the range of values for other known OSDAs. Stabilization energies of the OSDAs designed for predicted zeolite 8186909 are -16 kJ/(mol Si), comparable to the best known OSDAs for any zeolite. The OSDAs reported here may lead to zeolites that could enable a practical separation of CO2 from methane. read less USED (high confidence) Y. Zhang, Y. Li, S. Li, H. Zheng, and J. Liu, “A Molecular Dynamics Study of the Generation of Ethanol for Insulating Paper Pyrolysis,” Energies. 2020. link Times cited: 11 Abstract: Cellulosic insulation paper is usually used in oil-immersed … read moreAbstract: Cellulosic insulation paper is usually used in oil-immersed transformer insulation systems. In this study, the molecular dynamics method based on reaction force field (ReaxFF) was used to simulate the pyrolysis process of a cellobiose molecular model. Through a series of ReaxFF- Molecular Dynamics (MD) simulations, the generation path of ethanol at the atomic level was studied. Because the molecular system has hydrogen bonding, force-bias Monte Carlo (fbMC) is mixed into ReaxFF to reduce the cost of calculation by reducing the sampled data. In order to ensure the reliability of the simulation, a model composed of 20 cellobioses and a model composed of 40 cellobioses were respectively established for repeated simulation in the range of 500–3000 K. The results show that insulating paper produced ethanol at extreme thermal fault, and the intermediate product of vinyl alcohol is the key to the aging process. It is also basically consistent with others’ previous experiment results. So it can provide an effective reference for the use of ethanol as an indicator to evaluate the aging condition of transformers. read less USED (high confidence) M. Shishehbor and M. Pouranian, “Tuning the Mechanical and Adhesion Properties of Carbon Nanotubes Using Aligned Cellulose Wrap (Cellulose Nanotube): A Molecular Dynamics Study,” Nanomaterials. 2020. link Times cited: 11 Abstract: Improving the adhesion properties of carbon nanotubes (CNTs)… read moreAbstract: Improving the adhesion properties of carbon nanotubes (CNTs) at the molecular scale can significantly enhance dispersion of CNT fibers in polymer matrix and unleash the dormant extraordinary mechanical properties of CNTs in CNT-polymer nanocomposites. Inspired by the outstanding adhesion, dispersion, mechanical, and surface functionalization properties of crystalline nanocellulose (CNC), this paper studies the mechanical and adhesion properties of CNT wrapped by aligned cellulose chains around CNT using molecular dynamic simulations. The strength, elastic modulus, and toughness of CNT-cellulose fiber for different cellulose contents are obtained from tensile and compression tests. Additionally, the effect of adding cellulose on the surface energy, interfacial shear modulus, and strength is evaluated. The result shows that even adding a single layer cellulose wrap (≈55% content) significantly decreases the mechanical properties, however, it also dramatically enhances the adhesion energy, interfacial shear strength, and modulus. Adding more cellulose layers, subsequently, deceases and increases mechanical properties and adhesion properties, respectively. In addition, analysis of nanopapers of pristine CNT, pristine CNC, and CNT-wrapped cellulose reveals that CNT-wrapped cellulose nanopapers are strong, stiff, and tough, while for CNT and CNC either strength or toughness is compromised. This research shows that cellulose wraps provide CNT fibers with tunable mechanical properties and adhesion energy that could yield strong and tough materials due to the excellent mechanical properties of CNT and active surface and hydrogen bonding of cellulose. read less USED (high confidence) J. Zeng, L. Cao, C.-H. Chin, H. Ren, J. Z. Zhang, and T. Zhu, “ReacNetGenerator: an automatic reaction network generator for reactive molecular dynamics simulations.,” Physical chemistry chemical physics : PCCP. 2019. link Times cited: 8 Abstract: Reactive molecular dynamics (MD) simulation makes it possibl… read moreAbstract: Reactive molecular dynamics (MD) simulation makes it possible to study the reaction mechanism of complex reaction systems at the atomic level. However, the analysis of MD trajectories which contain thousands of species and reaction pathways has become a major obstacle to the application of reactive MD simulation in large-scale systems. Here, we report the development and application of the Reaction Network Generator (ReacNetGenerator) method. It can automatically extract the reaction network from the reaction trajectory without any predefined reaction coordinates and elementary reaction steps. Molecular species can be automatically identified from the cartesian coordinates of atoms and the hidden Markov model is used to filter the trajectory noises which makes the analysis process easier and more accurate. The ReacNetGenerator has been successfully used to analyze the reactive MD trajectories of the combustion of methane and 4-component surrogate fuel for rocket propellant 3 (RP-3), and it has great advantages in terms of efficiency and accuracy compared to traditional manual analysis. read less USED (high confidence) A. V. Kudinov, Y. Bogdanova, and S. Gubin, “Molecular Dynamics Simulation of Thermal Decomposition of Hydrogen,” Physics of Atomic Nuclei. 2019. link Times cited: 2 USED (high confidence) S. Deng et al., “Multiscale Simulation on Product Distribution from Pyrolysis of Styrene-Butadiene Rubber,” Polymers. 2019. link Times cited: 13 Abstract: Pyrolysis of styrene-butadiene rubber receives renewed atten… read moreAbstract: Pyrolysis of styrene-butadiene rubber receives renewed attention due to its application in tackling the waste tire disposal problem while allowing energy recovery. The density functional theory calculation (DFT) and ReaxFF molecular dynamics simulation (MD) are adopted to study the pyrolysis process with the variation of temperature and pressure. The bond dissociation energies of intramonomer and intermonomer bonds in trimers with different linking methods are calculated by DFT, where the bond with low energy tends to break during the pyrolysis process. The following MD simulation shows the pyrolysis product distribution of chain segments in styrene-butadiene rubber, where bond breaking positions in MD agree well with corresponding results in DFT and experiment. The next nearest neighbor bonds (single bonds) connected with double bond or benzene usually have lower dissociation energies than other single bonds and prone to break during the pyrolysis process. And thus, the intermonomer bonds tend to break at relatively low temperatures (around 650 K in experiment) prior to intramonomer bonds, which result in the emergence of monomers. With the temperature increase, intramonomer bonds are broken and thus large fragments are further pyrolyzed into small ones (e.g., C2 and C). Besides, the pressure strongly influences the product distribution, where high pressures promote the occurrence of secondary reactions. read less USED (high confidence) F. Raffone, F. Savazzi, and G. Cicero, “Controlled Pore Generation in Single Layer Graphene Oxide for Membrane Desalination.,” The journal of physical chemistry letters. 2019. link Times cited: 14 Abstract: Nanoporous graphene was proposed as an efficient material fo… read moreAbstract: Nanoporous graphene was proposed as an efficient material for reverse osmosis water desalination membranes as it allows water molecules to pass at high fluxes while rejecting hydrated salt ions. Nevertheless, from an experimental point of view it is still difficult to control the pore size. A scalable method to generate pores is urgently required for the diffusion of this technology. We propose, by theoretical calculations, an innovative and scalable strategy to better control the dimension of the pores in graphene-based membranes by reduction of a single layer graphene oxide (GO). The latter is first annealed at a controlled mild temperature to induce the aggregation of its randomly distributed oxygen containing functional groups into small nanometric clusters. The layer then undergoes a high temperature reducing treatment that causes the desorption of the functional groups along with carbon removal only in the oxidized areas producing sub-nanometric pores while leaving unchanged the remaining pristine graphene areas. read less USED (high confidence) A. Sharifian, M. Baghani, G. Odegard, J. Wu, A. V. van Duin, and M. Baniassadi, “How to characterize interfacial load transfer in spiral carbon-based nanostructure-reinforced nanocomposites: is this a geometry-dependent process?,” Physical chemistry chemical physics : PCCP. 2019. link Times cited: 5 Abstract: There is a great deal of attention given to spiral carbon-ba… read moreAbstract: There is a great deal of attention given to spiral carbon-based nanostructures (SCBNs) because of their unique mechanical, thermal and electrical properties along with fascinating morphology. Dispersing SCBNs inside a polymer matrix leads to extraordinary properties of nanocomposites in diverse fields. However, the role of the interfacial mechanical properties of these nanocomposites remains unknown. Here, using molecular dynamics simulations, the characteristics of interfacial load transfer of SCBN-polyethylene nanocomposites are explored. Considering the geometric characteristics of SCBNs, new insight into the separation behavior of nanoparticles in normal and sliding modes is addressed. Interestingly, the results show that the maximum force and the separation energy of the SCBNs are much larger than those of graphene because of interlocking of the coils and polymer. The heavy influence of changes in the geometric characteristics of SCBNs on the separation behavior is observed. Pullout tests reveal that the influence of parameters such as the length and number of polyethylene chains, temperature, and functionalization of the SCBNs on the interfacial mechanical properties is also significant. This study sheds new light in understanding the crucial effect of the interaction of SCBNs with polymer chains on the interfacial mechanical properties, which can lead to better performance of nanocomposites. read less USED (high confidence) Y. Wang, T. Zhao, L. Zhang, L. Zou, and Y. Zhang, “Molecular dynamics simulation of dielectric barrier discharge–photocatalyst synergistic treatment of volatile organic compounds,” AIP Advances. 2019. link Times cited: 3 Abstract: Dielectric barrier discharge (DBD) is an effective method fo… read moreAbstract: Dielectric barrier discharge (DBD) is an effective method for treating volatile organic compounds (VOCs). In the presence of a photocatalyst, photocatalytic technology can be used to generate a variety of reactive oxygen species (ROS). Numerous experiments have demonstrated that DBD–photocatalyst synergism is superior to the use of either approach individually. In this study, the degradation mechanism of VOCs under the DBD–photocatalyst system was investigated via the ReaxFF reaction molecular dynamics method. Acetaldehyde, toluene, 1,2,4-trimethylbenzene, cresol, and phenol were selected as representative VOCs and · O, · OH, HO2, and H2O2 were chosen as representative ROS to construct the DBD and DBD–photocatalyst reaction systems. A concentration control group and a component control group were established. Comparison of the various ROS revealed that · O and · OH possess higher activities and are more conducive to cracking VOC molecules. Among the various VOCs, the reaction rate was faster for highly reductive reactants. The carbon conversion rate was only dependent on the molecular complexity and was higher for simpler structures. To simulate the DBD–photocatalyst synergistic conditions, we established concentration control simulation systems. When · OH is used as the ROS, a large number of oxidative adsorption and hydrogen abstraction processes can occur. Increasing the · OH concentration promotes the VOC removal reactions to afford complete cracking of the VOCs into the small-molecule product CO2.Dielectric barrier discharge (DBD) is an effective method for treating volatile organic compounds (VOCs). In the presence of a photocatalyst, photocatalytic technology can be used to generate a variety of reactive oxygen species (ROS). Numerous experiments have demonstrated that DBD–photocatalyst synergism is superior to the use of either approach individually. In this study, the degradation mechanism of VOCs under the DBD–photocatalyst system was investigated via the ReaxFF reaction molecular dynamics method. Acetaldehyde, toluene, 1,2,4-trimethylbenzene, cresol, and phenol were selected as representative VOCs and · O, · OH, HO2, and H2O2 were chosen as representative ROS to construct the DBD and DBD–photocatalyst reaction systems. A concentration control group and a component control group were established. Comparison of the various ROS revealed that · O and · OH possess higher activities and are more conducive to cracking VOC molecules. Among the various VOCs, the reaction rate was faster for highly re... read less USED (high confidence) X. Liao et al., “Strain-Guided Oxidative Nanoperforation on Graphene.,” Small. 2019. link Times cited: 5 Abstract: Increased applications of nanoporous graphene in nanoelectro… read moreAbstract: Increased applications of nanoporous graphene in nanoelectronics and membrane separations require ordered and precise perforation of graphene, whose scalablility and time/cost effectiveness represent a significant challenge in existing nanoperforation methods, such as catalytical etching and lithography. A strain-guided perforation of graphene through oxidative etching is reported, where nanopores nucleate selectively at the bulges induced by the prepatterned nanoprotrusions underneath. Using reactive molecular dynamics and theoretical models, the perforation mechanisms are uncovered through the relationship between bulge-induced strain and enhanced etching reactivity. Parallel experiments of chemical vapor deposition (CVD) of graphene on SiO2 NPs/SiO2 substrates verify the feasibility of such strain-guided perforation and evolution of pore size by exposure of varied durations to oxygen plasma. This scalable method can be feasibly applied to a broad variety of 2D materials (e.g., graphene and h-boron nitride) and nanoprotrusions (e.g., SiO2 and C60 nanoparticles), allowing rational fabrication of 2D material-based devices. read less USED (high confidence) H. Li, T. Zhu, N. Ferralis, and J. Grossman, “Charge Transport in Highly Heterogeneous Natural Carbonaceous Materials,” Advanced Functional Materials. 2019. link Times cited: 7 Abstract: Natural carbonaceous materials (NCMs) have recently emerged … read moreAbstract: Natural carbonaceous materials (NCMs) have recently emerged as promising organic semiconducting materials for electronics and catalysis, although the fundamental picture of charge transport within NCM systems is still incomplete. Morphologically, NCMs exhibit reminiscence of disordered organic solids, yet the experimental measurements demonstrate a transport regime that surprisingly follows Mott's formula derived for variable‐range hopping in inorganic noncrystalline materials. With ab initio and kinetic Monte Carlo simulations, a temperature scaling is revealed between the Gaussian‐defect model log(σ) ∼ T−2 typical for organic matter and the Mott‐like log(σ) ∼ T−1/4 for a wide spectrum of intermolecular connectivity. As dominant transport descriptors, energy levels and coupling strengths are screened among 30 small molecules with varying sizes, shapes, sp2/sp3 ratios, side chains, and functional groups. These analyses provide insight for the design of NCM electronics, and should also be applicable to disordered molecular materials in general. read less USED (high confidence) T. Shou et al., “Mechanisms of Xylene Isomer Oxidation by Non-thermal Plasma via Paired Experiments and Simulations,” Plasma Chemistry and Plasma Processing. 2019. link Times cited: 4 USED (high confidence) S. Monti, J. Jose, A. Sahajan, N. Kalarikkal, and S. Thomas, “Structure and dynamics of gold nanoparticles decorated with chitosan-gentamicin conjugates: ReaxFF molecular dynamics simulations to disclose drug delivery.,” Physical chemistry chemical physics : PCCP. 2019. link Times cited: 21 Abstract: With the aim of designing an efficient procedure for produci… read moreAbstract: With the aim of designing an efficient procedure for producing biocompatible drug delivery systems based on nanoparticle carriers for in situ controlled antibiotic release, we have defined a novel computational approach resorting to a reactive force field capable of realistically describing hybrid systems. The modeling procedure was focused on well-known components, namely gold nanoparticles, citrate, chitosan and gentamicin, and the experiments tuned on purpose. On the one hand, gold nanoparticles were synthesized, fuctionalized with chitosan, loaded with gentamicin and characterized by means of transmission electron microscopy (TEM), scanning electron microscopy (SEM), dynamic light scattering (DLS), UV-visible (UV-vis) spectroscopy, and Fourier transform infrared spectroscopy (FTIR). On the other hand, an effective model of a functionalized gold nanoparticle was created and its structure and dynamics were explored by classical reactive molecular dynamics simulations in solution based on the ReaxFF atomistic description. The structure, dynamics and drug release were reproduced realistically disclosing the motion of all the molecular components, their adsorption on the metal support, desorption, intermolecular interactions and self-assembly. The system size was very close to the experimental conditions and all the calculations could efficiently identify the most probable binding modes, the locations of the adsorbed molecules, the characteristic arrangements of the chains and the effects due to the surrounding environment. The role played by the substrate and water molecules in the releasing process was described in detail. In line with the literature it was found that the antibiotic activity was preserved and the drug release from the carrier could be tuned by changing the chitosan/getamicin weight ratio and the deposition pattern of the adsorbed layers. read less USED (high confidence) T. G. Díaz-Rodríguez, M. Pacio, R. Agustin-Serrano, H. Juárez-Santiesteban, and J. Muñiz, “Understanding structure of small $\hbox TiO_2$TiO2 nanoparticles and adsorption mechanisms of PbS quantum dots for solid-state applications: a combined theoretical and experimental study,” Theoretical Chemistry Accounts. 2019. link Times cited: 4 USED (high confidence) Y. Jin et al., “Comparison of the oxidation resistance of synthetic ester oils DOA and TDTM: Experimental evaluation and theoretical calculation,” Lubrication Science. 2019. link Times cited: 7 Abstract: The oxidation behavior of the synthetic ester oils di‐isooct… read moreAbstract: The oxidation behavior of the synthetic ester oils di‐isooctyl adipate (DOA) and tri‐isodecyl trimellitate (TDTM) was investigated by analysing the oxidation induction time and oxidation onset temperature via pressure differential scanning calorimetry tests, and the variation in viscosity after oven accelerated oxidation tests. Moreover, theoretical calculations of the fractional free volumes and oxygen diffusion coefficients of DOA and TDTM were performed, and atomistic‐scale insights into the oxidative mechanisms of both oils were proposed based on reactive molecular dynamic (RMD) simulations. Better oxidation resistance for TDTM was confirmed with experimental observations. RMD results indicated that the C―O bonds of the alcohol chain and ester group of DOA were susceptible to oxidation. However, only the dissociation of the C―O bond of the alcohol chain initiated the oxidation of TDTM. Additionally, more degradation fragments for DOA were identified, along with the formation of a polymerized product, while no large molecules formed for TDTM. read less USED (high confidence) S. Shabnam, Q. Mao, A. V. van Duin, and K. Luo, “Evaluation of the effect of nickel clusters on the formation of incipient soot particles from polycyclic aromatic hydrocarbons via ReaxFF molecular dynamics simulations.,” Physical chemistry chemical physics : PCCP. 2019. link Times cited: 9 Abstract: In the present study, the ReaxFF reactive molecular dynamics… read moreAbstract: In the present study, the ReaxFF reactive molecular dynamics simulation method was applied to investigate the effect of a small nickel cluster (Ni13) on the formation of nascent soot from polycyclic aromatic hydrocarbon (PAH) precursors. A series of NVT simulations was performed for systems of a Ni13 cluster and various PAH monomers, namely, naphthalene, anthracene, pyrene, coronene, ovalene, and circumcoronene, at temperatures from 400 to 2500 K. At low temperatures, the PAHs form soot particles via binding and stacking around nickel clusters. Larger soot particles are formed due to the early initiation of clustering provided by nickel compared to those observed in homogenous PAH systems. At 1200-1600 K, the PAH monomers show a chemisorption tendency onto the nickel surface, which results in incipient soot particles. Chemical nucleation was observed at 2000 K where nickel-assisted dehydrogenation and chemisorption of PAH led to the growth of stable soot particles, which did not occur in the absence of Ni-clusters. At a high temperature (2500 K), nickel significantly accelerates the ring-opening and graphitization of PAH molecules and increases the size of the fullerene-type soot as compared to that of homogenous systems. read less USED (high confidence) M. Gonçalves, L. S. Santos, F. Peixoto, and T. C. Ramalho, “NMR relaxation and relaxivity parameters of MRI probes revealed by optimal wavelet signal compression of molecular dynamics simulations,” International Journal of Quantum Chemistry. 2019. link Times cited: 13 USED (high confidence) A. Verma, A. Parashar, and M. Packirisamy, “Effect of grain boundaries on the interfacial behaviour of graphene-polyethylene nanocomposite,” Applied Surface Science. 2019. link Times cited: 56 USED (high confidence) H. Hercman, M. Szczerba, P. Zawidzki, and A. Trojan, “Carbon isotopes in wood combustion/pyrolysis products: experimental and molecular simulation approaches,” Geochronometria. 2019. link Times cited: 2 Abstract: A series of laboratory experiments was performed to determin… read moreAbstract: A series of laboratory experiments was performed to determine the carbon stable isotopic composition of different combustion/pyrolysis (B/P) products. Variation in the δ13C values of the products was observed, up to 4‰. The differences in the carbon isotopic compositions of the B/P products were dependent on temperature, time and wood type. Comparison of the results for fresh and fossil oak wood suggested that the δ13C differences were the effect of selective decomposition of some wood components during the fossilization process. The temperature dependence of the carbon isotopic composition was linked to variation in the carbon isotopic composition of the main wood components, which each had different levels of thermal stability. Isotopes exchange reactions in between different products can be also considered as possible source of variation of δ13C on temperature. Both these hypotheses were supported by molecular simulations of cellulose and lignin B/P. The results confirm that B/P should be treated as a continuous process, where the results depend on the degree of process development. Natural burning processes are dynamic and burning conditions change rapidly and it is necessary to take care when using combustion products as a paleoenvironmental proxy or as an isotopic characteristic for the identification of source material. read less USED (high confidence) L. Lv, L. Zhang, and M. Yang, “Understanding the phase separation of N2/H2O and CO2/H2O binary systems through reactive force fields-based molecular dynamics simulations,” Journal of Applied Physics. 2018. link Times cited: 5 Abstract: Phase separation has a considerable effect on the detonation… read moreAbstract: Phase separation has a considerable effect on the detonation performances of explosives, but its mechanism has seldom been studied in terms of the interatomic interaction through molecular modeling. The binary mixtures of molecular N2, CO2, and H2O, which are the key components of detonation products of common explosives, with high density and at high temperature were investigated by using the reactive force fields-based molecular dynamics simulations. The mixing and demixing behaviors of N2/H2O and CO2/H2O systems were compared to distinguish the driven forces of phase separation. The N2/H2O mixtures with high density exhibit a remarkable phase separation at low temperature, while the CO2/H2O mixtures are mixing in a wide range of density and temperature. Similar changes in the repulsive van der Waals energy were found for all the studied systems. However, the corresponding changes in the attractive Coulomb energy are quite different for the mixing and demixing systems. Moreover, the polarization effect ... read less USED (high confidence) A. Riaz et al., “Solvothermal liquefaction of alkali lignin to obtain a high yield of aromatic monomers while suppressing solvent consumption,” Green Chemistry. 2018. link Times cited: 31 Abstract: The unique physicochemical properties and high solubility of… read moreAbstract: The unique physicochemical properties and high solubility of a wide range of biomass-derived feedstocks make sub- and supercritical alcohols promising media for thermochemical conversion to liquid fuels and value-added chemicals. Short-chain alcohols (C1–C3) not only hydrogenolyse a variety of recalcitrant feedstocks by donating in situ hydrogen, but also suppress the char formation by capping reactive intermediates. However, the beneficial features of supercritical alcohols also bring some demerits, such as their excessive decomposition and high consumption, which has been given cursory attention to date. Consequently, the aim of this study was to elucidate the role of sub- and supercritical alcohols as a hydrogen donor, their self-reactivity, their reactivity with the feedstock, the extent of their conversion under catalytic and non-catalytic conditions, and the detailed pathways to byproduct formation. Based on the solvent reactivity, the optimum conditions were investigated for the solvothermal liquefaction of recalcitrant alkali lignin to give a high yield of aromatic monomers with careful emphasis on the solvent consumption. The addition of formic acid instead of the more commonly used hydrodeoxygenation catalysts (e.g., CoMo/Al2O3, Ru/Al2O3) can not only suppress ethanol consumption significantly (from 42.3–46.8 wt% to 7 wt%), but can also result in complete lignin conversion by providing an excess amount of active hydrogen. The reaction at 350 °C for a short duration of 60 min led to the complete decomposition of alkali lignin and afforded a high yield of aromatic derivatives (36.7 wt%), while at the same time, suppressing ethanol consumption (11.8 wt%) and the formation of ethanol-derived liquid products. The alkylation of lignin-derived phenolic intermediates at the expense of the solvent is a time-dependent reaction, instead of the primary stabilization reaction. Molecular dynamics simulations using dilignol molecules revealed that the ethanol–formic acid mixture reduced the activation and thermal energies required for the dissociation of C–C and C–O bonds in the lignin structure. read less USED (high confidence) A. Verma, A. Parashar, and M. Packirisamy, “Tailoring the failure morphology of 2D bicrystalline graphene oxide,” Journal of Applied Physics. 2018. link Times cited: 30 Abstract: The aim of this article is to study the effect of oxide func… read moreAbstract: The aim of this article is to study the effect of oxide functionalisation on the failure morphology of bicrystalline graphene. Molecular dynamics based simulations in conjunction with reactive force field were performed to study the mechanical properties as well as failure morphology of different configurations of bicrystalline graphene oxide. Separate simulations were performed with hydroxyl and epoxide functionalisation, and later on the same simulations were extended to study the graphene oxide as a whole. The authors have predicted that epoxide functionalisation helps in transforming the catastrophic brittle behaviour into ductile. Failure morphologies depict that epoxide groups tend to boost the ductility through altering the fracture path and not affecting the grain boundaries either. Also, the epoxide to ether transformations were found to be the decisive mechanism behind the plastic response shown by epoxide groups. Simulations help in concluding a ductile failure for bicrystalline graphene in conjunction with oxidation of selective atoms in the nanosheet, which further opens new avenues for the application of these graphene sheets in nanodevices and nanocomposites.The aim of this article is to study the effect of oxide functionalisation on the failure morphology of bicrystalline graphene. Molecular dynamics based simulations in conjunction with reactive force field were performed to study the mechanical properties as well as failure morphology of different configurations of bicrystalline graphene oxide. Separate simulations were performed with hydroxyl and epoxide functionalisation, and later on the same simulations were extended to study the graphene oxide as a whole. The authors have predicted that epoxide functionalisation helps in transforming the catastrophic brittle behaviour into ductile. Failure morphologies depict that epoxide groups tend to boost the ductility through altering the fracture path and not affecting the grain boundaries either. Also, the epoxide to ether transformations were found to be the decisive mechanism behind the plastic response shown by epoxide groups. Simulations help in concluding a ductile failure for bicrystalline graphene in con... read less USED (high confidence) Y. Ma et al., “Comparison of graphene oxide and graphitic carbon nitride filled carbon–phenolic composites: Thermomechanical properties and role of the strong electronegativity of nanofillers,” Journal of Applied Polymer Science. 2018. link Times cited: 10 USED (high confidence) E. Duque-Redondo, K. Yamada, I. López‐Arbeloa, and H. Manzano, “Cs retention and diffusion in C-S-H at different Ca/Si ratio,” Cement and Concrete Research. 2018. link Times cited: 24 USED (high confidence) M. Feng, X. Jiang, and K. Luo, “A reactive molecular dynamics simulation study of methane oxidation assisted by platinum/graphene-based catalysts,” Proceedings of the Combustion Institute. 2018. link Times cited: 35 USED (high confidence) J. Abrahamson, A. Jain, A. Duin, and R. V. Wal, “Trajectories of Graphitizable Anthracene Coke and Non-Graphitizable Sucrose Char during the Earliest Stages of Annealing by Rapid CO2 Laser Heating,” C. 2018. link Times cited: 6 Abstract: The earliest stages of annealing of graphitizable anthracene… read moreAbstract: The earliest stages of annealing of graphitizable anthracene coke and non-graphitizable sucrose char were observed by rapid heating with a CO2 laser. Structural transformations were observed with transmission electron microscopy. Anthracene coke and sucrose char were laser heated to 1200 °C and 2600 °C for 0.25–300 s. The transformations are compared to traditional furnace heating at matching temperatures for a 1 h duration. Traditional furnace and CO2 laser annealing followed the same pathway, based upon equivalent end structures. Graphitizable anthracene coke annealed faster than non-graphitizable sucrose char. Sucrose char passed through a structural state of completely closed shell nanoparticles that opened upon additional heat treatment and gave rise to the irregular pore structure found in the end product. The observed curvature in sucrose char annealed at 2600 °C results from shell opening. The initial presence of curvature and loss by heat treatment argues that odd membered rings are present initially and not formed upon heat treatment. Thus, odd membered rings are not manufactured during the annealing process due to impinging growth of stacks, but are likely present in the starting structure. The observed unraveling of the closed shell structure was simulated with ReaxFF. read less USED (high confidence) A. Verma and A. Parashar, “Molecular dynamics based simulations to study the fracture strength of monolayer graphene oxide,” Nanotechnology. 2018. link Times cited: 44 Abstract: The aim of this article is to study the effects of functiona… read moreAbstract: The aim of this article is to study the effects of functional groups such as hydroxyl, epoxide and carboxyl on the fracture toughness of graphene. These functional groups form the backbone of the intrinsic atomic structure of graphene oxide (GO). Molecular dynamics based simulations were performed in conjunction with reactive force field parameters to capture the Mode-I fracture toughness of functionalised graphene. Simulations were performed in stages, to study the effect of these functional groups, individually as well as all together on the fracture toughness of GO nanosheets. The molecular dynamics based simulations performed in this article helps us to conclude that the spatial distribution and concentration of functional groups significantly affects the fracture behavior of GO nanosheets. read less USED (high confidence) Z. Qi et al., “Rapid Identification of the Layer Number of Large-Area Graphene on Copper,” Chemistry of Materials. 2018. link Times cited: 24 Abstract: Chemical vapor deposition (CVD) on Cu foils emerged as an im… read moreAbstract: Chemical vapor deposition (CVD) on Cu foils emerged as an important method for preparing high-quality and large-area graphene films for practical applications. However, to date it remains challenging to rapidly identify the structural features, especially the layer numbers, of CVD-graphene directly on Cu substrate. Herein, we report an O2-plasma-assisted approach for identifying the coverage, wrinkles, domain size, and layer number of large-area graphene films on Cu foils by optical microscopy. The wrinkles and grain boundaries of five-layer graphene can be observed with a grayscale increment of ∼23.4% per one graphene layer after O2-plasma treatment for only 15 s, which allows for checking graphene on Cu foils with a sample size of 17 cm × 20 cm in a few minutes. The Raman spectroscopy and X-ray photoelectron spectroscopy presents a strong layer number dependence of both the plasma induced graphene defects and Cu oxides, which, as indicated by molecular dynamic simulation, is responsible for the improved... read less USED (high confidence) I. Benedetti et al., “Formulation and validation of a reduced order model of 2D materials exhibiting a two-phase microstructure as applied to graphene oxide,” Journal of The Mechanics and Physics of Solids. 2018. link Times cited: 24 USED (high confidence) E. Sandoz-Rosado, T. D. Beaudet, J. Andzelm, and E. Wetzel, “High strength films from oriented, hydrogen-bonded ‘graphamid’ 2D polymer molecular ensembles,” Scientific Reports. 2018. link Times cited: 24 USED (high confidence) S. Nicholson, M. Alaghemandi, and J. R. Green, “Effects of temperature and mass conservation on the typical chemical sequences of hydrogen oxidation.,” The Journal of chemical physics. 2018. link Times cited: 6 Abstract: Macroscopic properties of reacting mixtures are necessary to… read moreAbstract: Macroscopic properties of reacting mixtures are necessary to design synthetic strategies, determine yield, and improve the energy and atom efficiency of many chemical processes. The set of time-ordered sequences of chemical species are one representation of the evolution from reactants to products. However, only a fraction of the possible sequences is typical, having the majority of the joint probability and characterizing the succession of chemical nonequilibrium states. Here, we extend a variational measure of typicality and apply it to atomistic simulations of a model for hydrogen oxidation over a range of temperatures. We demonstrate an information-theoretic methodology to identify typical sequences under the constraints of mass conservation. Including these constraints leads to an improved ability to learn the chemical sequence mechanism from experimentally accessible data. From these typical sequences, we show that two quantities defining the variational typical set of sequences-the joint entropy rate and the topological entropy rate-increase linearly with temperature. These results suggest that, away from explosion limits, data over a narrow range of thermodynamic parameters could be sufficient to extrapolate these typical features of combustion chemistry to other conditions. read less USED (high confidence) S. Smrekar et al., “On the effect of the carbonaceous substrate in the nucleation of Sn nanoparticles for Li-ion anodes: experiments and first principles calculations,” Journal of Solid State Electrochemistry. 2018. link Times cited: 2 USED (high confidence) K. Song, G. Ji, K. M. Kumari, and D. Wei, “Blending effect between n-decane and toluene in oxidation: a ReaxFF study,” Molecular Simulation. 2018. link Times cited: 3 Abstract: We studied dependency of toluene oxidation-blended n-decane … read moreAbstract: We studied dependency of toluene oxidation-blended n-decane on blending ratio and temperature using the reactive molecular dynamics (RMD) simulations with the newly developed reactive force field (ReaxFF). Different initial reaction pathways of toluene were observed between pure and blended toluene, while that of n-decane showed little contrast. The differences in toluene oxidation paths are related to radical pool, which is largely influenced by H/C ratio. We analysed the influence of H/C ratio on the consumption of intermediate species, and found different dependencies of HCHO consumption on H/C ratio for different temperatures. The difference is attributed to the large active energy difference between the two main HCHO consumption reactions by OH and O2. For the production part, the OH producing pathway was analysed carefully and shows H/C ratio influences OH production via H production and H abstract reactions. Our RMD simulations show that H/C ratio plays an important role in the oxidation of fuel. read less USED (high confidence) H. Rafatijo and D. Thompson, “General application of Tolman’s concept of activation energy.,” The Journal of chemical physics. 2017. link Times cited: 34 Abstract: We present a generalization of Tolman's concept of acti… read moreAbstract: We present a generalization of Tolman's concept of activation energy applicable to thermal and non-thermal reactions in molecular dynamics simulations of reactions in bulk gases. To illustrate the applicability of the method, molecular dynamics calculations were carried out for the NVT ensemble to determine the activation energies of O2 + H2 → H + HO2 and 2O2 + H2 → 2HO2 from MD simulation results for [H2]/[O2] = 1 at 3000 K using the reactive force field, ReaxFF. Assuming local thermodynamic equilibrium, we define the reaction cluster local energy, the energy of the atoms participating in an individual reaction, which is conserved. The generalized Tolman activation energy (GTEa) approach is applicable to reactions of any molecularity. Although we have applied GTEa for thermal conditions, it is applicable to chemistry occurring under non-thermal conditions because it rests upon local rather than global equilibrium. We have defined the transition configurations, unique points that define a seam separating reactants and products at which the local energies of the reactants and products become equal. read less USED (high confidence) V. Dozhdikov, A. Basharin, P. Levashov, and D. Minakov, “Atomistic simulations of the equation of state and hybridization of liquid carbon at a temperature of 6000 K in the pressure range of 1-25 GPa.,” The Journal of chemical physics. 2017. link Times cited: 16 Abstract: The equation of state and the structure of liquid carbon are… read moreAbstract: The equation of state and the structure of liquid carbon are studied by molecular simulation. Both classical and quantum molecular dynamics (QMD) are used to calculate the equation of state and the distribution of chemical bonds at 6000 K in the pressure range 1-25 GPa. Our calculations and results of other authors show that liquid carbon has a fairly low density on the order of 1.2-1.35 g/cm3 at pressures about 1 GPa. Owing to the coordination number analysis, this fact can be attributed to the high content of sp1-bonded atoms (more than 50% according to our ab initio computations). Six empirical potentials have been tested in order to describe the density dependence of pressure and structure at 6000 K. As a result, only one potential, ReaxFF/lg, was able to reproduce the QMD simulations for both the equation of state and the fraction of sp1, sp2, sp3-bonded atoms. read less USED (high confidence) W. Gong, H. Geng, S. Qu, and W. Lu, “Molecular dynamics study on radial deformation of armchair single-walled boron nitride nanotubes,” Applied Physics Express. 2017. link Times cited: 6 Abstract: Radial deformation of boron nitride nanotubes (BNNTs) plays … read moreAbstract: Radial deformation of boron nitride nanotubes (BNNTs) plays a significant role in the performances of BNNT-based applications. By performing molecular dynamics simulations, the radial deformation of armchair single-walled BNNTs was investigated. The deformation energy barrier was found to follow a decreasing trend with increasing tube diameter. Two threshold diameters were identified that demarcate three stability regimes for the deformed single-walled BNNTs. Whereas the van der Waals interaction was simply favorable for radial deformation, the electrostatic interaction had a complex effect; it prevented deformation from the initial cylindrical shape but promoted collapse when the opposing tube wall came into proximity. read less USED (high confidence) Y. Hou et al., “Elastic–plastic properties of graphene engineered by oxygen functional groups,” Journal of Physics D: Applied Physics. 2017. link Times cited: 5 Abstract: Using molecular dynamics (MD) simulations, we investigate th… read moreAbstract: Using molecular dynamics (MD) simulations, we investigate the elastic–plastic mechanical performances of monolayer graphene oxide (GO) under uniaxial tension. The brittle–ductile–brittle transition and nonlinear–linear–nonlinear elastic transition is found in the uniaxial tension of GO, which displays strong correlations to the content, distribution and proportion of oxygen functional groups. In principle, the tensile behavior of graphene with epoxy groups exhibits ductile fracture features due to the unique epoxy-to-ether transformation in structural evolution. Our simulation results also reveal that wrinkling could cause a competing mechanism of strain-hardening or -softening, and in turn, the nonlinear–linear elasticity transition. Moreover, we propose a continuum mechanical model with a modified stress–strain relation to understand the unique deformation performances, which is consistent with the MD results. These findings might provide valuable insight and design guidelines for optimizing the specific mechanical properties and deformation behaviors of graphene and its derivatives. read less USED (high confidence) A. Pedrielli, S. Taioli, G. Garberoglio, and N. Pugno, “Gas adsorption and dynamics in Pillared Graphene Frameworks,” Microporous and Mesoporous Materials. 2017. link Times cited: 28 USED (high confidence) F. Rahmani, M. Mahdavi, S. Nouranian, and A. Al-ostaz, “Confinement effects on the thermal stability of poly(ethylene oxide)/graphene nanocomposites: A reactive molecular dynamics simulation study,” Journal of Polymer Science Part B. 2017. link Times cited: 18 USED (high confidence) F. Rahmani, S. Nouranian, X. Li, and A. Al-ostaz, “Reactive Molecular Simulation of the Damage Mitigation Efficacy of POSS-, Graphene-, and Carbon Nanotube-Loaded Polyimide Coatings Exposed to Atomic Oxygen Bombardment.,” ACS applied materials & interfaces. 2017. link Times cited: 44 Abstract: Reactive molecular dynamics simulation was employed to compa… read moreAbstract: Reactive molecular dynamics simulation was employed to compare the damage mitigation efficacy of pristine and polyimide (PI)-grafted polyoctahedral silsesquioxane (POSS), graphene (Gr), and carbon nanotubes (CNTs) in a PI matrix exposed to atomic oxygen (AO) bombardment. The concentration of POSS and the orientation of Gr and CNT nanoparticles were further investigated. Overall, the mass loss, erosion yield, surface damage, AO penetration depth, and temperature evolution are lower for the PI systems with randomly oriented CNTs and Gr or PI-grafted POSS compared to those of the pristine POSS or aligned CNT and Gr systems at the same nanoparticle concentration. On the basis of experimental early degradation data (before the onset of nanoparticle damage), the amount of exposed PI, which has the highest erosion yield of all material components, on the material surface is the most important parameter affecting the erosion yield of the hybrid material. Our data indicate that the PI systems with randomly oriented Gr and CNT nanoparticles have the lowest amount of exposed PI on the material surface; therefore, a lower erosion yield is obtained for these systems compared to that of the PI systems with aligned Gr and CNT nanoparticles. However, the PI/grafted-POSS system has a significantly lower erosion yield than that of the PI systems with aligned Gr and CNT nanoparticles, again due to a lower amount of exposed PI on the surface. When comparing the PI systems loaded with PI-grafted POSS versus pristine POSS at low and high nanoparticle concentrations, our data indicate that grafting the POSS and increasing the POSS concentration lower the erosion yield by a factor of about 4 and 1.5, respectively. The former is attributed to a better dispersion of PI-grafted POSS versus that of the pristine POSS in the PI matrix, as determined by the radial distribution function. read less USED (high confidence) R. Ranganathan, S. Rokkam, T. Desai, and P. Keblinski, “Generation of amorphous carbon models using liquid quench method: A reactive molecular dynamics study,” Carbon. 2017. link Times cited: 66 USED (high confidence) Y. M. Jaques and D. Galvão, “Nanodroplets Behavior on Graphdiyne Membranes,” MRS Advances. 2017. link Times cited: 1 Abstract: In this work we have investigated, by fully atomistic reacti… read moreAbstract: In this work we have investigated, by fully atomistic reactive (force field ReaxFF) molecular dynamics simulations, some aspects of impact dynamics of water nanodroplets on graphdiyne-like membranes. We simulated graphdiyne-supported membranes impacted by nanodroplets at different velocities (from 100 up to 1500 m/s). The results show that due to the graphdiyne porous and elastic structure, the droplets present an impact dynamics very complex in relation to the ones observed for graphene membranes. Under impact the droplets spread over the surface with a maximum contact radius proportional to the impact velocity. Depending on the energy impact value, a number of water molecules were able to percolate the nanopore sheets. However, even in these cases the droplet shape is preserved and the main differences between the different impact velocities cases reside on the splashing pattern at the maximum spreading. read less USED (high confidence) A. Pak and G. Hwang, “Molecular Insights into the Complex Relationship between Capacitance and Pore Morphology in Nanoporous Carbon-based Supercapacitors.,” ACS applied materials & interfaces. 2016. link Times cited: 19 Abstract: Electrochemical double layer capacitors, or supercapacitors,… read moreAbstract: Electrochemical double layer capacitors, or supercapacitors, are high-power energy storage devices that consist of large surface area electrodes (filled with electrolyte) to accommodate ion packing in accordance with classical electric double layer (EDL) theory. Nanoporous carbons (NPCs) have recently emerged as a class of electrode materials with the potential to dramatically improve the capacitance of these devices by leveraging ion confinement. However, the molecular mechanisms underlying such enhancements are a clear departure from EDL theory and remain an open question. In this paper, we present the concept of ion reorganization kinetics during charge/discharge cycles, especially within highly confining subnanometer pores, which necessarily dictates the capacitance. Our molecular dynamics voltammetric simulations of ionic liquid immersed in NPC electrodes (of varying pore size distributions) demonstrate that the most efficient ion migration, and thereby largest capacitance, is facilitated by nonuniformity of shape (e.g., from cylindrical to slitlike) along nanopore channels. On the basis of this understanding, we propose that a new structural descriptor, coined as the pore shape factor, can provide a new avenue for materials optimization. These findings also present a framework to understand and evaluate ion migration kinetics within charged nanoporous materials. read less USED (high confidence) X. Dong and Y. Shin, “Multiscale Genome Modeling for Predicting the Thermal Conductivity of Silicon Carbide Ceramics,” Journal of the American Ceramic Society. 2016. link Times cited: 11 Abstract: Silicon carbide (SiC) ceramics have been widely used in indu… read moreAbstract: Silicon carbide (SiC) ceramics have been widely used in industry due to its high thermal conductivity. Understanding the relations between the microstructure and the thermal conductivity of SiC ceramics is critical for improving the efficiency of heat removal in heat sink applications. In this paper, a multiscale model is proposed to predict the thermal conductivity of SiC ceramics by bridging atomistic simulations and continuum model via a materials genome model. Interatomic potentials are developed using ab initio calculations to achieve more accurate molecular dynamics (MD) simulations. Interfacial thermal conductivities with various additive compositions are predicted by nonequilibrium MD simulations. A homogenized materials genome model with the calculated interfacial thermal properties is used in a continuum model to predict the effective thermal conductivity of SiC ceramics. The effects of grain size, additive compositions, and temperature are also studied. The good agreement found between prediction results and experimental measurements validates the capabilities of the proposed multiscale genome model in understanding and improving the thermal transport characteristics of SiC ceramics. read less USED (high confidence) R. Lotfi, A. Jonayat, A. V. van Duin, M. Biswas, and R. Hempstead, “A Reactive Force Field Study on the Interaction of Lubricant with Diamond-Like Carbon Structures,” Journal of Physical Chemistry C. 2016. link Times cited: 11 Abstract: We studied the degradation of a perfluoropolyether lubricant… read moreAbstract: We studied the degradation of a perfluoropolyether lubricant, i.e., D4OH, in the presence of different components present in hard disks including diamond-like carbon (DLC), using ReaxFF reactive force field based molecular dynamics simulations. To generate the DLC structure, a carbon-diamond structure was melted in an Ar-filled head space box at 7500 K, and was slowly cooled down to 3000 K. Then, a constant pressure (NPT) simulation was performed to adjust the sample volume and reduce the internal stress. Similarly, for growth of functionalized DLC, ethylene molecules were used as the carbon source and they were pyrolyzed in the presence of Ar atoms to make H-functionalized DLC (DLC:H). This DLC:H structure was subsequently heated in the presence of nitrogen molecules to make H/N functionalized DLC (DLC:H:N). The results indicate that, by controlling number of Ar atoms and N2 molecules, it is possible to achieve the experimental H/N/C composition and sp2/sp3 ratio composition targets. Final DLC and DLC:H:... read less USED (high confidence) S. Monti, V. Carravetta, and H. Ågren, “Theoretical Study of the Adsorption Mechanism of Cystine on Au(110) in Aqueous Solution.,” Small. 2016. link Times cited: 10 Abstract: The adsorption and dynamics of cystine, which is the oxidize… read moreAbstract: The adsorption and dynamics of cystine, which is the oxidized dimer of cysteine where the monomers are connected through a disulfide bond, on the Au(110) surface, in water solution, is characterized by means of classical molecular dynamics simulations based on a recently developed reactive force field (ReaxFF). The adopted computational procedure and the force field description are able to give a complete and reliable picture, in line with experiments, of the molecule behavior in solution and in close contact with the metal support. Many different aspects, which have never been explored computationally at this level of theory, are disclosed, namely, physisorption, chemisorption, disulfide bridge breaking/creation, and formation of staples. It is demonstrated that all these events are connected with the specific orientation and location of cystine on the substrate. Simulations in pure water reveal that the disulfide bridge is stable, whereas dissociation is observed on gold. This is favored at low coverage, whereas at high coverage both intact and dissociated forms can be observed depending on local arrangements. The computed photoemission spectra at different K-edges for the predicted adsorbate structures satisfactorily agree with the experimental measurements extracted from literature. read less USED (high confidence) S. Nicholson, M. Alaghemandi, and J. R. Green, “Learning the mechanisms of chemical disequilibria.,” The Journal of chemical physics. 2016. link Times cited: 12 Abstract: When at equilibrium, large-scale systems obey thermodynamics… read moreAbstract: When at equilibrium, large-scale systems obey thermodynamics because they have microscopic configurations that are typical. "Typical" states are a fraction of those possible with the majority of the probability. A more precise definition of typical states underlies the transmission, coding, and compression of information. However, this definition does not apply to natural systems that are transiently away from equilibrium. Here, we introduce a variational measure of typicality and apply it to atomistic simulations of a model for hydrogen oxidation. While a gaseous mixture of hydrogen and oxygen combusts, reactant molecules transform through a variety of ephemeral species en route to the product, water. Out of the exponentially growing number of possible sequences of chemical species, we find that greater than 95% of the probability concentrates in less than 1% of the possible sequences. Overall, these results extend the notion of typicality across the nonequilibrium regime and suggest that typical sequences are a route to learning mechanisms from experimental measurements. They also open up the possibility of constructing ensembles for computing the macroscopic observables of systems out of equilibrium. read less USED (high confidence) R. Chaudret, A. Bick, and X. Krokidis, “Theoretical Modeling of Thermal Decomposition of Methylnaphthalene Derivatives: Influence of Substituents,” Energy & Fuels. 2016. link Times cited: 6 Abstract: The kinetics and thermodynamics of thermal decomposition of … read moreAbstract: The kinetics and thermodynamics of thermal decomposition of naphthalene and several mono- and dimethylnaphathalene derivatives have been established through reactive molecular dynamics simulations using ReaxFF. These results were compared to previous theoretical and experimental studies and also compared to density functional theory calculation results. This work demonstrates that the kinetics and thermodynamics of the initial activation reaction is directly impacted by the position and number of methyl substituents. Subsequently, the activated molecules react to form either small organic or large char molecules. The char formation mechanism is shown to occur in three steps: activation, dimerization/trimerization, and condensation. Finally, temperature effects on the char formation reaction were also studied. read less USED (high confidence) S. Hong and A. Duin, “Atomistic-Scale Analysis of Carbon Coating and Its Effect on the Oxidation of Aluminum Nanoparticles by ReaxFF-Molecular Dynamics Simulations,” Journal of Physical Chemistry C. 2016. link Times cited: 104 Abstract: We developed a ReaxFF reactive force field for Al/C interact… read moreAbstract: We developed a ReaxFF reactive force field for Al/C interactions to investigate carbon coating and its effect on the oxidation of aluminum nanoparticles (ANPs). The ReaxFF parameters were optimized against quantum mechanics-based (QM-based) training sets and validated with additional QM data and data from experimental literature. ReaxFF-molecular dynamics (MD) simulations were performed to determine whether this force field description was suitable to model the surface deposition and oxidation on complex materials (i.e., carbon-coated ANPs). Our results show that the ReaxFF description correctly reproduced the Al/C interaction energies obtained from the QM calculations and qualitatively captured the processes of the hydrocarbons’ binding and their subsequent reactions on the bare ANPs. The results of the MD simulations indicate that a carbon coating layer was formed on the surface of the bare ANPs, while H atoms were transferred from the hydrocarbons to the available Al binding sites typically without bre... read less USED (high confidence) M. Biswas and B. Knigge, “Opportunities and Challenges of Atomistic Modeling to Simulate Amorphous Carbon Properties for Computer Hard-Disk Applications,” IEEE Transactions on Magnetics. 2016. link Times cited: 1 Abstract: Amorphous carbon is used as coating material for computer ha… read moreAbstract: Amorphous carbon is used as coating material for computer hard-disks magnetic media and recording heads. There has been significant improvement in understanding amorphous carbon's properties based on experimental observations. High data storage density requirement in the coming years necessitates the use of an ultrathin carbon overcoat while maintaining or enhancing its tribological, thermal, optical, and corrosion properties for better recording performance and reliability. Along with experimental techniques, atomistic simulations can be a useful tool to provide fundamental understanding, especially in the cases where experiments are not adequate. This review gives an overview of how atomistic modeling can provide insights into amorphous carbon properties and discuss challenges for such modeling. read less USED (high confidence) M. Alaghemandi and J. R. Green, “Reactive symbol sequences for a model of hydrogen combustion.,” Physical chemistry chemical physics : PCCP. 2016. link Times cited: 11 Abstract: Transient, macroscopic states of chemical disequilibrium are… read moreAbstract: Transient, macroscopic states of chemical disequilibrium are born out of the microscopic dynamics of molecules. As a reaction mixture evolves, the temporal patterns of chemical species encodes some of this dynamical information, while their statistics are a manifestation of the bulk kinetics. Here, we define a chemically-informed symbolic dynamics as a coarse-grained representation of classical molecular dynamics, and analyze the sequences of chemical species for a model of hydrogen combustion. We use reactive molecular dynamics simulations to generate the sequences and derive probability distributions for sequence observables: the reaction time scales and the chain length - the total number of reactions between initiation of a reactant and termination at products. The time scales and likelihood of the sequences depend strongly on the chain length, temperature, and density. Temperature suppresses the uncertainty in chain length for hydrogen sequences, but enhances the uncertainty in oxygen sequence chain lengths. This method of analyzing a surrogate chemical symbolic dynamics reduces the complexity of the chemistry from the atomistic to the molecular level and has the potential for extension to more complicated reaction systems. read less USED (high confidence) Z. Bai, L. Zhang, and L. Liu, “Bombarding Graphene with Oxygen Ions: Combining Effects of Incident Angle and Ion Energy To Control Defect Generation,” Journal of Physical Chemistry C. 2015. link Times cited: 50 Abstract: Ion bombardment is a key physical process in the ion implant… read moreAbstract: Ion bombardment is a key physical process in the ion implantation and irradiation of graphene, with important implications for tuning graphene’s electronic properties and for understanding the material’s behavior in irradiative environment. Using molecular dynamics with a reactive force field, this work systematically investigates the influence of the incident angle on the generation of defects and vacancies during the bombardment process. It is found that larger incident angles (between the incident line and the surface of graphene) ranging from 70° to 90° are desired for substitution and single vacancy, whereas smaller incident angles ranging from 30° to 50° are favored for forming double vacancies, multiple vacancies, and in-plane disorder. Oxygen ions with the incident angle of 70° produce the highest probability of ion substitution, and the ions at 40–60 eV and 70° yield the highest quality of doping with minimum other defects. These results demonstrate that bombarding graphene along oblique directio... read less USED (high confidence) C. Douglas, W. Rouse, J. A. Driscoll, and S. J. Timpe, “Experimental investigation and molecular dynamics simulations of impact-mode wear mechanisms in silicon micromachines with alkylsilane self-assembled monolayer films,” Journal of Applied Physics. 2015. link Times cited: 3 Abstract: In the current work, polycrystalline silicon microdevices ar… read moreAbstract: In the current work, polycrystalline silicon microdevices are treated with a 1H,1H,2H,2H-Perfluorodecyltrichlorosilane (FDTS) self-assembled monolayer (SAM) film. Using a microelectromechanical systems-based tribometer, the adhesion characteristics of the FDTS-treated surfaces are compared to those of untreated surfaces over a range of approximately 10 × 106 impact cycles. FDTS-treated surfaces showed a lower zero-hour adhesion force compared to untreated surfaces under identical environmental conditions. The presence of the monolayer did not have a discernible effect on the number of cycles to initiate the surface degradation that was manifested as an increase in the adhesion force. Based on trends in degradation, it is concluded that similar chemical and physical wear mechanisms dominate the evolution of adhesion in both treated and untreated devices. The qualitative results of the experiment are reinforced by molecular dynamics (MD) simulations of a single nanoasperity contact coated with an octadecyltrichlorosilane (ODTS) SAM. MD simulations show cleavage of bonds along the aliphatic chains of ODTS resulting in adhesion fluctuations. In agreement with experimental observations, the MD simulation shows a logarithmic increase in adhesion force with increasing number of cycles. MD simulations also predict a logarithmic decrease in adhesion energy with increasing cycles. These results provide insight into the physicohemical changes occurring during repetitive impact of surfaces coated with low surface energy films. read less USED (high confidence) Z. Jing, L. Xin, and H. Sun, “Replica exchange reactive molecular dynamics simulations of initial reactions in zeolite synthesis.,” Physical chemistry chemical physics : PCCP. 2015. link Times cited: 11 Abstract: Molecular simulation is a promising tool for the study of ze… read moreAbstract: Molecular simulation is a promising tool for the study of zeolite formation. However, sufficient sampling remains a grand challenge for the practical use of molecular simulation for this purpose. Here, we investigate the initial stage of zeolite synthesis under realistic conditions by using the replica-exchange method and the ReaxFF reactive force field. After a total simulation time of 480 ns, both energetic and structural properties approach convergence. Analyses of data collected at 600 K show that the inorganic structure directing agent NaOH promotes the aggregation of silicate, the formation of branched Si atoms and the formation of 5-membered rings. With the trajectories collected simultaneously at different temperatures, the effect of temperature is discussed. read less USED (high confidence) M. R. Weismiller, C. Junkermeier, M. F. Russo, M. R. Salazar, D. Bedrov, and A. V. van Duin, “ReaxFF molecular dynamics simulations of intermediate species in dicyanamide anion and nitric acid hypergolic combustion,” Modelling and Simulation in Materials Science and Engineering. 2015. link Times cited: 6 Abstract: Ionic liquids based on the dicyanamide anion (DCA) are of in… read moreAbstract: Ionic liquids based on the dicyanamide anion (DCA) are of interest as replacements for current hypergolic fuels, which are highly toxic. To better understand the reaction dynamics of these ionic liquid fuels, this study reports the results of molecular dynamics simulations performed for two predicted intermediate compounds in DCA-based ionic liquids/nitric acid (HNO3) combustion, i.e. protonated DCA (DCAH) and nitro-dicyanamide-carbonyl (NDC). Calculations were performed using a ReaxFF reactive force field. Single component simulations show that neat NDC undergo exothermic decomposition and ignition. Simulations with HNO3 were performed at both a low (0.25 g ml−1) and high (1.00 g ml−1) densities, to investigate the reaction in a dense vapor and liquid phase, respectively. Both DCAH and NDC react hypergolically with HNO3, and increased density led to shorter times for the onset of thermal runaway. Contrary to a proposed mechanism for DCA combustion, neither DCAH nor NDC are converted to 1,5-Dinitrobiuret (DNB) before thermal runaway. Details of reaction pathways for these processes are discussed. read less USED (high confidence) R. Ranganathan, S. Rokkam, T. Desai, P. Keblinski, P. G. Cross, and R. Burnes, “Modeling high-temperature diffusion of gases in micro and mesoporous amorphous carbon.,” The Journal of chemical physics. 2015. link Times cited: 9 Abstract: In this work, we study diffusion of gases in porous amorphou… read moreAbstract: In this work, we study diffusion of gases in porous amorphous carbon at high temperatures using equilibrium molecular dynamics simulations. Microporous and mesoporous carbon structures are computationally generated using liquid quench method and reactive force fields. Motivated by the need to understand high temperature diffusivity of light weight gases like H2, O2, H2O, and CO in amorphous carbon, we investigate the diffusion behavior as function of two important parameters: (a) the pore size and (b) the concentration of diffusing gases. The effect of pore size on diffusion is studied by employing multiple realizations of the amorphous carbon structures in microporous and mesoporous regimes, corresponding to densities of 1 g/cm(3) and 0.5 g/cm(3), respectively. A detailed analysis of the effect of gas concentration on diffusion in the context of these two porosity regimes is presented. For the microporous structure, we observe that predominantly, a high diffusivity results when the structure is highly anisotropic and contains wide channels between the pores. On the other hand, when the structure is highly homogeneous, significant molecule-wall scattering leads to a nearly concentration-independent behavior of diffusion (reminiscent of Knudsen diffusion). The mesoporous regime is similar in behavior to the highly diffusive microporous carbon case in that diffusion at high concentration is governed by gas-gas collisions (reminiscent of Fickian diffusion), which transitions to a Knudsen-like diffusion at lower concentration. read less USED (high confidence) J. D. Deetz and R. Faller, “Reactive modeling of the initial stages of alkoxysilane polycondensation: effects of precursor molecule structure and solution composition.,” Soft matter. 2015. link Times cited: 12 Abstract: Reactive molecular dynamics simulations were performed to st… read moreAbstract: Reactive molecular dynamics simulations were performed to study the polycondensation of alkoxysilane in solution with alcohol and water. The dynamic formation of siloxane clusters and rings was observed with simulation time. Two mechanisms for the growth of siloxanes were observed: monomer addition and cluster-cluster aggregation. The impacts of the alkoxysilane monomer chemical structure and solution composition on the rates of hydrolysis and condensation were explored. The polycondensation of different precursor alkoxysilane monomers (tetramethoxysilane, trimethoxysilane, methyltrimethoxysilane, or tetraethoxysilane) was modeled. The steric bulk of chemical groups attached to the monomer, such as silyl or alkoxy groups, were found to impact reaction rates. The influence of solution composition was investigated by simulating multiple systems with different concentrations of tetramethoxysilane, methanol, and water. Reactive molecular dynamics is used for the first time to study the polycondensation of alkoxysilanes, creating opportunities for future theoretical studies of the sol-gel process. read less USED (high confidence) Y. Zhang, X. Wang, Q. Li, R. Yang, and C. Li, “A ReaxFF Molecular Dynamics Study of the Pyrolysis Mechanism of Oleic-type Triglycerides,” Energy & Fuels. 2015. link Times cited: 39 Abstract: The reactive force field (ReaxFF) method is employed in the … read moreAbstract: The reactive force field (ReaxFF) method is employed in the molecular dynamics (MD) simulation of oleic-type triglyceride (OTG) pyrolysis for the first time. The complex pyrolysis mechanism of OTG at high temperature, especially focusing on the multichannel pyrolysis pathways of OTG and radical-related evolution mechanisms of products, is intensively investigated at the atomistic level by performing a series of ReaxFF MD simulations. On the basis of simulation trajectory analysis, we find that the initiation decomposition of OTG pyrolysis is through C–O bond fission to release the straight oleic acid radical (C18H33O2•). The decomposition of C18H33O2• radical is mainly started through multichannel pathways: the decarboxylation reaction to form long-chain hydrocarbon radical (C17H33•) and CO2, and C–C bond cleavages at α, β-C position to form hydrocarbon radicals and ester radicals. C–C bond β-scissions and conjugation reactions play important roles in the subsequent decomposition of the C18H33O2• radical.... read less USED (high confidence) I. V. Lysova and A. Mikhailov, “Energy characteristics of the atomic particle flux in a carbon nanotube,” Journal of Surface Investigation. X-ray, Synchrotron and Neutron Techniques. 2015. link Times cited: 0 USED (high confidence) P. Broqvist, J. Kullgren, M. Wolf, A. Duin, and K. Hermansson, “ReaxFF Force-Field for Ceria Bulk, Surfaces, and Nanoparticles,” Journal of Physical Chemistry C. 2015. link Times cited: 14 Abstract: We have developed a reactive force-field of the ReaxFF type … read moreAbstract: We have developed a reactive force-field of the ReaxFF type for stoichiometric ceria (CeO2) and partially reduced ceria (CeO2–x). We describe the parametrization procedure and provide results validating the parameters in terms of their ability to accurately describe the oxygen chemistry of the bulk, extended surfaces, surface steps, and nanoparticles of the material. By comparison with our reference electronic structure method (PBE+U), we find that the stoichiometric bulk and surface systems are well reproduced in terms of bulk modulus, lattice parameters, and surface energies. For the surfaces, step energies on the (111) surface are also well described. Upon reduction, the force-field is able to capture the bulk and surface vacancy formation energies (Evac), and in particular, it reproduces the Evac variation with depth from the (110) and (111) surfaces. The force-field is also able to capture the energy hierarchy of differently shaped stoichiometric nanoparticles (tetrahedra, octahedra, and cubes), and ... read less USED (high confidence) M. Döntgen, M.-D. Przybylski-Freund, L. C. Kröger, W. Kopp, A. Ismail, and K. Leonhard, “Automated discovery of reaction pathways, rate constants, and transition states using reactive molecular dynamics simulations.,” Journal of chemical theory and computation. 2015. link Times cited: 136 Abstract: We provide a methodology for deducing quantitative reaction … read moreAbstract: We provide a methodology for deducing quantitative reaction models from reactive molecular dynamics simulations by identifying, quantifying, and evaluating elementary reactions of classical trajectories. Simulations of the inception stage of methane oxidation are used to demonstrate our methodology. The agreement of pathways and rates with available literature data reveals the potential of reactive molecular dynamics studies for developing quantitative reaction models. read less USED (high confidence) X. Dong, X. Fan, Y. Fan, and Y. Wen, “Reactive molecular dynamics simulation of the pyrolysis and combustion of benzene: ultrahigh temperature and oxygen-induced enhancement of initiation pathways and their effect on carbon black generation,” RSC Advances. 2015. link Times cited: 12 Abstract: The pyrolysis and combustion mechanisms of benzene under dif… read moreAbstract: The pyrolysis and combustion mechanisms of benzene under different chemical environments and temperatures were investigated by a reactive force field based molecular dynamics (ReaxFF MD) simulation using two systems, pure benzene and a mixture of benzene and oxygen gas. The chemical behaviors of this system were investigated under an ultrahigh temperature that can be induced by a high-energy density laser and compared to those at high temperature. According to some experimental data, we assume that an ultrahigh temperature can be used to mimic laser irradiation. The conclusions of this simulation are as follows. First, the ReaxFF MD simulations showed that the decomposition rates of benzene were significantly accelerated by laser irradiation or in the presence of oxygen. Second, additional initiation pathways were opened up by these two factors. The primary initiation pathway involves only the hydrogen atom loss in the pyrolysis of benzene at 3000 K, and the initiation pathways become much more complicated after laser irradiation or the involvement of oxygen. Third, the ReaxFF MD simulations formed a reasonable carbon black (CB) texture of various sizes in the pyrolysis of benzene, and we also focused on the evolution of the texture of CB. The calculation results of the final gaseous products, hydrocarbons, and the formation of CB are in a good agreement with the literature. This study provides a better understanding of the initiation mechanisms of the pyrolysis and combustion of benzene under extreme conditions. read less USED (high confidence) J.-X. Shi, Y. Liu, and M. Shimoda, “Vibration analysis of a carbyne-based resonator in nano-mechanical mass sensors,” Journal of Physics D: Applied Physics. 2015. link Times cited: 9 Abstract: Carbyne is a chain of C atoms held together by double or alt… read moreAbstract: Carbyne is a chain of C atoms held together by double or alternating single and triple chemical bonds, and has twice the tensile stiffness of carbon nanotubes (CNTs) and graphene sheets (GSs). In this study, we propose a nano-mechanical mass sensor using a tensioned carbyne resonator. The carbyne resonator is modeled as an equivalent continuum circular cross section beam with diameter 0.772 Å, Young’s modulus 32.71 TPa, shear modulus 11.8 TPa, Poisson’s ratio 0.386 and density 32.21 g cm−3. We analyze the resonant frequency of the proposed sensor carrying with a concentrated mass based on the Timoshenko beam theory and verify the theoretical approach using Rayleigh’s energy method and molecular dynamics simulation. The results show that the proposed mass sensor can measure a tiny mass with weight below 10−5 zg, and provide much higher sensitivity than CNTs- and GSs- based nano-mechanical mass sensors. In addition, the effects of carbyne length, mass position and tensile load on the frequency shift are also analyzed in detail, and it is preferred to use shorter carbyne and higher tensile load in the proposed mass sensor. read less USED (high confidence) X. Liu et al., “Combined effects of defects and hydroxyl groups on the electronic transport properties of reduced graphene oxide,” Applied Physics A. 2015. link Times cited: 13 USED (high confidence) J. Zhang, J. Gu, Y. Han, W. Li, Z. Gan, and J. Gu, “Supercritical Water Oxidation vs Supercritical Water Gasification: Which Process Is Better for Explosive Wastewater Treatment?,” Industrial & Engineering Chemistry Research. 2015. link Times cited: 54 Abstract: 2,4,6-Trinitrotoluene (TNT), as a representative component o… read moreAbstract: 2,4,6-Trinitrotoluene (TNT), as a representative component of explosive wastewater, is treated in supercritical water gasification (SCWG) and supercritical water oxidation (SCWO) using molecular dynamic simulations based on ReaxFF reactive force field as well as density functional theory (DFT). The detailed reaction processes, important intermediates and products distribution, and kinetic behaviors of SCWG and SCWO systems have been analyzed at the atomistic level. For the SCWG system, TNT is activated by water cluster or H radical and the N atom is mainly converted into NH3 more than N2 through two significant intermediates NOH and C–N fragment. In addition to water cluster and H radical, the TNT is activated by O2 in the SCWO system. Besides, the N atom is transferred into N2 more than other N-containing products after 750 ps simulation. Combined with the calculated cracking energy of the bonds in TNT, SCWG can accelerate its degradation and is easier for C–N bond breaking or changing through other reac... read less USED (high confidence) G. Brunetto, N. F. Andrade, D. Galvão, and A. G. S. Filho, “High Pressure Induced Binding Between Linear Carbon Chains and Nanotubes,” MRS Proceedings. 2014. link Times cited: 0 Abstract: Recent studies of single-walled carbon nanotubes (CNTs) in a… read moreAbstract: Recent studies of single-walled carbon nanotubes (CNTs) in aqueous media have showed that water can significantly affect the tube mechanical properties. CNTs under hydrostatic compression can preserve their elastic properties up to large pressure values, while exhibiting exceptional resistance to mechanical loadings. It was experimentally observed that CNTs with encapsulated linear carbon chains (LCCs), when subjected to high hydrostatic pressure values, present irreversible red shifts in some of their vibrational frequencies. In order to address the cause of this phenomenon, we have carried out fully atomistic reactive (ReaxFF) molecular dynamics (MD) simulations for model structures mimicking the experimental conditions. We have considered the cases of finite and infinite (cyclic boundary conditions) CNTs filled with LCCs (LCC inside CNTs) of different lengths (from 9 up to 40 atoms). Our results show that increasing the hydrostatic pressure causes the CNT to be deformed in an inhomogeneous way due to the LCC presence. The LCC-CNT interface regions exhibit convex curvatures, which results in more reactive sites, thus favoring the formation of covalent chemical bonds between the chain and the nanotube. This process is irreversible with the newly formed bonds continuing to exist even after releasing the external pressure and causing an irreversibly red shift in the chain vibrational modes from 1850 to 1500 cm$^{-1}$. read less USED (high confidence) Z.-H. He, X.-B. Li, W. Zhu, L. M. Liu, and G. Ji, “Effect of water on gas explosions: combined ReaxFF and ab initio MD calculations,” RSC Advances. 2014. link Times cited: 12 Abstract: In order to understand the intrinsic effect mechanism of wat… read moreAbstract: In order to understand the intrinsic effect mechanism of water addition on gas explosions, the methane explosion systems with water addition of different mole fractions were systematically studied by reactive force field and first-principles molecular dynamics (MD) simulations. The results show that the effects of water addition on a gas explosion process greatly depend on the system temperature at different reaction stages. Although the water can effectively suppress the methane oxidation process at the initial reaction stage, the same amount of water addition will obviously promote the gas explosion at the later reaction process. The ab initio MD simulations reveal that the water molecules can induce the reactions between ˙HO2 and ˙H with ˙OH radicals at the initial reaction stage. These reactions consume the reactive radicals, causing the reaction activity of the methane oxidation system to decrease. However, at a higher temperature (about 3000 K), water molecules react with ˙O and ˙H radicals to form extra ˙OH free radicals, and these ˙OH free radicals can be transferred rapidly to interact with the methane molecules by the water molecules. All these processes lead to a better reactive performance at the later reaction stage. These results not only identify the intrinsic interaction mechanism of water addition on the gas explosion system, but also provide a significant theoretical guide for the development of a highly efficient suppression method for gas explosions. read less USED (high confidence) J. Meng, Y. Zhang, S. W. Cranford, and M. L. Minus, “Nanotube dispersion and polymer conformational confinement in a nanocomposite fiber: a joint computational experimental study.,” The journal of physical chemistry. B. 2014. link Times cited: 30 Abstract: A combination of computational and experimental methods was … read moreAbstract: A combination of computational and experimental methods was implemented to understand and confirm that conformational changes of a polymer [specifically polyacrylonitrile (PAN)] vary with the dispersion quality and confinement between single-wall carbon nanotubes (SWNT) in the composite fibers. A shear-flow gel-spinning approach was utilized to produce PAN-based composite fibers with high concentration (i.e., loading of 10 wt %) of SWNT. Dispersion qualities of SWNT ranging from low to high were identified in the fibers, and their effects on the structural morphologies and mechanical properties of the composites were examined. These results show that, as the SWNT dispersion quality in terms of distribution in the fiber and exfoliation increases, PAN conformations were confined to the extended-chain form. Full atomistic computational results show that the surface interaction energy between isolated PAN and SWNT was not preferred, leading to the self-agglomeration of PAN. However, confinement of the polymer chains between SWNT bundles or individual tubes (i.e., molecular crowding) resulted in large increases in the PAN-SWNT interaction energy. In other words, the crowding of polymer chains by the SWNT at high concentrations can promote extended-chain conformational development during fiber spinning. This was also evidenced experimentally by the observance of significantly improved PAN orientation and crystallization in the composite. Ultimately this work provides fundamental insight toward the specific structural changes capable at the polymer/nanotube interface which are important toward improvement of the effective contribution of the SWNT to the mechanical performance of the composite. read less USED (high confidence) F. Sen, A. Alpas, A. V. van Duin, and Y. Qi, “Oxidation-assisted ductility of aluminium nanowires,” Nature Communications. 2014. link Times cited: 65 USED (high confidence) K. Kwan and S. W. Cranford, “Scaling of the critical free length for progressive unfolding of self-bonded graphene,” Applied Physics Letters. 2014. link Times cited: 4 Abstract: Like filled pasta, rolled or folded graphene can form a larg… read moreAbstract: Like filled pasta, rolled or folded graphene can form a large nanocapsule surrounding a hollow interior. Use as a molecular carrier, however, requires understanding of the opening of such vessels. Here, we investigate a monolayer sheet of graphene as a theoretical trial platform for such a nanocapsule. The graphene is bonded to itself via aligned disulfide (S-S) bonds. Through theoretical analysis and atomistic modeling, we probe the critical nonbonded length (free length, Lcrit) that induces fracture-like progressive unfolding as a function of folding radius (Ri). We show a clear linear scaling relationship between the length and radius, which can be used to determine the necessary bond density to predict mechanical opening/closing. However, stochastic dissipated energy limits any exact elastic formulation, and the required energy far exceeds the dissociation energy of the S-S bond. We account for the necessary dissipated kinetic energy through a simple scaling factor (Ω), which agrees well with computat... read less USED (high confidence) Z. Zhang, K. Yan, and J. Zhang, “ReaxFF molecular dynamics simulations of the initial pyrolysis mechanism of unsaturated triglyceride,” Journal of Molecular Modeling. 2014. link Times cited: 11 USED (high confidence) S. Monti, V. Carravetta, C. Li, and H. Ågren, “A Computational Study of the Adsorption and Reactive Dynamics of Diglycine on Cu(110),” Journal of Physical Chemistry C. 2014. link Times cited: 8 Abstract: Adsorption of diglycine on the Cu(110) interface in the gas … read moreAbstract: Adsorption of diglycine on the Cu(110) interface in the gas phase at medium coverage is investigated by means of classical all-atom reactive molecular dynamics simulations (ReaxFF) with a focus on preferential binding arrangements and peptide dynamics. Differently from earlier studies, where the slab model was frozen during all calculations, the constraints on the substrate have, in this investigation, been removed, and the atoms can readjust their location in response to the local environment and to the characteristics of the chosen copper face. Relaxation and reconstruction are indeed observed. The results are compared with the data sampled for the perfect slab where the position of every atom of the interface is kept fixed at the bulk geometry. In line with previous studies, the most stably adsorbed molecules are connected to the copper layer through all their oxygen atoms and the terminus nitrogen, adopting an on-top position at an average distance of about 2 A from the interface. In the case of surfa... read less USED (high confidence) H. Barzegar, E. Gracia‐Espino, T. Sharifi, F. Nitze, and T. Wågberg, “Nitrogen Doping Mechanism in Small Diameter Single-Walled Carbon Nanotubes: Impact on Electronic Properties and Growth Selectivity,” Journal of Physical Chemistry C. 2013. link Times cited: 45 Abstract: Nitrogen doping in carbon nanostructures has attracted inter… read moreAbstract: Nitrogen doping in carbon nanostructures has attracted interest for more than a decade, and recent implementation of such structures in energy conversion systems has boosted the interest even more. ... read less USED (high confidence) K. L. Joshi, S. Raman, and A. Duin, “Connectivity-Based Parallel Replica Dynamics for Chemically Reactive Systems: From Femtoseconds to Microseconds,” Journal of Physical Chemistry Letters. 2013. link Times cited: 57 Abstract: Reactive force field methods such as AIREBO, ReaxFF and COMB… read moreAbstract: Reactive force field methods such as AIREBO, ReaxFF and COMB, are extremely useful for studying physical and chemical interactions between molecules and materials. However, many chemical reactions have relatively high activation energies, putting them beyond the times-scale of conventional molecular dynamics (MD) at modest temperatures. To capture the low-temperature long-lived radical chemistry in atomistic simulations, we have developed a new transition detection scheme for performing Reactive Parallel Replica Dynamics (RPRD) simulation enabling an extended MD time-scales, essentially up to a microsecond using ReaxFF. In the newly implemented event detection scheme, the transition events are identified whenever there is a change in connectivity of any atom. 1-Heptene pyrolysis is chosen as a model system, and RPRD simulations are performed at temperatures as low as 1350K for up to 1 μs for a system consisting of 40 heptene molecules. The chemical mechanism and the product distribution that were obtained... read less USED (high confidence) S. Root et al., “Shock compression of hydrocarbon foam to 200 GPa: Experiments, atomistic simulations, and mesoscale hydrodynamic modeling,” Journal of Applied Physics. 2013. link Times cited: 28 Abstract: Hydrocarbon foams are versatile materials extensively used i… read moreAbstract: Hydrocarbon foams are versatile materials extensively used in high energy-density physics (HEDP) experiments. However, little data exist above 100 GPa, where knowledge of the behavior is particularly important for designing, analyzing, and optimizing HEDP experiments. The complex internal structure and properties of foam call for a multi-scale modeling effort validated by experimental data. We present results from experiments, classical molecular dynamics simulations, and mesoscale hydrodynamic modeling of poly(4-methyl-1-pentene) (PMP) foams under strong shock compression. Experiments conducted using the Z-machine at Sandia National Laboratories shock compress ∼0.300 g/cm3 density PMP foams to 185 GPa. Molecular dynamics (MD) simulations model shock compressed PMP foam and elucidate behavior of the heterogeneous foams at high pressures. The MD results show quantitative agreement with the experimental data, while providing additional information about local temperature and dissociation. Three-dimensional ... read less USED (high confidence) V. Carravetta, S. Monti, C. Li, and H. Ågren, “Theoretical simulations of structure and X-ray photoelectron spectra of glycine and diglycine adsorbed on Cu(110).,” Langmuir : the ACS journal of surfaces and colloids. 2013. link Times cited: 10 Abstract: The study of adsorption of glycine and glycylglycine (or dig… read moreAbstract: The study of adsorption of glycine and glycylglycine (or diglycine) on a copper surface is an important step for the comprehension of mechanisms that determine the stability of biological functionalizers on metal substrates. These two molecules can be considered as prototypes and essential models to investigate, theoretically and experimentally, the adaptability of flexible short peptide chains to a definite interface. In this work, we have improved and updated earlier molecular dynamics simulations by including reactivity of the various species and the comparison of ab initio calculated C, N, and O core photoelectron chemical shifts with the ones found in previous studies. New diglycine-copper bonding is predicted, and the results of the chemical shift analysis are, in all cases, fully compatible with structural information obtained through experimental measurements. Moreover, we have found that the process of proton transfer, which is fundamental in the dynamics of amino acids and peptides, occurs mainly by intermolecular interaction between the first and second layer of the adsorbate. read less USED (high confidence) Z. Zhang, K. Yan, and J. Zhang, “ReaxFF molecular dynamics simulations of non-catalytic pyrolysis of triglyceride at high temperatures,” RSC Advances. 2013. link Times cited: 23 Abstract: In order to investigate the initiation mechanisms associated… read moreAbstract: In order to investigate the initiation mechanisms associated with the pyrolysis of triglyceride that could potentially be used as petrochemical replacements, we carried out 500 ps molecular dynamics simulations employing the ReaxFF reactive force field using tripalmitin as the model molecule at 1500 and 2000 K. We find that the primary decomposition reactions of tripalmitin initiate with the successive scission of the alkyl-oxygen bond to form three straight chain C16H31O2˙ (RCOO˙) radicals and C3H5˙ radical. The deoxygenated alkyl chain is produced through the decarboxylation of the RCOO˙ radical with concurrent production of CO2. The resulting alkyl and C3H5˙ radicals further undergo recombination and decomposition to yield mainly alkanes and alkenes, with the actual product distribution being dependent on reaction temperature. β-Scission plays an important role in alkyl chain decomposition with a concomitant release of C2H4. Compared to 1500 K, this reaction is accelerated at 2000 K. In addition, the formation of cyclic hydrocarbon is also observed at 2000 K. As opposed to previous proposed Diels–Alder reactions or intramolecular cyclizations of alkenyl radicals mechanisms, it is found that cyclopentane could be produced by intramolecular cyclization of a biradical. read less USED (high confidence) D. A. Newsome, D. Sengupta, and A. Duin, “High-Temperature Oxidation of SiC-Based Composite: Rate Constant Calculation from ReaxFF MD Simulations, Part II,” Journal of Physical Chemistry C. 2013. link Times cited: 25 Abstract: Space vehicles often encounter very high temperature and har… read moreAbstract: Space vehicles often encounter very high temperature and harsh oxidative environments. To ensure proper thermal protection, layers composed of SiC and EPDM polymer are placed on the outer surface of the space vehicle. The O2 and H2O molecules are able to oxidize the SiC network, creating SiO2-type structures that may form a protective layer, while also pyrolyzing and burning the EPDM polymer, causing ablation. Reactive molecular dynamics simulations nicely complement experiment, as they provide direct observation and information to calculate physical parameters such as transport diffusivities and reaction constants. In this study, rate models were developed and molecular dynamics simulated trajectories were used to extract Arrhenius parameters that describe the initial stages of transport and kinetics of SiC oxidation by O2 and H2O and the combustion and pyrolysis of EPDM. The simulations showed that O2 was able to oxidize SiC more efficiently than H2O, with the transport activation barrier of O2 in the r... read less USED (high confidence) S. Monti, C. Li, and V. Carravetta, “Reactive Dynamics Simulation of Monolayer and Multilayer Adsorption of Glycine on Cu(110),” Journal of Physical Chemistry C. 2013. link Times cited: 47 Abstract: The process of mono- and multilayer adsorption of glycine on… read moreAbstract: The process of mono- and multilayer adsorption of glycine on copper surface Cu(110) and the preferred binding modes of the molecule were studied theoretically by means of classical reactive (ReaxFF) molecular dynamics simulations. Starting from glycines in gas phase in the neutral nonzwitterionic form, the most stably adsorbed structures are found to be the molecules which release their carboxyl protons (anionic form) to molecules in the second layer and place both the carboxyl oxygens and the nitrogen atom on top of copper sites, at an average distance of about 2 A. The surface binding mechanism consists of different phases during which major conformational rearrangements and several intermediate adsorption configurations are observed. The overall stability of the glycine adlayers is essentially due to the combination of different intermolecular forces, namely chemical bonds with the copper top layer and intermolecular hydrogen bonds within the adsorbed molecular units. At low coverage the molecules are ... read less USED (high confidence) C. Chang, Z. Song, J. Lin, and Z. Xu, “How graphene crumples are stabilized,” RSC Advances. 2013. link Times cited: 24 Abstract: Forced crumpling of graphene and graphene oxides sheets and … read moreAbstract: Forced crumpling of graphene and graphene oxides sheets and their reversibilities are explored here by performing molecular dynamics (MD) simulations, with focus on the stabilizing mechanisms and properties of crumples. We find that to balance strain energy stored in crumpled sheets, dangling bonds in graphene show significant chemical activity in forming covalent crosslinks. Interlayer van der Waals cohesion helps also to maintain the crumpled conformation after the compressive load is released. A distinct size-dependent behavior of the process is observed, implying competition between these driven forces. These results suggest possibilities in controlling the reversibility in crumpling graphene sheets into nanoparticles and highlight the effects of chemically active graphene edges, defective sites, van der Waals and hydrogen-bond cohesion in defining microstructures of graphene-based materials. read less USED (high confidence) G. Yan, Z. Zhang, and K. Yan, “Reactive molecular dynamics simulations of the initial stage of brown coal oxidation at high temperatures,” Molecular Physics. 2013. link Times cited: 37 Abstract: To investigate the detailed mechanisms for brown coal oxidat… read moreAbstract: To investigate the detailed mechanisms for brown coal oxidation at high temperatures, a ReaxFF reactive forcefield was used to perform a series of molecular dynamics simulations from 1000 K to 2500 K. Analyses indicated that the chemical system tend to be more reactive with increasing temperature. It was found that the oxidation process of brown coal primarily initiates from hydrogen abstraction reactions by O2 and related oxygenated radicals from phenolic hydroxyl groups, methyl groups, especially carboxyl groups in lower temperature to form peroxygen species, or by either thermal decomposition of brown coal backbone in higher temperature. These peroxygen species usually could chemically adsorb on the C-centered radicals of brown coal backbone. The weak O–O bond in peroxygen makes them easier to break into oxygenated radical, which could also chemically adsorb on the C-centred radical to form hydroxyl group and other oxygenated compounds. In the oxidation process of brown coal, the decomposition and oxidation of aliphatic chain is easier than aromatic ring. The chemisorption of peroxygen radical induces the breakage of aromatic ring and accelerates the depth oxidation of brown coal. An increasing number of products are observed with increasing temperature. read less USED (high confidence) X. Luo et al., “Two-Dimensional Superlattice: Modulation of Band Gaps in Graphene-Based Monolayer Carbon Superlattices,” Journal of Physical Chemistry Letters. 2012. link Times cited: 59 Abstract: A novel carbon allotrope consisting of parallel zigzag and a… read moreAbstract: A novel carbon allotrope consisting of parallel zigzag and armchair chains alternatively each other (10 atoms/cell, named pza-C10) was discovered. The calculated band gap of pza-C10 is 0.31 (0.71) eV with PBE (HSE06), and thus the new member of carbon family is a semiconductor. The pza-C10 sheet not only is thermodynamically more stable than the other known semiconducting carbon sheets, but also it can perfectly graft with graphene. The unprecedented properties of pza-C10 provide a new approach of modulating intrinsic band gap through forming graphene-based monolayer carbon superlattices (GSLs). The band gaps of GSLs with zigzag type of interface oscillate between semiconducting and semimetallic (mostly at the Dirac point) states as the number of zigzag chains increases, showing quantum size effect. The 2D superlattice achieved in GSLs opens a new strategy to design the crystal structures and modulate the electronic properties of 2D materials, nanoribbons, and nanotubes. read less USED (high confidence) T. Qi and E. Reed, “Simulations of shocked methane including self-consistent semiclassical quantum nuclear effects.,” The journal of physical chemistry. A. 2012. link Times cited: 39 Abstract: A methodology is described for atomistic simulations of shoc… read moreAbstract: A methodology is described for atomistic simulations of shock-compressed materials that incorporates quantum nuclear effects on the fly. We introduce a modification of the multiscale shock technique (MSST) that couples to a quantum thermal bath described by a colored noise Langevin thermostat. The new approach, which we call QB-MSST, is of comparable computational cost to MSST and self-consistently incorporates quantum heat capacities and Bose-Einstein harmonic vibrational distributions. As a first test, we study shock-compressed methane using the ReaxFF potential. The Hugoniot curves predicted from the new approach are found comparable with existing experimental data. We find that the self-consistent nature of the method results in the onset of chemistry at 40% lower pressure on the shock Hugoniot than observed with classical molecular dynamics. The temperature shift associated with quantum heat capacity is determined to be the primary factor in this shift. read less USED (high confidence) X.-min Cheng, Q.-D. Wang, J.-Q. Li, J. Wang, and X. Li, “ReaxFF molecular dynamics simulations of oxidation of toluene at high temperatures.,” The journal of physical chemistry. A. 2012. link Times cited: 107 Abstract: Aromatic hydrocarbon fuels, such as toluene, are important c… read moreAbstract: Aromatic hydrocarbon fuels, such as toluene, are important components in real jet fuels. In this work, reactive molecular dynamics (MD) simulations employing the ReaxFF reactive force field have been performed to study the high-temperature oxidation mechanisms of toluene at different temperatures and densities with equivalence ratios ranging from 0.5 to 2.0. From the ReaxFF MD simulations, we have found that the initiation consumption of toluene is mainly through three ways, (1) the hydrogen abstraction reactions by oxygen molecules or other small radicals to form the benzyl radical, (2) the cleavage of the C-H bond to form benzyl and hydrogen radicals, and (3) the cleavage of the C-C bond to form phenyl and methyl radicals. These basic reaction mechanisms are in good agreement with available chemical kinetic models. The temperatures and densities have composite effects on toluene oxidation; concerning the effect of the equivalence ratio, the oxidation reaction rate is found to decrease with the increasing of equivalence ratio. The analysis of the initiation reaction of toluene shows that the hydrogen abstraction reaction dominates the initial reaction stage at low equivalence ratio (0.5-1.0), while the contribution from the pyrolysis reaction increases significantly as the equivalence ratio increases to 2.0. The apparent activation energies, E(a), for combustion of toluene extracted from ReaxFF MD simulations are consistent with experimental results. read less USED (high confidence) C. Li, S. Monti, and V. Carravetta, “Journey toward the Surface: How Glycine Adsorbs on Titania in Water Solution,” Journal of Physical Chemistry C. 2012. link Times cited: 34 Abstract: The adsorption of glycine (Gly) on titania in water solution… read moreAbstract: The adsorption of glycine (Gly) on titania in water solution and its preferred binding modes are studied by means of classical reactive (ReaxFF) and nonreactive molecular dynamics simulations. A small cluster made of a few glycine molecules, surrounded by water molecules, is placed close to the TiO2(110) surface and its initial motion toward the substrate is described through classical reactive dynamics. Glycine appears to be less easily and strongly adsorbed on the surface in solution than in the gas phase due to its competition with the surrounding water molecules. Indeed, in line with the experimental observations, the preferential binding mode of glycine in solution is found to be a monodentate coordination of one of its carboxyl oxygens to a Ti surface site. The potential of mean constraint force (PMF) method, combined with the classical nonreactive molecular dynamics simulations, was used to calculate the change in free energy upon glycine adsorption and the results obtained through exhaustive sampl... read less USED (high confidence) S. W. Cranford and M. J. Buehler, “Selective hydrogen purification through graphdiyne under ambient temperature and pressure.,” Nanoscale. 2012. link Times cited: 1 Abstract: Graphdiyne, a recently synthesized one-atom-thick carbon all… read moreAbstract: Graphdiyne, a recently synthesized one-atom-thick carbon allotrope, is atomistically porous - characterized by a regular "nanomesh"- and suggests application as a separation membrane for hydrogen purification. Here we report a full atomistic reactive molecular dynamics investigation to determine the selective diffusion properties of hydrogen (H(2)) amongst carbon monoxide (CO) and methane (CH(4)), a mixture otherwise known as syngas, a product of the gasification of renewable biomass (such as animal wastes). Under constant temperature simulations, we find the mass flux of hydrogen molecules through a graphdiyne membrane to be on the order of 7 to 10 g cm(-2) s(-1) (between 300 K and 500 K), with carbon monoxide and methane remaining isolated. Using a simple Arrhenius relation, we determine the energy required for permeation on the order of 0.11 ± 0.03 eV for single H(2) molecules. We find that addition of marginal applied force (approximately 1 to 2 pN per molecule, representing a controlled pressure gradient, ΔP, on the order of 100 to 500 kPa) can successfully enhance the separation of hydrogen gas. Addition of larger driving forces (50 to 100 pN per molecule) is required to selectively filter carbon monoxide or methane, suggesting that, under near-atmospheric conditions, only hydrogen gas will pass such a membrane. Graphdiyne provides a unique, chemically inert and mechanically stable platform facilitating selective gas separation at nominal pressures using a homogeneous material system, without a need for chemical functionalization or the explicit introduction of molecular pores. read less USED (high confidence) Y. Chen et al., “Aerosol synthesis of cargo-filled graphene nanosacks.,” Nano letters. 2012. link Times cited: 187 Abstract: Water microdroplets containing graphene oxide and a second s… read moreAbstract: Water microdroplets containing graphene oxide and a second solute are shown to spontaneously segregate into sack-cargo nanostructures upon drying. Analytical modeling and molecular dynamics suggest the sacks form when slow-diffusing graphene oxide preferentially accumulates and adsorbs at the receding air-water interface, followed by capillary collapse. Cargo-filled graphene nanosacks can be nanomanufactured by a simple, continuous, scalable process and are promising for many applications where nanoscale materials should be isolated from the environment or biological tissue. read less USED (high confidence) F. Guo, X. Cheng, and H. Zhang, “Reactive molecular dynamics simulation of solid nitromethane impact on (010) surfaces induced and nonimpact thermal decomposition.,” The journal of physical chemistry. A. 2012. link Times cited: 54 Abstract: Which is the first step in the decomposition process of nitr… read moreAbstract: Which is the first step in the decomposition process of nitromethane is a controversial issue, proton dissociation or C-N bond scission. We applied reactive force field (ReaxFF) molecular dynamics to probe the initial decomposition mechanisms of nitromethane. By comparing the impact on (010) surfaces and without impact (only heating) for nitromethane simulations, we found that proton dissociation is the first step of the pyrolysis of nitromethane, and the C-N bond decomposes in the same time scale as in impact simulations, but in the nonimpact simulation, C-N bond dissociation takes place at a later time. At the end of these simulations, a large number of clusters are formed. By analyzing the trajectories, we discussed the role of the hydrogen bond in the initial process of nitromethane decompositions, the intermediates observed in the early time of the simulations, and the formation of clusters that consisted of C-N-C-N chain/ring structures. read less USED (high confidence) O. C. Compton et al., “Tuning the mechanical properties of graphene oxide paper and its associated polymer nanocomposites by controlling cooperative intersheet hydrogen bonding.,” ACS nano. 2012. link Times cited: 409 Abstract: The mechanical properties of pristine graphene oxide paper a… read moreAbstract: The mechanical properties of pristine graphene oxide paper and paper-like films of polyvinyl alcohol (PVA)-graphene oxide nanocomposite are investigated in a joint experimental-theoretical and computational study. In combination, these studies reveal a delicate relationship between the stiffness of these papers and the water content in their lamellar structures. ReaxFF-based molecular dynamics (MD) simulations elucidate the role of water molecules in modifying the mechanical properties of both pristine and nanocomposite graphene oxide papers, as bridge-forming water molecules between adjacent layers in the paper structure enhance stress transfer by means of a cooperative hydrogen-bonding network. For graphene oxide paper at an optimal concentration of ~5 wt % water, the degree of cooperative hydrogen bonding within the network comprising adjacent nanosheets and water molecules was found to optimally enhance the modulus of the paper without saturating the gallery space. Introducing PVA chains into the gallery space further enhances the cooperativity of this hydrogen-bonding network, in a manner similar to that found in natural biomaterials, resulting in increased stiffness of the composite. No optimal water concentration could be found for the PVA-graphene oxide nanocomposite papers, as dehydration of these structures continually enhances stiffness until a final water content of ~7 wt % (additional water cannot be removed from the system even after 12 h of annealing). read less USED (high confidence) S. Monti, A. Duin, S.-Y. Kim, and V. Barone, “Exploration of the Conformational and Reactive Dynamics of Glycine and Diglycine on TiO2: Computational Investigations in the Gas Phase and in Solution,” Journal of Physical Chemistry C. 2012. link Times cited: 81 Abstract: The adsorption of glycine (Gly) on TiO2 in the gas phase and… read moreAbstract: The adsorption of glycine (Gly) on TiO2 in the gas phase and the behavior of a set of preadsorbed diglycine (Gly-Gly) molecules in solution are studied by using classical nonreactive and reactive (ReaxFF) simulations. The initial dynamic phase of Gly adsorption is rendered through the nonreactive evaporation of a droplet followed by reactive dynamics of the deposited peptide layer. Gly adsorbs strongly on the surface in a wide variety of orientations which are dominated by a carboxyl bidentate coordination to two titanium ions. The binding mode involves mainly anionic species, which are formed after transferring a proton to the surface. Gly zwitterions are present in the second layer. In the time scale explored, water activity does not perturb substantially the orientation of preadsorbed Gly-Gly molecules which remain strongly bound to the substrate through their carboxyl groups. The results of this investigation are in satisfactory agreement with previous theoretical studies and available experimental data. read less USED (high confidence) S. Srinivasan and A. V. van Duin, “Molecular-dynamics-based study of the collisions of hyperthermal atomic oxygen with graphene using the ReaxFF reactive force field.,” The journal of physical chemistry. A. 2011. link Times cited: 91 Abstract: In this work, we have investigated the hyperthermal collisio… read moreAbstract: In this work, we have investigated the hyperthermal collisions of atomic oxygens with graphene through molecular dynamics simulations using the ReaxFF reactive force field. First, following Paci et al. (J. Phys. Chem. A 2009, 113, 4677 - 4685), 5-eV energetic collisions of atomic oxygen with a 24-atom pristine graphene sheet and a sheet with a single vacancy defect, both functionalized with oxygen atoms in the form of epoxides, were studied. We found that the removal of an O(2) molecule from the surface of the graphene sheet occurs predominantly through an Eley-Rideal-type reaction mechanism. Our results, in terms of the number of occurrences of various reactive events, compared well with those reported by Paci et al. Subsequently, energetic collisions of atomic oxygen with a 25-times-expanded pristine sheet were investigated. The steady-state oxygen coverage was found to be more than one atom per three surface carbon atoms. Under an oxygen impact, the graphene sheet was always found to buckle along its diagonal. In addition, the larger sheet exhibited trampoline-like behavior, as a result of which we observed a much larger number of inelastic scattering events than those reported by Paci et al. for the smaller system. Removal of O(2) from the larger sheet occurred strictly through an Eley-Rideal-type reaction. Investigation of the events leading to the breakup of a pristine unfunctionalized graphene sheet and the effects of the presence of a second layer beneath the graphene sheet in an AB arrangement was done through successive impacts with energetic oxygen atoms on the structures. Breakup of a graphene sheet was found to occur in two stages: epoxide formation, followed by the creation and growth of defects. Events leading to the breakup of a two-layer graphene stack included epoxide formation, transformation from an AB to an AA arrangement as a result of interlayer bonding, defect formation and expansion in the top layer, and finally erosion of the bottom layer. We observed that the breakup of the two-layer stack occurred through a sequential, layer-by-layer, erosion process. read less USED (high confidence) S. W. Cranford and M. Buehler, “Twisted and coiled ultralong multilayer graphene ribbons,” Modelling and Simulation in Materials Science and Engineering. 2011. link Times cited: 100 Abstract: The mechanical behavior and properties of multilayer graphen… read moreAbstract: The mechanical behavior and properties of multilayer graphene sheets and nanoribbons have been a subject of intensive research in recent years, due to their potential in electronic, structural and thermal applications. Calculations of effective properties range from molecular dynamic simulations to use of structural mechanical continuum models. Here, structural and elastic parameters are obtained via full atomistic simulations, and a two-dimensional mesoscopic model for a sheet of graphene is developed utilizing coarse-grain bead-spring elements with rotational-spring potentials. The assertion of energy conservation between atomistic and mesoscale models through elastic strain energy is enforced to arrive at model parameters, incorporating normal and shear strains, out-of-plane bending and intramolecular interactions. We then apply our mesoscopic model to investigate the structure and conformational behavior of twisted ultralong multilayer graphene ribbons with lengths of hundreds of nanometers, representing several millions of individual atoms, beyond the accessible regime of full atomistic molecular dynamics. We find a distinct transition from a twisted (saddle-like) configuration to a helical (coil-like) configuration as a function of imposed rotation and number of graphene layers. Further, for single layer graphene ribbons, multiple, stable configurations occur at discrete rotations due to the surface adhesion. The model developed and applied here can be more generally used to investigate properties of other two-dimensional membrane and ribbon-like systems for mesoscale hierarchical material design. read less USED (high confidence) L. Costelle, T. Järvi, M. T. Räisänen, V. Tuboltsev, and J. Räisänen, “Binding of deposited gold clusters to thiol self-assembled monolayers on Au(111) surfaces,” Applied Physics Letters. 2011. link Times cited: 13 Abstract: We study the mechanisms involved in Au nanocluster depositio… read moreAbstract: We study the mechanisms involved in Au nanocluster deposition on thiol self-assembled monolayer modified Au(111) surfaces. Molecular dynamics simulations reveal a wide range of cluster-surface binding configurations within a very narrow deposition energy range (0.2–0.6 eV/atom for ∼2.5 nm diameter clusters). These go from noncovalent to full contact and include surprising intermediate cases in which the clusters are bound to the underlying Au(111) surface via molecular links and nanowires. Experiments show that, subsequently, the clusters are covered by thiols and slightly flattened. read less USED (high confidence) T. Desai, J. Lawson, and P. Keblinski, “Modeling initial stage of phenolic pyrolysis: Graphitic precursor formation and interfacial effects,” Polymer. 2011. link Times cited: 68 USED (high confidence) N. Medhekar, A. Ramasubramaniam, R. Ruoff, and V. Shenoy, “Hydrogen bond networks in graphene oxide composite paper: structure and mechanical properties.,” ACS nano. 2010. link Times cited: 645 Abstract: A multilayered composite structure formed by a random stacki… read moreAbstract: A multilayered composite structure formed by a random stacking of graphene oxide (GO) platelets is an attractive candidate for novel applications in nanoelectromechanical systems and paper-like composites. We employ molecular dynamics simulations with reactive force fields to elucidate the structural and mechanical properties of GO paper-like materials. We find that the large-scale properties of these composites are controlled by hydrogen bond networks that involve functional groups on individual GO platelets and water molecules within the interlayer cavities. Water content controls both the extent and collective strength of these interlayer hydrogen bond networks, thereby affecting the interlayer spacing and elastic moduli of the composite. Additionally, the chemical composition of the individual GO platelets also plays a critical role in establishing the mechanical properties of the composite--a higher density of functional groups leads to increased hydrogen bonding and a corresponding increase in stiffness. Our studies suggest the possibility of tuning the properties of GO composites by altering the density of functional groups on individual platelets, the water content, and possibly the functional groups participating in hydrogen bonding with interlayer water molecules. read less USED (high confidence) M. Flores, P. A. Autreto, S. Legoas, and D. Galvão, “Graphene to graphane: a theoretical study,” Nanotechnology. 2009. link Times cited: 213 Abstract: Graphane is a two-dimensional system consisting of a single … read moreAbstract: Graphane is a two-dimensional system consisting of a single layer of fully saturated (sp3 hybridization) carbon atoms. In an ideal graphane structure C–H bonds exhibit an alternating pattern (up and down with relation to the plane defined by the carbon atoms). In this work we have investigated, using ab initio and reactive molecular dynamics simulations, the role of H frustration (breaking the H atoms’ up and down alternating pattern) in graphane-like structures. Our results show that a significant percentage of uncorrelated H frustrated domains are formed in the early stages of the hydrogenation process leading to membrane shrinkage and extensive membrane corrugations. These results also suggest that large domains of perfect graphane-like structures are unlikely to be formed, as H frustrated domains are always present. read less USED (high confidence) T. Zarei, S. Mirpour, H. Nikmaram, M. Ghoranneviss, S. Mirpour, and D. Dorranian, “Softening Hard Water Using High Frequency Spark Plasma Discharge,” Plasma Chemistry and Plasma Processing. 2016. link Times cited: 4 USED (low confidence) M. Yu, R. Lou, H. Li, F. Wang, J. Wang, and K. Wang, “Reactive force field molecular dynamics (ReaxFF-MD) simulation of lignite combustion under an external electric field,” Fuel. 2024. link Times cited: 0 USED (low confidence) M. Gounzari, A. Kotri, and Y. Belkassmi, “Evidence of a two-dimensional glass transition in Ti3C2 MXene: Insights from molecular simulations,” Materials Letters. 2023. link Times cited: 0 USED (low confidence) S. Yang et al., “MD simulation of chemically enhanced polishing of 6H-SiC in aqueous H2O2,” Journal of Manufacturing Processes. 2023. link Times cited: 0 USED (low confidence) Y. Deng et al., “Atomic understanding of the evolutionary mechanism of fused glass densification generation during single particle scratching,” Journal of Materials Research and Technology. 2023. link Times cited: 0 USED (low confidence) L.-Y. Pan and C.-L. Kuo, “Atomistic Study on the Origins of the Anisotropic Lithiation Behaviors of the Silicon Anode Using the Reactive Force Field Based Molecular Dynamics Simulations,” Acta Materialia. 2023. link Times cited: 0 USED (low confidence) B. Saha, S. Pramanik, A. Das, A. S. Patra, A. K. Mukherjee, and S. Maity, “Molecular Level Structure Development of Indian Coal using Experimental, ML and DFT Techniques,” Journal of Molecular Structure. 2023. link Times cited: 0 USED (low confidence) N. Amadou and T. de Rességuier, “Phase transformations and plasticity in single-crystal iron from shock compression to spall fracture,” Physical Review B. 2023. link Times cited: 0 USED (low confidence) G. Qu and S. Li, “Atomic mechanisms of long-term pyrolysis and gas production in cellulose-oil composite for transformer insulation,” Applied Energy. 2023. link Times cited: 0 USED (low confidence) L. Ma, L. Zhang, D.-ming Wang, H. Xin, and Q. Ma, “Effect of oxygen-supply on the reburning reactivity of pyrolyzed residual from sub-bituminous coal: A reactive force field molecular dynamics simulation,” Energy. 2023. link Times cited: 0 USED (low confidence) S. Q. Nie and M. Q. Chen, “Evaluation on the characteristics of homogeneous catalytic hydrothermal gasification of waste rubber based on ReaxFF-MD simulation,” International Journal of Hydrogen Energy. 2023. link Times cited: 0 USED (low confidence) C. Jung, J. Münch, and T. Jacob, “Conformational States of the CXCR4 Inhibitor Peptide EPI-X4—A Theoretical Analysis,” International Journal of Molecular Sciences. 2023. link Times cited: 0 Abstract: EPI-X4, an endogenous peptide inhibitor, has exhibited poten… read moreAbstract: EPI-X4, an endogenous peptide inhibitor, has exhibited potential as a blocker of CXCR4—a G protein-coupled receptor. This unique inhibitor demonstrates the ability to impede HIV-1 infection and halt CXCR4-dependent processes such as tumor cell migration and invagination. Despite its promising effects, a comprehensive understanding of the interaction between EPI-X4 and CXCR4 under natural conditions remains elusive due to experimental limitations. To bridge this knowledge gap, a simulation approach was undertaken. Approximately 150,000 secondary structures of EPI-X4 were subjected to simulations to identify thermodynamically stable candidates. This simulation process harnessed a self-developed reactive force field operating within the ReaxFF framework. The application of the Two-Phase Thermodynamic methodology to ReaxFF facilitated the derivation of crucial thermodynamic attributes of the EPI-X4 conformers. To deepen insights, an ab initio density functional theory calculation method was employed to assess the electrostatic potentials of the most relevant (i.e., stable) EPI-X4 structures. This analytical endeavor aimed to enhance comprehension of the inhibitor’s structural characteristics. As a result of these investigations, predictions were made regarding how EPI-X4 interacts with CXCR4. Two pivotal requirements emerged. Firstly, the spatial conformation of EPI-X4 must align effectively with the CXCR4 receptor protein. Secondly, the functional groups present on the surface of the inhibitor’s structure must complement the corresponding features of CXCR4 to induce attraction between the two entities. These predictive outcomes were based on a meticulous analysis of the conformers, conducted in a gaseous environment. Ultimately, this rigorous exploration yielded a suitable EPI-X4 structure that fulfills the spatial and functional prerequisites for interacting with CXCR4, thus potentially shedding light on new avenues for therapeutic development. read less USED (low confidence) M. Wolf and G. Vallverdu, “Reactive Molecular Dynamics simulations of plastics pyrolysis with additives: comparison of ReaxFF branches and experimental results,” Journal of Analytical and Applied Pyrolysis. 2023. link Times cited: 0 USED (low confidence) S. Wang, X. Wang, Y. Zhao, and Y. Lin, “A study on the abnormal thermal behaviors of barkinite by ReaxFF molecular dynamics simulation,” Journal of Thermal Analysis and Calorimetry. 2023. link Times cited: 0 USED (low confidence) S. Hiraide, K. Yamamoto, H. Tanaka, K. Nakai, S. Watanabe, and M. Miyahara, “GCMC kernel for analyzing the pore size distribution of porous carbons based on a simplified slit-pore model considering surface energetic heterogeneity,” Adsorption. 2023. link Times cited: 0 USED (low confidence) H. Wang et al., “A reactive molecular dynamics simulation on the mechanism of the transformer oil pyrolysis at the high temperature,” Research on Chemical Intermediates. 2023. link Times cited: 0 USED (low confidence) S. Ntioudis, J. Ewen, D. Dini, and C. Turner, “A hybrid off-lattice kinetic Monte Carlo/molecular dynamics method for amorphous thin film growth,” Computational Materials Science. 2023. link Times cited: 0 USED (low confidence) T. Panczyk and K. Nieszporek, “Formation of degraded LDPE surfaces using mechanical cleavage and shock compression analyzed by means of molecular dynamics simulations,” Computational Materials Science. 2023. link Times cited: 0 USED (low confidence) Y. Yu, X. Zhang, and L. Bai, “Nanoindentation and scratching behaviors of diamond-like carbon films by coarse-grained molecular dynamics,” Diamond and Related Materials. 2023. link Times cited: 0 USED (low confidence) X. Zhao, Y. Feng, B. Zhang, H. Jin, and X. Wei, “Atomic insights into hydrogen peroxide decomposition on the surface of pure and pre-treated silver: A reactive molecular dynamics simulation study,” Applied Surface Science. 2023. link Times cited: 0 USED (low confidence) J.-feng Li, W. Jiang, and Y. Gao, “Synergistic P-N charring agents to enhance flame retardancy of ethylene-vinyl acetate (EVA): insights from experimental and molecular dynamic simulations,” Polymer Degradation and Stability. 2023. link Times cited: 0 USED (low confidence) J. Cai et al., “Evaluating Two Stages of Silicone-containing Arylene Resin Oxidation via Experiment and Molecular Simulation,” Chinese Journal of Chemical Engineering. 2023. link Times cited: 0 USED (low confidence) M. S. Nahian, R. Pritom, and M. M. Islam, “Revealing Mechanistic Insights into Amorphous Graphite Formation from Oxygenated Polar Heavy-End Aromatic Feedstock,” The Journal of Physical Chemistry C. 2023. link Times cited: 0 USED (low confidence) H. Tian, X. Niu, X. Jiang, G. Cai, and R. Li, “Multiscale Investigation of Carbon Fiber Oxidation Kinetics: Bridging Atomistic Simulation and a Finite-Rate Reaction Model,” The Journal of Physical Chemistry C. 2023. link Times cited: 0 USED (low confidence) H. Zhou, H. Zhang, and S. Yuan, “Comparison of H2O Adsorption and Dissociation Behaviors on Rutile (110) and Anatase (101) Surfaces Based on ReaxFF Molecular Dynamics Simulation,” Molecules. 2023. link Times cited: 0 Abstract: The relationship between structure and reactivity plays a do… read moreAbstract: The relationship between structure and reactivity plays a dominant role in water dissociation on the various TiO2 crystallines. To observe the adsorption and dissociation behavior of H2O, the reaction force field (ReaxFF) is used to investigate the dynamic behavior of H2O on rutile (110) and anatase (101) surfaces in an aqueous environment. Simulation results show that there is a direct proton transfer between the adsorbed H2O (H2Oad) and the bridging oxygen (Obr) on the rutile (110) surface. Compared with that on the rutile (110) surface, an indirect proton transfer occurs on the anatase (101) surface along the H-bond network from the second layer of water. This different mechanism of water dissociation is determined by the distance between the 5-fold coordinated Ti (Ti5c) and Obr of the rutile and anatase TiO2 surfaces, resulting in the direct or indirect proton transfer. Additionally, the hydrogen bond (H-bond) network plays a crucial role in the adsorption and dissociation of H2O on the TiO2 surface. To describe interfacial water structures between TiO2 and bulk water, the double-layer model is proposed. The first layer is the dissociated H2O on the rutile (110) and anatase (101) surfaces. The second layer forms an ordered water structure adsorbed to the surface Obr or terminal OH group through strong hydrogen bonding (H-bonding). Affected by the H-bond network, the H2O dissociation on the rutile (110) surface is inhibited but that on the anatase (101) surface is promoted. read less USED (low confidence) L. He, C. Li, K. Lv, X. Ding, L. Feng, and X. Lv, “Understanding significantly reinforced polymethyl methacrylate composites induced by two‐dimensional Tin+1Cn from an atomistic perspective,” Polymer Composites. 2023. link Times cited: 0 Abstract: MXenes, which have good reinforcing and toughening effects, … read moreAbstract: MXenes, which have good reinforcing and toughening effects, can serve as excellent polymer additives. However, the mechanism whereby MXenes act has not been revealed. In this study, to understand the reinforcement effect of Tin+1Cn on polymethyl methacrylate (PMMA) from an atomistic perspective, we used molecular dynamics to conduct unidirectional tensile simulations of PMMA composites reinforced with monolayer Ti2C and Ti3C2 sheets. The results showed that Ti3C2 can more significantly improve the mechanical properties of the PMMA polymer than Ti2C, and the yield stress and Young's modulus of the Ti3C2/PMMA complexes were respectively 54.39% and 73.46% higher than the Ti2C/PMMA complexes. To further reveal the interaction mechanism between Tin+1Cn and PMMA, different separation speeds were used to simulate the pull‐out of Tin+1Cn from the PMMA matrix. The results showed that, in addition to the enhancement of interfacial strength by non‐bonding van der Waals forces, there were TiO and CTi bonds between Tin+1Cn and PMMA, which further increased the interfacial strength. Ti3C2 formed a denser interfacial region with PMMA, it could more effectively resist the formation and expansion of cracks. These findings may provide an important theoretical basis to design new type of MXene/polymer composites with excellent mechanical properties.
MXene greatly improved the mechanical properties of the PMMA matrix.
Formation of chemical bonds improved connection between the MXene and PMMA.
The addition of MXene slows down the rate of crack propagation in PMMA.
read less USED (low confidence) W. Liu, N. Wang, J. Chen, A. Shen, and F. Yan, “Thermal decomposition of n-hexane in organic Rankine cycle: a study combined ReaxFF reactive molecular dynamic and density functional theory,” Frontiers in Energy Research. 2023. link Times cited: 0 Abstract: The thermal decomposition mechanism of n-hexane is investiga… read moreAbstract: The thermal decomposition mechanism of n-hexane is investigated by using density functional theory and ReaxFF force field. The initial decomposition reactions, the effect of temperature on thermal decomposition and first-order kinetics are analyzed. The results show that the C-C bonds in n-hexane molecule are more easily decomposed than that of C-H bonds, and the breakage of C3-C4 bond is the main initial decomposition reaction. The main decomposition products of n-hexane are H2, CH4, C2H2, C2H4, C2H6, and C3H6. The decomposition rate of n-hexane is accelerated by temperature. The apparent activation energy and pre-exponential factor of n-hexane thermal decomposition are 209.8 kJ mol−1 and 1.1 × 1013 s−1, respectively. read less USED (low confidence) X. Chen et al., “Effect of water on mechano-chemical reactions of perfluoropolyether lubricant films in heat-assisted magnetic recording: A reactive molecular dynamics study,” Tribology International. 2023. link Times cited: 0 USED (low confidence) Y. Yu, L. Song, J. Jiang, F. Zhao, S. Xu, and X. Ju, “Reactive molecular dynamics simulations of multicomponent models for RP-3 jet fuel in combustion at supercritical conditions: A comprehensive mechanism study,” Chemical Physics. 2023. link Times cited: 0 USED (low confidence) J. Chen, Z. Lin, T. Jin, B. Liu, and A. Nie, “Study on incompatible mechanism in chemical mechanical polishing of the novel graphite/diamond composite,” Applied Surface Science. 2023. link Times cited: 0 USED (low confidence) W. Xuan, C. Cao, Y. Dong, and D. Xia, “Exploration of the synergistic effect of co-pyrolysis of biomass and waste plastics based on ReaxFF-MD and DFT,” Journal of the Energy Institute. 2023. link Times cited: 0 USED (low confidence) X. Huo, W. Chen, L. Liu, W. Liu, and H. Ren, “Importance of Resonance-Stabilized Radicals in Soot Formation Mechanism of Diphenyl Ether Pyrolysis,” Journal of Analytical and Applied Pyrolysis. 2023. link Times cited: 0 USED (low confidence) M. S. Shakeri et al., “Alternative Local Melting‐Solidification of Suspended Nanoparticles for Heterostructure Formation Enabled by Pulsed Laser Irradiation,” Advanced Functional Materials. 2023. link Times cited: 0 Abstract: Phase formation by pulsed laser irradiation of suspended nan… read moreAbstract: Phase formation by pulsed laser irradiation of suspended nanoparticles has recently been introduced as a promising synthesis technique for heterostructures. The main challenge still lingers regarding the exact mechanism of particle formation due to the non‐equilibrium kinetic by‐products resulting from the localized alternative, fast, high‐temperature nature of the process. Here, the authors analyze the bond breaking/formation of copper or copper (II) interfaces with ethanol during the absorption of pulses for Cu‐CuO‐Cu2O formation applicable as an electrocatalyst in ethanol oxidation fuel cells. This study includes but is not limited to, a comprehensive discussion of the interaction between nano‐laser pulses and suspension for practical control of the synthesis process. The observed exponential and logarithmic changes in the content of heterostructures for the CuO‐ethanol and Cu‐ethanol samples irradiated with different fluences are interpreted as the dominant role of physical and chemical reactions, respectively, during the pulsed laser irradiation of suspensions synthesis. It is also shown that the local interface between dissociated ethanol and the molten sphere is responsible for the oxidative/reductive interactions resulting in the formation of catalytic‐augmented Cu3+ by‐product, thanks to the reactive bond force field molecular dynamics studies confirmed by ab‐initio calculations and experimental observations. read less USED (low confidence) Z. Hu and L. Wei, “Review on Characterization of Biochar Derived from Biomass Pyrolysis via Reactive Molecular Dynamics Simulations,” Journal of Composites Science. 2023. link Times cited: 1 Abstract: Biochar is a carbon-rich solid produced during the thermoche… read moreAbstract: Biochar is a carbon-rich solid produced during the thermochemical processes of various biomass feedstocks. As a low-cost and environmentally friendly material, biochar has multiple significant advantages and potentials, and it can replace more expensive synthetic carbon materials for many applications in nanocomposites, energy storage, sensors, and biosensors. Due to biomass feedstock species, reactor types, operating conditions, and the interaction between different factors, the compositions, structure and function, and physicochemical properties of the biochar may vary greatly, traditional trial-and-error experimental approaches are time consuming, expensive, and sometimes impossible. Computer simulations, such as molecular dynamics (MD) simulations, are an alternative and powerful method for characterizing materials. Biomass pyrolysis is one of the most common processes to produce biochar. Since pyrolysis of decomposing biomass into biochar is based on the bond-order chemical reactions (the breakage and formation of bonds during carbonization reactions), an advanced reactive force field (ReaxFF)-based MD method is especially effective in simulating and/or analyzing the biomass pyrolysis process. This paper reviewed the fundamentals of the ReaxFF method and previous research on the characterization of biochar physicochemical properties and the biomass pyrolysis process via MD simulations based on ReaxFF. ReaxFF implicitly describes chemical bonds without requiring quantum mechanics calculations to disclose the complex reaction mechanisms at the nano/micro scale, thereby gaining insight into the carbonization reactions during the biomass pyrolysis process. The biomass pyrolysis and its carbonization reactions, including the reactivity of the major components of biomass, such as cellulose, lignin, and hemicellulose, were discussed. Potential applications of ReaxFF MD were also briefly discussed. MD simulations based on ReaxFF can be an effective method to understand the mechanisms of chemical reactions and to predict and/or improve the structure, functionality, and physicochemical properties of the products. read less USED (low confidence) D. Wu et al., “Reaction Molecular Dynamics Study on the Mechanism of Alkali Metal Sodium at the Initial Stage of Naphthalene Pyrolysis Evolution,” Energies. 2023. link Times cited: 0 Abstract: In order to study the role of metal sodium in the spray pyro… read moreAbstract: In order to study the role of metal sodium in the spray pyrolysis of biomass tar, this paper designs a sodium-containing naphthalene pyrolysis system (NSS) and a pure naphthalene pyrolysis system (PNS) using naphthalene as the carbon source and sodium chloride as the sodium metal donor for comparison. This enables an exploration of the effect of sodium on the initial nucleation of carbon fumes formed by naphthalene pyrolysis using reaction molecular dynamics (ReaxFF MD). The simulation results show that NSS undergoes pyrolysis reactions earlier and faster than PNS at the same temperature. Simulated at 3250 K temperature for 2 ns, the naphthalene pyrolysis consumption rate of the NSS was faster than that of the PNS, and the addition of sodium atoms during the condensation process provided more active sites and accelerated the condensation of macromolecular products. Moreover, Na+ and carbon rings form a Na+-π structure to promote the bending of graphite lamellae to facilitate the formation of carbon nuclei. Molecular dynamics simulations were used to simulate the formation of carbon nuclei during the initial stage of naphthalene pyrolysis, revealing that the mechanism of sodium salt catalyzed the acceleration of organic matter pyrolysis from a microscopic visualization perspective. read less USED (low confidence) T. Ishida, Y. Doi, T. Uneyama, and Y. Masubuchi, “Modeling for Heterogeneous Oxidative Aging of Polymers Using Coarse-Grained Molecular Dynamics,” Macromolecules. 2023. link Times cited: 0 Abstract: This study presents a coarse-grained molecular dynamics simu… read moreAbstract: This study presents a coarse-grained molecular dynamics simulation model to investigate the process of oxidative aging in polymers. The chemical aging effect is attributed to the auto-oxidation mechanism, which is initiated by radicals, leading to the chain scission and crosslinking of polymer chains. In this study, we integrate a thermal oxidation kinetic model in the oxygen excess regime into the Kremer-Grest model, thereby enabling a reactive coarse-grained molecular dynamics simulation to capture the process of oxidative degradation. Our simulation reveals that when the timescale of the characteristic reaction step of oxidative degradation is shorter than the longest relaxation time of polymer chains, the scission sites exhibit spatial heterogeneity. This innovative simulation model possesses the potential to enhance our comprehension of polymer aging phenomena, thus making noteworthy contributions to the realm of polymer science and degradation chemistry. read less USED (low confidence) M. Adouni, F. Alkhatib, A. Gouissem, and T. R. Faisal, “Knee joint biomechanics and cartilage damage prediction during landing: A hybrid MD-FE-musculoskeletal modeling,” PLOS ONE. 2023. link Times cited: 1 Abstract: Understanding the mechanics behind knee joint injuries and p… read moreAbstract: Understanding the mechanics behind knee joint injuries and providing appropriate treatment is crucial for improving physical function, quality of life, and employability. In this study, we used a hybrid molecular dynamics-finite element-musculoskeletal model to determine the level of loads the knee can withstand when landing from different heights (20, 40, 60 cm), including the height at which cartilage damage occurs. The model was driven by kinematics–kinetics data of asymptomatic subjects at the peak loading instance of drop landing. Our analysis revealed that as landing height increased, the forces on the knee joint also increased, particularly in the vastus muscles and medial gastrocnemius. The patellar tendon experienced more stress than other ligaments, and the medial plateau supported most of the tibial cartilage contact forces and stresses. The load was mostly transmitted through cartilage-cartilage interaction and increased with landing height. The critical height of 126 cm, at which cartilage damage was initiated, was determined by extrapolating the collected data using an iterative approach. Damage initiation and propagation were mainly located in the superficial layers of the tibiofemoral and patellofemoral cartilage. Finally, this study provides valuable insights into the mechanisms of landing-associated cartilage damage and could help limit joint injuries and improve training programs. read less USED (low confidence) J. S. Bhamra, J. P. Ewen, C. A. Latorre, J. A. R. Bomidi, M. W. Bird, and D. Dini, “Atomic-Scale Insights into the Tribochemical Wear of Diamond on Quartz Surfaces,” Applied Surface Science. 2023. link Times cited: 0 USED (low confidence) Y. Zhang et al., “Reaction mechanism of stearic acid pyrolysis via reactive molecular dynamics simulation and TG-IR technology,” Renewable Energy. 2023. link Times cited: 3 USED (low confidence) L. Capaldi and F. Sansoz, “High-temperature Active Oxidation of Nanocrystalline Silicon-Carbide: A Reactive Force-Field Molecular Dynamics Study,” Acta Materialia. 2023. link Times cited: 0 USED (low confidence) P. Xiao, X. Zhang, F. Meng, X. Li, S. Tian, and Y. Zhang, “Decomposition and Reaction Characteristics of C6F12O/N2 With Rubber Materials Based on ReaxFF,” Materials Today Communications. 2023. link Times cited: 0 USED (low confidence) Y. Pang, X. Zhu, Y. Sun, N. Li, and Z. Wang, “Research on co-gasification of polyethylene and cellulose via reactive molecular dynamics simulation,” Journal of the Energy Institute. 2023. link Times cited: 0 USED (low confidence) H. Cong, X. Hu, Z. Liu, Y. Wang, and Q. Li, “Micromechanism Study on Deterioration Effect of Vegetable Oil and Mineral Oil on Insulating Paper by Molecular Dynamics,” IEEE Transactions on Dielectrics and Electrical Insulation. 2023. link Times cited: 0 Abstract: In the era of low carbon and environmental protection, susta… read moreAbstract: In the era of low carbon and environmental protection, sustainable development ideas win support among the people. Vegetable oils have excellent environmental performance compared with traditional mineral insulating oils. The aging characteristics of insulating paper in vegetable oil have been discussed in experiments, but the deterioration mechanism at the microscopic level is still lacking. In this article, the microscopic deterioration mechanism of insulating paper in vegetable oil and mineral oil is investigated by molecular dynamics. In addition, the intermolecular properties of insulating paper under different insulating oils are compared. It is found that the cellulose cleavage in insulating paper is divided into three ways: glycosidic bond breaking, pyran ring opening, and dehydroxylation. The number of hydrogen bonds, binding energy, and electrostatic energy between insulating paper and vegetable oil are higher than those of mineral oil. It proves that there is a stronger interaction between insulating paper and vegetable oil. Finally, the change rules of characteristic products CO, $\text{H}_{{2}}\text{O}$ , $\text{H}_{{2}}$ , and formic acid are counted. It is found that vegetable oil can delay the deterioration and prolong the life of insulating paper compared to mineral oil. The above study reveals the microscopic influence law of vegetable oil and mineral oil on the degradation of insulating paper. It provides theoretical support for the large-scale application of vegetable oil in oil-immersed transformers. read less USED (low confidence) K. Wang, H. Zhang, X. Wang, and W. Fan, “Study on pyrolysis mechanism of coal in hydrogen-rich atmosphere based on reactive molecular dynamics simulation,” International Journal of Hydrogen Energy. 2023. link Times cited: 0 USED (low confidence) S. Kumar and R. Sahu, “Fe–Al core-shell structure as an efficient catalyst for dual hydrogen production and storage by thermochemical water splitting: A reactive molecular dynamic simulation,” International Journal of Hydrogen Energy. 2023. link Times cited: 0 USED (low confidence) E. Olugbade, H. Pham, Y. He, H. Zhou, C. Hwang, and J. Park, “Oxidation Layer Formation on Aluminum Substrates with Surface Defects using Molecular Dynamics Simulation,” 2023 IEEE Symposium on Electromagnetic Compatibility & Signal/Power Integrity (EMC+SIPI). 2023. link Times cited: 0 Abstract: Aluminum oxide layer affects the integrity of electrical con… read moreAbstract: Aluminum oxide layer affects the integrity of electrical contact and can contribute adversely to passive intermodulation (PIM) behavior in radio frequency (RF) devices, necessitating a need for understanding its formation mechanism and realistic estimation of its thickness. Using ReaxFF molecular dynamics simulation technique, this study investigated the impact of surface defects on aluminum oxide layer formation. Results reveal that crystallographic orientation did not affect the kinetics of oxidation process of aluminum. However, the reaction kinetics increased significantly with surface inhomogeneities such as cracks, scratches, and grain boundaries. A non-uniform oxide layer with thickness variation in the range of 72-77% was observed due to surface imperfections. Concurrent crack healing and oxidation was observed, where the crack tips acted as sites for oxygen diffusion, thus increasing oxidation kinetics. The observations from this simulation agree with experimental reports and have important implications for optimizing the contact integrity in RF devices and for PIM control. read less USED (low confidence) L. Zhao, Y. Chang, S. Qiu, H. Liu, J. Zhao, and J. Gao, “High Mechanical Energy Storage Capacity of Ultranarrow Carbon Nanowires Bundles by Machine Learning Driving Predictions,” Advanced Energy and Sustainability Research. 2023. link Times cited: 1 Abstract: Energy storage and renewable energy sources are critical for… read moreAbstract: Energy storage and renewable energy sources are critical for addressing the growing global energy demand and reducing the negative environmental impacts of fossil fuels. Carbon nanomaterials are extensively explored as high reliable, reusable, and high‐density mechanical energy storage materials. In this context, machine learning techniques, specifically machine learning potentials (MLPs), are employed to explore the elastic properties of 1D carbon nanowires (CNWs) as a promising candidate for mechanical energy storage applications. The study focuses on the elastic energy storage properties of these CNWs, utilizing MLPs trained with data from first‐principles molecular dynamics simulations. It is found that these materials exhibit an exceptionally high tensile elastic energy storage capacity, with a maximum storage density ranging from 2262 to 2680 kJ kg−1. Furthermore, it is discovered that some CNWs exhibit a superior torsional energy storage capacity compared to their tensile energy storage capacity. Overall, this research demonstrates the effectiveness of machine learning‐based computational approaches in accelerating the exploration and optimization of novel materials. It also highlights the potential of CNWs as promising candidates for future energy storage applications. read less USED (low confidence) Y. Jung and C.-W. Yeo, “Mechano-Chemical Properties and Tribological Performance of Thin Perfluoropolyether (PFPE) Lubricant Film under Environmental Contaminants,” Lubricants. 2023. link Times cited: 0 Abstract: Through molecular dynamics (MD) simulations with ReaxFF pote… read moreAbstract: Through molecular dynamics (MD) simulations with ReaxFF potential, the effects of chemical contaminants on the mechano-chemical properties and tribological performance of perfluoropolyether (PFPE) lubricants were investigated. For the two types of contaminants, i.e., silicon dioxide (SiO2) nanoparticles and water (H2O), their molecular interactions with the two different PFPE lubricants, i.e., Ztetraol and ZTMD, were evaluated at the two different temperatures, i.e., 300 K and 700 K. Contaminants were adsorbed onto the PFPE lubricants at a controlled temperature. Then, air shear simulations were conducted to examine the mechano-chemical behaviors of the contaminated lubricants. Sliding contact simulations were performed to further investigate the tribological performance of the contaminated lubricants, from which the resulting friction and surface contamination were quantified. Lastly, chemical reactions between PFPE lubricants and contaminants were studied to investigate the degradation of PFPE lubricants. It was observed that SiO2 nanoparticles stiffened the PFPE lubricant, which decreased its shear displacement and increased friction. In the case of the H2O contaminant, it weakened and decreased the PFPE lubricant’s viscosity, increasing its shear displacement and lowering friction. However, the decreased viscosity by H2O contaminants can weaken the lubricity of the PFPE lubricant, leading to a higher chance of direct solid-to-solid contact under high contact force conditions. read less USED (low confidence) Y. Zhang, D. Zhang, L. Zhang, B. Yang, and Z. Gan, “The Etching Mechanisms of Diamond, Graphite, and Amorphous Carbon by Hydrogen Plasma: A Reactive Molecular Dynamics Study,” Advanced Theory and Simulations. 2023. link Times cited: 0 Abstract: Understanding how hydrogen plasma etches various potential p… read moreAbstract: Understanding how hydrogen plasma etches various potential products during the diamond growth process can contribute to improving the knowledge of diamond growth. However, due to the absence of an in situ characterization technique during the etching process, the complex chemical reactions involved in the process obscure the atomic‐scale etching mechanisms. In this paper, the etching mechanisms of diamond (001), graphite (0001), and amorphous carbon substrates irradiated by hydrogen plasmas are investigated and compared using molecular dynamics simulations based on ReaxFF. When the incident energy of H atoms is 1 eV, the rate of carbon loss from graphite and amorphous carbon are far higher than that from diamond. As the incident energy of H atoms increases, the etching rate of diamond shows a slow increase, while the etching rates of amorphous carbon and graphite exhibit more significant increases. It can be concluded that the etching rate of diamond is significantly lower than that of graphite and amorphous carbon under H plasma. In the Chemical Vapor Deposition (CVD) process of diamond growth, the generated graphite and amorphous carbon are rapidly etched, leaving only diamond. This offers a plausible explanation for the growth mechanism of diamond through CVD. read less USED (low confidence) O. E. Medina, I. Moncayo-Riascos, C. A. Franco, and F. Cortés, “Molecular Dynamic Simulation and Experiments on n-C7 Asphaltene Pyrolysis under High-Pressure Conditions Using Ceria-Based Nanocatalysts,” ACS Applied Nano Materials. 2023. link Times cited: 1 USED (low confidence) X. Zhang et al., “Study on the formation process of soot from 2,5-dimethylfuran pyrolysis by ReaxFF molecular dynamics,” Journal of Thermal Analysis and Calorimetry. 2023. link Times cited: 2 USED (low confidence) J. Yang, T. Zhang, J. Cai, B. Niu, Y. Zhang, and D. Long, “Investigating the pyrolysis mechanisms of three archetypal ablative resins through pyrolysis experiments and ReaxFF MD simulations,” Materials Today Communications. 2023. link Times cited: 0 USED (low confidence) B. Zhu et al., “Structural Characterization and Molecular Model Construction of High-Ash Coal from Northern China,” Molecules. 2023. link Times cited: 2 Abstract: High-ash coal, also known as low-grade coal, has becomes a v… read moreAbstract: High-ash coal, also known as low-grade coal, has becomes a viable alternative in recent years to high-quality coal because available resources have become increasingly scarce due to extensive mining activity. This work aims to provide a comprehensive understanding of the structural characteristics of high-ash coal and construct a plausible molecular structure to elucidate its chemical reactivity in future applications. Its properties were investigated using Solid-state 13C nuclear magnetic resonance (13C NMR), X-ray photoelectron spectroscopy analysis (XPS), X-ray diffraction (XRD), and Fourier transform infrared spectroscopy (FT-IR). The molecular structure was constructed and validated using Material Studio, LAMMPS Software Package, and MATLAB program. The characterization results revealed that high-ash coal contains 72.15% aromatic carbon, significantly surpassing the percentage of aliphatic carbon (27.85%). The ratio of bridgehead carbon to peripheral aromatic carbon was calculated as 0.67, indicating that the pentacene is the main carbon skeleton form in the high-ash coal structure. Furthermore, oxygen-containing functional groups presented as C=O/O–C–O, C–O, and COO– within the structure along with pyridine and pyrrolic structures. Consequently, the molecular structure comprises pentacene with aliphatic carbon chains, such as methylene, that connect the benzene rings and form a three-dimensional network. The results of a simulated IR spectrum and contact angle simulation aligned with the experimental results, validating the molecular structure of high-ash coal. The chemical formula for the high-ash coal model was determined as C203H189N7O61S with a molecular weight of 3734.79. read less USED (low confidence) J. Xiao, G. Fang, X. Jin, B. Wang, and S. Meng, “A comprehensive study of pyrolysis characteristics of silicone-modified phenolic aerogel matrix Nanocomposites: Kinetic Analysis, ReaxFF MD Simulations, and ANN prediction,” Chemical Engineering Journal. 2023. link Times cited: 0 USED (low confidence) E. Huo, D. Xu, S. Wang, and Y. Chen, “Thermal decomposition mechanism and thermal stability prediction of n-pentane/n-butane mixture,” Energy. 2023. link Times cited: 0 USED (low confidence) Q. Chu, M. Wen, X. Fu, A. Eslami, and D. Chen, “Reaction Network of Ammonium Perchlorate (AP) Decomposition: The Missing Piece from Atomic Simulations,” The Journal of Physical Chemistry C. 2023. link Times cited: 0 USED (low confidence) S. Bachu et al., “Role of Bilayer Graphene Microstructure on the Nucleation of WSe2 Overlayers.,” ACS nano. 2023. link Times cited: 0 Abstract: Over the past few years, graphene grown by chemical vapor de… read moreAbstract: Over the past few years, graphene grown by chemical vapor deposition (CVD) has gained prominence as a template to grow transition metal dichalcogenide (TMD) overlayers. The resulting two-dimensional (2D) TMD/graphene vertical heterostructures are attractive for optoelectronic and energy applications. However, the effects of the microstructural heterogeneities of graphene grown by CVD on the growth of the TMD overlayers are relatively unknown. Here, we present a detailed investigation of how the stacking order and twist angle of CVD graphene influence the nucleation of WSe2 triangular crystals. Through the combination of experiments and theory, we correlate the presence of interlayer dislocations in bilayer graphene with how WSe2 nucleates, in agreement with the observation of a higher nucleation density of WSe2 on top of Bernal-stacked bilayer graphene versus twisted bilayer graphene. Scanning/transmission electron microscopy (S/TEM) data show that interlayer dislocations are present only in Bernal-stacked bilayer graphene but not in twisted bilayer graphene. Atomistic ReaxFF reactive force field molecular dynamics simulations reveal that strain relaxation promotes the formation of these interlayer dislocations with localized buckling in Bernal-stacked bilayer graphene, whereas the strain becomes distributed in twisted bilayer graphene. Furthermore, these localized buckles in graphene are predicted to serve as thermodynamically favorable sites for binding WSex molecules, leading to the higher nucleation density of WSe2 on Bernal-stacked graphene. Overall, this study explores synthesis-structure correlations in the WSe2/graphene vertical heterostructure system toward the site-selective synthesis of TMDs by controlling the structural attributes of the graphene substrate. read less USED (low confidence) A. Sharma, S. Sharma, and S. Ajori, “Molecular dynamics simulation of the mechanical and thermal properties of phagraphene nanosheets and nanotubes: a review,” Journal of Materials Science. 2023. link Times cited: 0 USED (low confidence) C.-X. Cui and J.-W. Jiang, “Nonlinear Mechanical Properties of Polymorphic CsPbI3 Perovskite from Reactive Molecular Dynamics Simulations,” The Journal of Physical Chemistry C. 2023. link Times cited: 1 USED (low confidence) J. M. de Sousa, W. Brandão, W. L. A. P. Silva, L. A. R. Júnior, D. S. Galvão, and M. L. P. Júnior, “Nanomechanical Behavior of Pentagraphyne-Based Single-Layer and Nanotubes through Reactive Classical Molecular Dynamics,” C. 2023. link Times cited: 0 Abstract: A novel 2D carbon allotrope, pentagraphyne (PG-yne), was int… read moreAbstract: A novel 2D carbon allotrope, pentagraphyne (PG-yne), was introduced in a recent theoretical study. This unique structure is derived from pentagraphene by incorporating acetylenic linkages between sp3 and sp2 hybridized carbon atoms. Given its intriguing electronic and structural properties, it is imperative to investigate the mechanical characteristics and thermal responses of PG-yne in both monolayer and nanotube configurations, which encompass different chiralities and diameters. We conducted fully atomistic reactive molecular dynamics (MD) simulations employing the ReaxFF potential to address these aspects. Our findings reveal that Young’s modulus of PG-yne monolayers stands at approximately 51 GPa at room temperature. In contrast, for the studied nanotubes, regardless of their chirality, it hovers around 45 GPa. Furthermore, our observations indicate that PG-yne-based systems feature an extensive and relatively flat plastic region before reaching the point of total fracture, irrespective of their topology. Regarding their thermal properties, we identified a melting point at approximately 3600 K, accompanied by a phase transition around 1100 K. read less USED (low confidence) S. C. K. Goh et al., “2.5D Technology based on Vertically Aligned Carbon Nanotubes for MM-Waves Passive Devices,” 2023 IEEE/MTT-S International Microwave Symposium - IMS 2023. 2023. link Times cited: 0 Abstract: An original 2.5 technology based on vertically aligned Carbo… read moreAbstract: An original 2.5 technology based on vertically aligned Carbon Nanotubes (VACNTs) to produce millimeter-waves Air-Filled WaveGuide (AFWG) structures is described in this paper. The design of AFWG is based on bundle of VACNTs acting as WG’s metallic lateral walls. A CMOS compatible CNTs process is developed to fabricate the WG using a dedicated assembly process. Raman spectroscopy and molecular dynamics are applied to study the effects of the CNTs compression during the fabrication process. An example of the realization of a V band AFWG is presented together with S-parameters measurements which validate the concept of VACNTs-based AFWG. In addition, the experimental attenuation constant is estimated at 0.5 dB/mm between 81–86 GHz. read less USED (low confidence) G.-N. Li et al., “Atomic Oxygen-Induced Surface Erosion Behavior and Mechanical Degradation of Polyether Ether Ketone via Reactive Molecular Dynamics Simulations.,” The journal of physical chemistry. B. 2023. link Times cited: 1 Abstract: Atomic oxygen (AO) collision is one of the most serious thre… read moreAbstract: Atomic oxygen (AO) collision is one of the most serious threats to polymeric materials exposed to the space environment, yet understanding the structural changes and degradation of materials caused by AO impact remains a tremendous issue. Herein, we systematically evaluate the erosion collision and mechanical degradation of polyether ether ketone (PEEK) resin under hypervelocity AO impact using reactive molecular dynamics simulations. The interaction process and local evolution mechanism between high-speed AO and PEEK are investigated for the first time, suggesting that AO will either be scattered or adsorbed by PEEK, which is strongly correlated with the main degraded species evolution including O2, OH, CO, and CO2. Different AO fluxes and AO incidence angle simulations indicate that high-energy AO collision on the surface transfers kinetic energy to PEEK's thermal energy, thus inducing mass loss and surface penetration mechanisms. Vertically impacted AO causes less erosion on the PEEK matrix, rather than obliquely. Furthermore, PEEK chains modified with functional side groups are comprehensively investigated by 200 AO impact and high strain rate (1010 s-1) tensile simulations, demonstrating that the spatial configuration and stable benzene functionality of phenyl side groups can significantly improve the AO resistance and mechanical properties of PEEK at 300 and 800 K. This work revealed useful insights into the interaction mechanisms between AO and PEEK at the atomic scale and may provide a protocol for screening and designing new polymers of high AO tolerance. read less USED (low confidence) E. Choi, S. Hong, C.-M. Yoon, H. J. Lee, and H. Sim, “ReaxFF Molecular Dynamics Simulations on Supercritical Pyrolysis of JP-10 with the Suspension of Nanoengineered Fuel Additives,” AIAA AVIATION 2023 Forum. 2023. link Times cited: 0 USED (low confidence) X. Yu, C. Zhang, H. Wang, Y. Li, Y. Kang, and K. Yang, “High-Temperature Pyrolysis of N-Tetracosane Based on ReaxFF Molecular Dynamics Simulation,” ACS Omega. 2023. link Times cited: 1 Abstract: In order to further understand the high-temperature reaction… read moreAbstract: In order to further understand the high-temperature reaction process and pyrolysis mechanism of hydrocarbon fuels, the high-temperature pyrolysis behavior of n-tetracosane (C24H50) was investigated in this paper via the reaction force field (ReaxFF) method-based molecular dynamics approach. There are two main types of initial reaction channels for n-heptane pyrolysis, C–C and C–H bond fission. At low temperatures, there is little difference in the percentage of the two reaction channels. With the temperature increase, C–C bond fission dominates, and a small amount of n-tetracosane is decomposed by reaction with intermediates. It is found that H radicals and CH3 radicals are widely present throughout the pyrolysis process, but the amount is little at the end of the pyrolysis. In addition, the distribution of the main products H2, CH4, and C2H4, and related reactions are investigated. The pyrolysis mechanism was constructed based on the generation of major products. The activation energy of C24H50 pyrolysis is 277.19 kJ/mol, obtained by kinetic analysis in the temperature range of 2400–3600 K. read less USED (low confidence) L. Geng, Y. Shi, W. Fang, K. Jiang, P. Fan, and Y. Zhang, “Analysis of transverse elastic modulus and compressive deformation mechanism of cellulose crystals based on molecular dynamics,” Materials Today Communications. 2023. link Times cited: 0 USED (low confidence) M. T. Rad and M. Foroutan, “Wettability of Tetrahexcarbon: MD, DFT, and AIMD Approaches.,” Langmuir : the ACS journal of surfaces and colloids. 2023. link Times cited: 1 Abstract: Graphene and its allotropes have attracted attention due to … read moreAbstract: Graphene and its allotropes have attracted attention due to their special electronic, mechanical, and thermal properties. Numerous studies investigate their wetting behavior. Tetrahexcarbon (THC) is a new carbon allotrope and is obtained from pentagraphene. This research, examines THC's wettability properties using reactive molecular dynamics (MD) and density functional theory (DFT) simulations. The results of molecular dynamics simulation reveal that THC is a hydrophobic substrate with a contact angle of 113.4° ± 2.8°. Using molecular dynamics, this research also evaluates quantities such as contact diameter, dipole moment, and density profile of water droplet. In addition, hydrogen and oxygen atoms' distribution functions, hydrogen bonds, path of the droplet's center of mass, and potential energy surface are presented. According to the simulation results, the droplet's structure on THC is slightly layered. Also, the water molecules' orientations in the interface are such that they do not allow the hydrogen bonds to form between water molecules and the THC substrate. The results of MD show that there are two different behavioral patterns for the hydrogen bonds between and within the water droplet's layers. Furthermore, this research utilizes DFT and AIMD in order to show how a water molecule interacts with THC. DFT exhibits that the water molecule's hydrogen atoms are toward the substrate. But an opposite configuration happens in the droplet-THC interface. The results of the atoms-in-molecules (AIM) theory indicate that there is a weak interaction between the water molecules and the THC substrate. The thermochemical results reveal that water molecules' adsorption is within the range of physical adsorption. Finally, NBO analysis shows that the THC's carbon atoms have a permanent partial charge. These results confirm that the THC is a hydrophobic material. read less USED (low confidence) N. Nayir et al., “Modulation Effect of Substrate Interactions on Nucleation and Growth of MoS2 on Silica,” The Journal of Physical Chemistry C. 2023. link Times cited: 0 USED (low confidence) L. Song et al., “Correlating Solid Electrolyte Interphase Composition with Dendrite‐Free and Long Life‐Span Lithium Metal Batteries via Advanced Characterizations and Simulations,” Small Methods. 2023. link Times cited: 2 Abstract: Lithium metal anode attracts great attention because of its … read moreAbstract: Lithium metal anode attracts great attention because of its high specific capacity and low redox potential. However, the uncontrolled dendrite growth and its infinite volume expansion during cycling are extremely detrimental to the practical application. The formation of a solid electrolyte interphase (SEI) plays a decisive role in the behavior of lithium deposition/dissolution during electrochemical processing. Clarifying the essential relationship between SEI and battery performance is a priority. Research in SEI is accelerated in recent years by the use of advanced simulation tools and characterization techniques. The chemical composition and micromorphology of SEIs with various electrolytes are analyzed to clarify the effects of SEI on the Coulombic efficiency and cycle life. In this review, the recent research progress focused on the composition and structure of SEI is summarized, and various advanced characterization techniques applied to the investigation of SEI are discussed. The comparisons of the representative experimental results and theoretical models of SEI in lithium metal batteries (LMBs) are exhibited, and the underneath mechanisms of interaction between SEI and the electrochemical properties of the cell are highlighted. This work offers new insights into the development of safe LMBs with higher energy density. read less USED (low confidence) S. Bertolini and A. Delcorte, “Reactive Molecular Dynamics Simulations of Lysozyme Desorption Under Ar Cluster Impact,” SSRN Electronic Journal. 2023. link Times cited: 3 USED (low confidence) H. Ramézani, I. Ellien, Z. E. Oufir, N. Mathieu, S. Delpeux, and S. Bhatia, “Clustering of caffeine in water and its adsorption in activated carbon: Molecular simulations and experiments,” Colloids and Surfaces A: Physicochemical and Engineering Aspects. 2023. link Times cited: 0 USED (low confidence) X. Zhang and S. Zhu, “Tuning topology towards stronger and tougher polymers inspired by semi-crystalline cellulose nanofibrils,” Extreme Mechanics Letters. 2023. link Times cited: 1 USED (low confidence) Q. Luo et al., “Insights into the Oxygen-Containing Groups Transformation During Coal Char Gasification in H2o/Co2 Atmosphere by Using Reaxff Reactive Force Field,” SSRN Electronic Journal. 2023. link Times cited: 2 USED (low confidence) K. Jiang, Z. Yan, W. Fang, and Y. Zhang, “Molecular Dynamics Simulation on Tensile Behavior of Cellulose at Different Strain Rates,” Advances in Materials Science and Engineering. 2023. link Times cited: 1 Abstract: At present, most high-performance cellulose matrix composite… read moreAbstract: At present, most high-performance cellulose matrix composites only use cellulose as reinforcement material, which is an obstacle to maximize the advantages of nanocellulose in structure and properties. The development of new functional nanocomposites with cellulose as the main component can better meet people’s needs for high-performance and degradable composites, which requires a comprehensive and thorough understanding of cellulose. Considering the limitations of physical experiments, we performed molecular dynamics simulation of the uniaxial tensile behavior of the cellulose system at three different strain rates (10−4/ps, 10−5/ps, and 10−6/ps), and the stress-strain responses of cellulose systems at different strain rates are obtained. The effect of the strain rate on the mechanical properties of amorphous cellulose system during the tensile processes is analyzed. The deformation mechanism of cellulose amorphous system during the tensile processes is characterized by the energy changes of the different terms including dihedral angle torsion term, bond tensile term, angle bending term, and nonbond term. Structural evolution of the cellulose crystal system during the tensile processes is used to explain the failure mechanism of cellulose. The kinetic simulation results show that the mechanical properties of the cellulose amorphous system increase with the increase of strain rate. Compared with the strain rate of 10−5/ps, the elastic modulus of the system increases by 6.73 GPa at the strain rate 10−4/ps. During the tensile processes, cellulose amorphous region adapts to the applied load mainly through the stretching of the cellulose macromolecular chains, i.e., the deformation of bond lengths and bond angles, without any breakage of the molecular chains. The main causes of chain lengthening at different strain rates are different. The failure of cellulose is caused by the slip and rearrangement of some molecular chains in the crystal structure. read less USED (low confidence) Z. Yang, A. Xiao, D. Liu, Q. Shi, and Y. Li, “Damage of SARS‐CoV‐2 spike protein by atomic oxygen of cold atmospheric plasma: A molecular dynamics study,” Plasma Processes and Polymers. 2023. link Times cited: 2 Abstract: Recently, the cold atmospheric plasma (CAP) has demonstrated… read moreAbstract: Recently, the cold atmospheric plasma (CAP) has demonstrated a satisfactory ability to inactivate severe acute respiratory syndrome CoV‐2 (SARS‐CoV‐2), but the microscopic inactivation mechanism is still unclear. This paper takes the interaction process between O atoms generated by plasma and the spike protein of coronavirus as the research object. It uses the reaction molecular dynamics simulation method to study the reaction mechanism of different numbers of O atoms and the spike protein molecules. The results show that the O atom triggers a chain reaction by taking away hydrogen atoms in the spike protein molecule, destroying the molecular structure of the spike protein and making it inactive. The severity of the reaction and the destruction of the spike protein molecule also increases with increasing O atom numbers. [ FROM AUTHOR] Copyright of Plasma Processes & Polymers is the property of John Wiley & Sons, Inc. and its content may not be copied or emailed to multiple sites or posted to a listserv without the copyright holder's express written permission. However, users may print, download, or email articles for individual use. This may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full . (Copyright applies to all s.) read less USED (low confidence) J. Zhou, Z. Sun, S. Tang, and Y. Yu, “Molecular dynamics simulation on CH4 combustion in CO2/O2/N2 atmosphere subjected to electric field,” Molecular Simulation. 2023. link Times cited: 0 Abstract: ABSTRACT In this paper, the CH4 combustion characteristics i… read moreAbstract: ABSTRACT In this paper, the CH4 combustion characteristics in CO2/O2/N2 atmosphere subjected to electric field were studied by the molecular dynamics simulation method. Conventional and unique pathways were obtained. The evolution law of reactants and main products and the first reaction time of main intermediates under the influence of different electric field intensities were analysed. Results showed that the addition of external electric fields increased conventional responses and species diversity. The generation of new pathways induced the production of new species, and the further reactions of new species produced other new pathways, thus accelerating the generation of new pathways and species in the electric field. It was noteworthy that, the applied external electric field could advance the reaction start time and reinforce the combustion process, but its effect on the reaction rate was highly nonlinear. The CH4 reaction with CO2 was significantly intensified at E ≥ 105 V/m, while suppressed at E = 104 V/m. Furthermore, electric fields could promote the oxidation degree of CH4, especially at E = 106 V/m. The studies provide theoretical guidance for revealing the mechanism of methane combustion under a high concentration CO2 atmosphere and promoting the efficient capture of CO2. read less USED (low confidence) A. D. Lele and Y. Ju, “Assessment of the impact of reactor residence time distribution on non-equilibrium product selectivity of polypropylene pyrolysis using reactive molecular dynamics simulations,” Fuel. 2023. link Times cited: 2 USED (low confidence) Y. Xu et al., “Role of ammonia addition on polycyclic aromatic hydrocarbon growth: A ReaxFF molecular dynamics study,” Combustion and Flame. 2023. link Times cited: 1 USED (low confidence) Y. Zhou, B. Shi, Q. Chu, and L. Liao, “Effects of oxidizers on the ignition and combustion characteristics of aluminum nanoparticles,” Computational Materials Science. 2023. link Times cited: 1 USED (low confidence) “Microscopic oxidation reaction mechanism of methanol in H2O/CO2 impurities: A ReaxFF molecular dynamics study,” International Journal of Hydrogen Energy. 2023. link Times cited: 1 USED (low confidence) Z. Huang, W.-J. Zhou, and J. Wei, “Study on the molecular structure model of tar-rich coal and its pyrolysis process,” Journal of Molecular Structure. 2023. link Times cited: 1 USED (low confidence) Y. Du, L.-J. Zhou, and J.-G. Guo, “Theoretical and molecular dynamics studies on the negative Poisson’s ratio of graphene regulated by epoxy groups,” Diamond and Related Materials. 2023. link Times cited: 0 USED (low confidence) Z. Liang, K. Li, F. Guo, H. Zhang, Y. Bu, and J. Zhang, “The Dynamic Nature of Graphene Active Sites in the H_2O Gasification process: A ReaxFF and DFT Study,” Journal of Molecular Modeling. 2023. link Times cited: 1 USED (low confidence) M. Mu, X. Han, S. Wang, and X. Jiang, “Interactions of Oil Shale and Hydrogen-Rich Wastes during Co-pyrolysis: Co-pyrolysis of Oil Shale and Waste Tire,” Energy & Fuels. 2023. link Times cited: 1 USED (low confidence) D. Potapov and N. Orekhov, “Mechanisms of soot thermal decomposition: Reactive molecular dynamics study,” Combustion and Flame. 2023. link Times cited: 2 USED (low confidence) Y.-T. Ma, J. Wang, K. Lu, Y. Xiang, and Y. Liu, “The evolution of carbon fiber elements and their effects on fiber mechanical properties from molecular dynamics,” Computational Materials Science. 2023. link Times cited: 3 USED (low confidence) Y. Yan, J. Xu, S. Liu, M. Wang, and C. Yang, “Reactive force-field MD simulation on the pyrolysis process of phenolic with various cross-linked and branched structures,” Chemical Engineering Science. 2023. link Times cited: 3 USED (low confidence) T. Han, R.-Z. Li, X. Zhang, and F. Scarpa, “Free standing nanoindentation of penta-graphene via molecular dynamics: Mechanics and deformation mechanisms,” Mechanics of Materials. 2023. link Times cited: 0 USED (low confidence) J. Li, H. Zhang, Z. Guo, J.-W. Jiang, and T. Chang, “Thermal stability of twin graphene: A Reaxff molecular dynamics study,” Applied Surface Science. 2023. link Times cited: 1 USED (low confidence) M. Wang et al., “Nano-deterioration of steel passivation film: chloride attack in material defects,” Materials and Structures. 2023. link Times cited: 9 USED (low confidence) H. Cavers, J. Steffen, N. Gogoi, R. Adelung, B. Hartke, and S. Hansen, “Investigation of the Impact of High Concentration LiTFSI Electrolytes on Silicon Anodes with Reactive Force Field Simulations,” Liquids. 2023. link Times cited: 1 Abstract: The initial formation cycles are critical to the performance… read moreAbstract: The initial formation cycles are critical to the performance of a lithium-ion battery (LIB), particularly in the case of silicon anodes, where the high surface area and extreme volume expansion during cycling make silicon susceptible to detrimental side reactions with the electrolyte. The solid electrolyte interface (SEI) that is formed during these initial cycles serves to protect the surface of the anode from a continued reaction with the electrolyte, and its composition reflects the composition of the electrolyte. In this work, ReaxFF reactive force field simulations were used to investigate the interactions between ether-based electrolytes with high LiTFSI salt concentrations (up to 4 mol/L) and a silicon oxide surface. The simulation investigations were verified with galvanostatic testing and post-mortem X-ray photoelectron spectroscopy, revealing that highly concentrated electrolytes resulted in the faster formation and SEIs containing more inorganic and silicon species. This study emphasizes the importance of understanding the link between electrolyte composition and SEI formation. This ReaxFF approach demonstrates an accessible way to tune electrolyte compositions for optimized performance without costly, time-consuming experimentation. read less USED (low confidence) W. Hao and X. Liu, “Molecular dynamics investigation on the co-gasification of various components of sewage sludge in supercritical water,” Fuel. 2023. link Times cited: 4 USED (low confidence) X. Zhao, B. Zhu, L. Zhu, J. Chen, and Y. Sun, “The reaction mechanism of Al NPs/PVDF high energy fuel: A ReaxFF MD and DFT study meshing together laser-ignition experimental verification,” Fuel. 2023. link Times cited: 3 USED (low confidence) Z. Li et al., “Revealing reactive mechanism and nitrogen transformation of HSW coal combustions at molecule and particle scales,” Powder Technology. 2023. link Times cited: 0 USED (low confidence) T. Guo, Y. Chen, H. Shao, Q. Zhao, and Z. Liang, “-Molecular dynamics, thermodynamics and experimental studies on the corrosion mechanism of T92 and TP347H steels in high-pressure CO2 and H2O at 600℃,” Applied Surface Science. 2023. link Times cited: 3 USED (low confidence) C. Kim, D.-Y. Koh, Y. Lee, J. Choi, H. Cho, and M. Choi, “Bottom-up synthesis of two-dimensional carbon with vertically aligned ordered micropores for ultrafast nanofiltration,” Science Advances. 2023. link Times cited: 1 Abstract: Two-dimensional (2D) carbon materials perforated with unifor… read moreAbstract: Two-dimensional (2D) carbon materials perforated with uniform micropores are considered ideal building blocks to fabricate advanced membranes for molecular separation and energy storage devices with high rate capabilities. However, creating high-density uniform micropores in 2D carbon using conventional perforation methods remains a formidable challenge. Here, we report a zeolite-templated bottom-up synthesis of ordered microporous 2D carbon. Through rational analysis of 255 zeolite structures, we find that the IWV zeolite having large 2D microporous channels and aluminosilicate compositions can serve as an ideal template for carbon replication. The resulting carbon is made of an extremely thin polyaromatic backbone and contains well-defined vertically aligned micropores (0.69 nm in diameter). Its areal pore density (0.70 nm−2) is considerably greater than that of porous graphene (<0.05 nm−2) prepared using top-down perforation methods. The isoporous membrane fabricated by assembling the exfoliated 2D carbon nanosheets exhibits outstanding permeance and molecular sieving properties in organic solvent nanofiltration. read less USED (low confidence) C. Li, X. Meng, W. Gong, S. Chen, and Z. Xin, “Kinetic, Products Distribution, and Mechanism Analysis for the Pyrolysis of Polyglycolic Acid Toward Carbon Cycle,” SSRN Electronic Journal. 2023. link Times cited: 2 USED (low confidence) W. Li et al., “Thermal Decomposition, Flame Propagation, and Combustion Reactions Behaviours of Stearic Acid by Experiments and Molecular Dynamic Simulation,” SSRN Electronic Journal. 2023. link Times cited: 13 USED (low confidence) Q. Xu, Y. Zhu, Y. Liu, Y. Shi, and Y.-B. Song, “Relationship between Organic Sulfur Occurrence and Coalification Stage:Insights from Thermodynamic Simulation and X-Ray Photoelectron Spectroscopy,” SSRN Electronic Journal. 2023. link Times cited: 1 USED (low confidence) A. Blacha et al., “The Origin of Amphipathic Nature of Short and Thin Pristine Carbon Nanotubes—Fully Recyclable 1D Water‐in‐Oil Emulsion Stabilizers,” Advanced Materials Interfaces. 2023. link Times cited: 4 Abstract: Short and thin pristine carbon nanotubes (CNTs) emerge as 1D… read moreAbstract: Short and thin pristine carbon nanotubes (CNTs) emerge as 1D emulsion stabilizers capable of replacing aquatoxic low‐molecular surfactants. However, inconsistencies in understanding of water–solid interfaces for realistic CNTs hamper their individualization‐driven functionalities, processability in benign media, and compatibility with a broad‐scale of matrices. Pristine CNT processing based on water and inexpensive n‐alkanes within a low energy regime would constitute an important step toward greener technologies. Therefore, structural CNT components are quantitatively assessed, placing various CNTs on the scale from hydrophobicity to hydrophilicity. This structural interweave can lead to amphipathicity enabling the formation of water‐in‐oil emulsions. Combining experiments with theoretical studies, CNTs and CNT emulsions are comprehensively characterized establishing descriptors of the emulsifying behavior of pristine and purified CNTs. They emerge as having hydrophilic open‐ends, small number of oxygen–functionalized/vacancy surface areas, and hydrophobic sidewalls and full caps. The interplay of these regions allows short and thin CNTs to be utilized as fully recyclable 1D surfactants stabilizing water/oil emulsions which, as demonstrated, can be applied as paints for flexible conductive coatings. It is also shown how the amphipathic strength depends on CNT size, the pristine‐to‐oxidized/vacancy domains and the oil‐to‐water ratios. read less USED (low confidence) M. Trybula, A. Żydek, P. Korzhavyi, and J. Wojewoda-Budka, “Structure and Behavior of Oxide-Coated Aluminum in Contact with Acidic and Alkaline Aqueous Solutions─A Reactive Molecular Dynamics Simulation Study,” The Journal of Physical Chemistry C. 2023. link Times cited: 1 USED (low confidence) Y. Chen, G. Li, L.-ming Li, W. Zhang, and K. Dong, “Molecular dynamics simulation and experimental study on mechanical properties and microstructure of cement-based composites enhanced by graphene oxide and graphene,” Molecular Simulation. 2023. link Times cited: 2 Abstract: ABSTRACT Graphene-based materials have been considered as re… read moreAbstract: ABSTRACT Graphene-based materials have been considered as reinforcement for cement-based materials due to its excellent properties. In this paper, the effects of graphene oxide (GO) and graphene nanoplatelets (GNPs) on the mechanical properties and microstructure of cement-based composites are investigated. The results reveal that the incorporation of 0.02 wt% GO and GNPs can enhance the flexural strength by 16.3% and 11.6%, respectively. In addition, GO and GNPs can fill the cracks and form a compacted microstructure in cement mortars. Furthermore, the enhanced mechanism of calcium silicate hydrate composite (C–S–H), which is the main production of cement hydration, is studied by reaction molecular dynamics. The results from simulation show that Young’s modulus and tensile strength of C–S–H are enhanced by 32.1% and 23.8% with the incorporation of GO, because the hydrogen-bonds (H-bonds) linkages and Ca2+ near the interface surface play an important role to improve the interface adhesion and transfer more loads between GO and C–S–H. Comparatively, the graphene nanosheet unremarkable enhances the mechanical behaviour of C–S–H composite due to poor binding in the interlayer region. read less USED (low confidence) M. R. T. Bidhendi and K. Behdinan, “High-velocity transverse impact of monolayer graphene oxide by a molecular dynamics study,” Computational Materials Science. 2023. link Times cited: 2 USED (low confidence) B.-B. Jiang et al., “Thermal decomposition mechanism investigation of hyperbranched polyglycerols by TGA-FTIR-GC/MS techniques and ReaxFF reactive molecular dynamics simulations,” Biomass and Bioenergy. 2023. link Times cited: 3 USED (low confidence) Z. Xu, Q. Xie, C. Chen, and X. Jiang, “Molecular Dynamics Simulation of Converting Waste Polyethylene (PE) to Chemicals and Fuels under Non-Isothermal and Isothermal Conditions,” Polymer Degradation and Stability. 2023. link Times cited: 2 USED (low confidence) B. Gao, Y. Fang, K. Liu, H. Yin, Y. Zeng, and G. Wu, “Molecular Dynamics Study on Thermal Decomposition Characteristics of Synthetic Ester Oil,” Chemical Physics Letters. 2023. link Times cited: 0 USED (low confidence) H. A. Mahmud, S. Patil, M. Radue, and G. Odegard, “Probing the Influence of Surface Chemical Functionalization on Graphene Nanoplatelets-Epoxy Interfacial Shear Strength Using Molecular Dynamics,” Nanomaterials. 2023. link Times cited: 2 Abstract: In this work, a characterization study of the interfacial in… read moreAbstract: In this work, a characterization study of the interfacial interaction between different types of graphene nanoplatelets and an epoxy matrix is computationally performed. To quantify the discrete mutual graphene–epoxy “interfacial interaction energy” (IIE) within the nanocomposite, molecular dynamics simulations with a reactive force field are performed on a localized model of the suggested nanocomposite. Pull-out molecular dynamics simulations are also performed to predict the interfacial shear strength between the two constituents. The results indicate a significant increase in interfacial adhesion of functionalized nanoplatelets with the hosting epoxy matrix relative to virgin graphene nanoplatelets. The obtained results also demonstrate a dramatic increase in the interfacial interaction energy (IIE) (up to 570.0%) of the functionalized graphene/epoxy nanocomposites relative to the unmodified graphene/epoxy nanocomposites. In the same context, the surface functionalization of graphene nanoplatelets with the polymer matrix leads to a significant increase in the interfacial shear strength (ISS) (up to 750 times). The reported findings in this paper are essential and critical to producing the next generation of lightweight and ultra-strong polymer-based nanocomposite structural materials. read less USED (low confidence) B. Xu, Y. Wang, and G. Liu, “Reactive molecular dynamics study on catalytic pyrolysis and steam reforming of hydrocarbon fuel,” Journal of Analytical and Applied Pyrolysis. 2023. link Times cited: 0 USED (low confidence) C. Pflieger et al., “Thermicity of the Decomposition of Oxygen Functional Groups on Cellulose-Derived Chars,” ACS Omega. 2022. link Times cited: 1 Abstract: The evolution of oxygen functional groups (OFGs) and the ass… read moreAbstract: The evolution of oxygen functional groups (OFGs) and the associated thermic effects upon heat treatment up to 800 °C were investigated experimentally as well as by theoretical calculations. A synthetic carbon with a carbonaceous structure close to that of natural chars, yet mineral-free, was derived from cellulose and oxidized by HNO3 vapor at different temperatures and for varied durations in order to generate char samples with different concentrations and distributions of OFGs. The functionalized samples were subjected to calorimetric temperature-programmed desorption measurements in correlation with an extensive effluent gas analysis, thereby focusing on the specific heat effects of individual OFG evolution. Interpretation of the experimental results was aided by density functional theory (DFT) calculations which allowed one to infer the thermal stability of different OFGs and the reaction energy associated with their evolution upon heating. Results showed that, with increasing temperature, H2O was released due to the loss of physisorbed water, the decomposition of clusters bound to carboxylic acids, and condensation reactions. The associated heat uptake amounted to about 100 kJ mol–1. Contrarily, the release of CO2, attributed to the decomposition of condensed acids, carboxylic acids, anhydrides, and lactones, resulted in a heat release of about 40 kJ mol–1. The most strongly pronounced thermic effects were detected for the release of CO, comprising highly exothermic effects due to the decomposition of condensed acids and carbonyls/quinones as well as endothermic effects attributed to anhydrides and phenols/ethers. Notably, anhydrides can be formed during the oxidative treatment as well as during heating by condensation of adjacent carboxylic acids. In the latter case, the two-step decomposition is overall highly exothermic, indicating the associated occurrence of pronounced carbon matrix rearrangements. DFT investigations suggest that these rearrangements not only affect the immediate OFG proximity but also involve several carbon sheets. read less USED (low confidence) M. Li et al., “Molecular progress of the corrosion of passivated Iron: The effects of structural strain,” Construction and Building Materials. 2022. link Times cited: 0 USED (low confidence) X. Zhang et al., “Insight into the thermal conversion of corn stalk gasification in supercritical water based on reactive molecular dynamics simulations,” Journal of the Energy Institute. 2022. link Times cited: 1 USED (low confidence) W. Zhao, Q. Wei, C. Huang, Y. Zhu, and N. Hu, “Dependence of Incidence Angle and Flux Density in the Damage Effect of Atomic Oxygen on Kapton Film,” Polymers. 2022. link Times cited: 1 Abstract: Kapton film is a polymeric material widely used on low-Earth… read moreAbstract: Kapton film is a polymeric material widely used on low-Earth-orbit (LEO) spacecraft surfaces. In the LEO environment, atomic oxygen (AO) is spaceflight materials’ most destructive environmental factor. The erosion mechanism of AO on Kapton films has long been an important issue, where the parameter dependence of the AO effect has received increasing attention. Studies of AO energy and cumulative flux have been extensively carried out, while the influence mechanism of the incidence angle and flux density is not fully understood. The AO incidence angle and flux density in space are diverse, which may cause different damage effects on aerospace materials. In this paper, the dependence of the incidence angle and flux density in the damaging effect of AO on Kapton films was investigated using ground-based AO test technology and the reactive molecular dynamics (ReaxFF MD) simulation technique. Firstly, the ground-based experiment obtained the mass loss data of Kapton films under the action of AO with a variable incidence angle and flux density. Then, the mass loss, temperature rise, product, and erosion yield of Kapton during AO impact with different incidence angles and dose rates were calculated using the ReaxFF MD method. The influences of the incidence angle and flux density on the damage mechanism of the AO effect were discussed by comparing the simulation and test results. The results show that the AO effect in the lower incidence angle range (0–60°) is independent of the incidence angle and depends only on the amount of impacted atomic oxygen. AO in the higher incidence angle range (60–90°) has a surface stripping effect, which causes more significant mass loss and a temperature rise while stripping raised macromolecules from rough surfaces, and the erosion effect increases with the increasing incidence angle and amount of impacted atomic oxygen. There is a critical value for the influence of flux density on the AO effect. Above this critical value, AO has a reduced erosive capacity due to a lower chance of participating in the reaction. The amount of each main product from the AO effect varies with the incidence angle and flux density. Nonetheless, the total content of the main products is essentially constant, around 70%. This work will contribute to our understanding of the incidence angle and flux density dependence of the AO effect and provide valuable information for the development of standards for ground simulation tests. read less USED (low confidence) Y. Pang, X. Zhu, N. Li, and Z.-B. Wang, “Investigation on reaction mechanism for CO2 gasification of softwood lignin by ReaxFF MD method,” Energy. 2022. link Times cited: 7 USED (low confidence) J. Kong, K. Zhou, X. Ren, Y. Chen, Y. Li, and P. Meng, “Insight into gaseous product distribution of cross-linked polyethylene pyrolysis using ReaxFF MD simulation and TG-MS,” Journal of Analytical and Applied Pyrolysis. 2022. link Times cited: 1 USED (low confidence) B. Saha, A. Patra, A. Das, A. Basu, and A. K. Mukherjee, “Role of collector polarity and size on the low-rank fine coal flotation,” International Journal of Coal Preparation and Utilization. 2022. link Times cited: 0 Abstract: ABSTRACT The nature of interaction between coal surface and … read moreAbstract: ABSTRACT The nature of interaction between coal surface and collector molecule affects the yield of fine coal flotation. The interaction depends on coal surface characteristics and collector polarity as well as collector size. In this work, a detail understanding on the interaction nature of nonpolar such as dodecane (C1) and polar collectors such as tetrahydrofurfuryl oleate (C2) and 2-[2-[2-[2-[2-[2-(2-hydroxyethoxy)ethoxy]ethoxy]ethoxy]ethoxy]ethoxy]ethyl(Z)-octadec-9-enoate (C3) with low-rank coal is presented using density functional theory calculations and finite temperature large scale ReaxFF molecular dynamics simulations. It has been shown that collector consisting of more electronegative elements (i.e. with larger polarity) show stronger interaction with low-rank coal. Moreover, larger aliphatic chain helps to interact via van der Walls interactions and polar functional groups through electrostatic interaction (hydrogen bond formation) due to flexibility in the collector backbone. Interestingly, the collectors did not show any spike like attachment to the low-rank coal surface, rather lies along the coal surface to maximize the possible interactions. This contrasts with commonly presented picture for collector-(low-rank) coal surface interaction. Optimal requirement of aliphatic chain length and polar functional groups was discussed by analyzing structure properties relationship. GRAPHICAL ABSTRACT read less USED (low confidence) Q. Zeng, C. Li, D. Zhao, and X. Lu, “Atomic-scale study on particle movement mechanism during silicon substrate cleaning using ReaxFF MD,” Computational Materials Science. 2022. link Times cited: 2 USED (low confidence) I. Jeon, S. Lee, and S. Yang, “Hyperthermal Erosion of Thermal Protection Nanocomposites under Atomic Oxygen and N2 Bombardment,” International Journal of Mechanical Sciences. 2022. link Times cited: 3 USED (low confidence) Y. Fan, Y. Li, Y. Zhang, and K. Shi, “Mechanism Analysis of Ethanol Production from Cellulosic Insulating Paper Based on Reaction Molecular Dynamics,” Polymers. 2022. link Times cited: 1 Abstract: The paper/oil system is the main component of transformer in… read moreAbstract: The paper/oil system is the main component of transformer insulation. Indicator plays a vital role in assessing the aging condition of local hot spots of transformer insulation paper. The cellulosic insulating paper is mainly composed of cellobiose. This study uses the molecular dynamics method based on reactive force field (ReaxFF) to pyrolyze the insulating paper. Various production paths of ethanol were studied at the atomic level through ReaxFF simulations. A model consisting of 40 cellobioses was established for repeated simulation at 500 K–3000 K. Besides, to explore the relationship between the intermediate products and ethanol, the combination model of intermediate products (levoglucosan, acetaldehyde, 2,2-dihydroxyacetaldehyde) was established for repeated simulation. The simulation results showed that the increase in temperature can accelerate the production of ethanol from insulating paper and its pyrolysis intermediate products, which matched the related experimental results. This study can provide an effective reference for the use of ethanol as an indicator to assess the aging condition of the local hot spots of transformers. read less USED (low confidence) H. W. Lee, G.-U. Jeong, M.-C. Kim, D. Kim, S. Y. Kim, and S. Han, “Atomistic origin of mechanochemical NH3 synthesis on Fe catalysts,” International Journal of Hydrogen Energy. 2022. link Times cited: 1 USED (low confidence) M. Zheng and X. Li, “Investigation of N Transfer during Coal Char Oxidation by Reactive Molecular Dynamics,” Energy & Fuels. 2022. link Times cited: 4 USED (low confidence) X. Dai et al., “Mineralization mechanism of carbon dioxide with illite interlayer cations using molecular dynamics simulation and experiments,” Journal of CO2 Utilization. 2022. link Times cited: 4 USED (low confidence) E. Kritikos and A. Giusti, “Investigation of the effect of iron nanoparticles on n-dodecane combustion under external electrostatic fields,” Proceedings of the Combustion Institute. 2022. link Times cited: 3 USED (low confidence) K. Matsui, H. Watanabe, and T. Shimizu, “Stability and formation process of hydrogen-bonded organic porous thin films: A molecular dynamics study,” AIP Advances. 2022. link Times cited: 0 Abstract: Molecular dynamics simulation using the reactive force field… read moreAbstract: Molecular dynamics simulation using the reactive force field was performed to investigate the stability and formation mechanisms of organic porous thin films made of 1,3,5-tris(4-carboxyphenyl) benzene (BTB) molecules fabricated at the air/water interface. A single-layer honeycomb structure is found to be unstable, whereas thicker films are stable, which is consistent with experimental findings. The slight corrugation of the existing film produces local charge variation that attracts isolated molecules via the Coulomb interaction. When the isolated molecule approaches the film, a hydrogen bond is formed, and then the molecule adjusts the adsorption configuration by itself to maximize both horizontal and vertical intermolecular interactions. The key to the initial hydrogen bond formation is suggested to be the density of the molecules provided in the system as well as the spontaneous alignment of the BTB molecules to the solution/water interface. Our study showed that the BTB film is stable, and the molecules are self-assembled without external forces in the quasi-two-dimensional system. These results suggest that the dominant factor for the film formation at the air/water interface is interactions among BTB molecules and confinement to the two-dimensional space. read less USED (low confidence) J. Shen et al., “Mechanistic difference between Si-face and C-face polishing of 4H–SiC substrates in aqueous and non-aqueous slurries,” Ceramics International. 2022. link Times cited: 3 USED (low confidence) M. Gounzari, Y. Belkassmi, A. Kotri, M. Bouzelmad, and L. E. Maimouni, “Mechanical characterization of Nanoporous two-dimensional Ti3C2 MXene membranes,” Chinese Journal of Physics. 2022. link Times cited: 3 USED (low confidence) X. Liu, M. Zhao, M. Feng, and Y. Zhu, “Study on mechanisms of methane/hydrogen blended combustion using reactive molecular dynamics simulation,” International Journal of Hydrogen Energy. 2022. link Times cited: 6 USED (low confidence) Pooja and R. Pawar, “Atomistic simulations of
Σ3
[110](111) grain boundary in diamond: Structure, stability, and properties,” International Journal of Quantum Chemistry. 2022. link Times cited: 1 USED (low confidence) G. R. N. Defoort-Levkov, A. Bahm, and P. Philipp, “Influence of water contamination on the sputtering of silicon with low-energy argon ions investigated by molecular dynamics simulations,” Beilstein Journal of Nanotechnology. 2022. link Times cited: 3 Abstract: Focused ion beams (FIB) are a common tool in nanotechnology … read moreAbstract: Focused ion beams (FIB) are a common tool in nanotechnology for surface analysis, sample preparation for electron microscopy and atom probe tomography, surface patterning, nanolithography, nanomachining, and nanoprinting. For many of these applications, a precise control of ion-beam-induced processes is essential. The effect of contaminations on these processes has not been thoroughly explored but can often be substantial, especially for ultralow impact energies in the sub-keV range. In this paper we investigate by molecular dynamics (MD) simulations how one of the most commonly found residual contaminations in vacuum chambers (i.e., water adsorbed on a silicon surface) influences sputtering by 100 eV argon ions. The incidence angle was changed from normal incidence to close to grazing incidence. For the simulation conditions used in this work, the adsorption of water favours the formation of defects in silicon by mixing hydrogen and oxygen atoms into the substrate. The sputtering yield of silicon is not significantly changed by the contamination, but the fraction of hydrogen and oxygen atoms that is sputtered largely depends on the incidence angle. This fraction is the largest for incidence angles between 70 and 80° defined with respect to the sample surface. Overall, it changes from 25% to 65%. read less USED (low confidence) Y. Wang and G. Liu, “Inhomogeneity Effects on Reactions in Supercritical Fluids: A Computational Study on the Pyrolysis of n-Decane,” JACS Au. 2022. link Times cited: 1 Abstract: Supercritical fluids exhibit peculiar inhomogeneity, which s… read moreAbstract: Supercritical fluids exhibit peculiar inhomogeneity, which strongly affects reaction behaviors in them. However, explanations for inhomogeneity and its effect on reactions are both ambiguous so far. Here, we provide an atomic-level understanding of inhomogeneity effects on reactions via the computational method, with the example of n-decane pyrolysis under supercritical conditions. We describe the characteristic pyrolysis behaviors through collective variable-driven hyperdynamics (CVHD) simulations and explain the inhomogeneity of supercritical n-decane as the coexistence of gas-like and liquid-like atoms by a trained machine learning classifier. Due to their specific local environment, the appearance of liquid-like atoms under supercritical conditions significantly increases the type and frequency of bimolecular reactions and eventually causes changes in product distributions. Future research with this method is expected to extend the effect of inhomogeneity on other reactions under supercritical conditions or other condensed phases. read less USED (low confidence) X. Zhu, A. Zaoui, and W. Sekkal, “Wettability and work of adhesion of water nanodroplet on (001) surface of cement paste,” Cement and Concrete Research. 2022. link Times cited: 6 USED (low confidence) Y. Zhang et al., “The Effects of Atomic Oxygen and Ion Irradiation Degradation on Multi-Polymers: A Combined Ground-based Exposure and ReaxFF-MD Simulation,” Polymer Degradation and Stability. 2022. link Times cited: 7 USED (low confidence) K. M. S. Uddin, M. Izadifar, N. Ukrainczyk, E. Koenders, and B. Middendorf, “Dissolution of β-C2S Cement Clinker: Part 1 Molecular Dynamics (MD) Approach for Different Crystal Facets,” Materials. 2022. link Times cited: 4 Abstract: A major concern in the modern cement industry is considering… read moreAbstract: A major concern in the modern cement industry is considering how to minimize the CO2 footprint. Thus, cements based on belite, an impure clinker mineral (CaO)2SiO2 (C2S in cement chemistry notation), which forms at lower temperatures, is a promising solution to develop eco-efficient and sustainable cement-based materials, used in enormous quantities. The slow reactivity of belite plays a critical role, but the dissolution mechanisms and kinetic rates at the atomistic scale are not known completely yet. This work aims to understand the dissolution behavior of different facets of β-C2S providing missing input data and an upscaling modeling approach to connect the atomistic scale to the sub-micro scale. First, a combined ReaxFF and metadynamics-based molecular dynamic approach are applied to compute the atomistic forward reaction rates (RD) of calcium (Ca) and silicate species of (100) facet of β-C2S considering the influence of crystal facets and crystal defects. To minimize the huge number of atomistic events possibilities, a generalized approach is proposed, based on the systematic removal of nearest neighbors’ crystal sites. This enables us to tabulate data on the forward reaction rates of most important atomistic scenarios, which are needed as input parameters to implement the Kinetic Monte Carlo (KMC) computational upscaling approach. The reason for the higher reactivity of the (100) facet compared to the (010) is explained. read less USED (low confidence) Y. Bu, K. Li, F. Guo, Z. Liang, and J. Zhang, “Mechanical Behavior and Failure Mechanism of Multilayer Graphene Oxides with Various Oxygen Contents and Functional Types: a ReaxFF Molecular Dynamics Simulation,” Applied Surface Science. 2022. link Times cited: 7 USED (low confidence) J. Qu, K. Gao, G. Hou, L. Zhang, Y. Lu, and J. Liu, “Molecular Dynamics Simulation of Glass Transition and Thermal Stability of Novel Silicone Elastomer and Its Nanocomposites,” Materials Today Communications. 2022. link Times cited: 2 USED (low confidence) L. Liu et al., “Effect of Methanol Addition on Soot Inhibition During N-Decane Pyrolysis,” SSRN Electronic Journal. 2022. link Times cited: 1 USED (low confidence) J. Wang and G.-C. Wang, “Dynamic Evolution of Methane Oxidation on Pd-Based Catalysts: A Reactive Force Field Molecular Dynamics Study,” The Journal of Physical Chemistry C. 2022. link Times cited: 4 USED (low confidence) R. Fu et al., “Size-dependent melting of onion-like fullerenic carbons: a molecular dynamics and machine learning study,” Journal of Physics: Condensed Matter. 2022. link Times cited: 1 Abstract: The melting thermodynamic characteristics of 2- to 20-layere… read moreAbstract: The melting thermodynamic characteristics of 2- to 20-layered onion-like fullerenes (OLF n ) (C60@C240 to C60@···@C6000···@C24000) are comprehensively explored using first-principles-based ReaxFF atomistic simulations and random forest machine learning (RF ML). It is revealed that OLF n shows lower thermal stability than the counterparts of single-walled fullerenes (SWF n ). The melting point of SWF n increases monotonically with increasing size, whereas for OLF n , an unusual size-dependent melting point is observed; OLF n with intermediate size shows the highest melting point. For small OLF n , the melting occurs from the inner to the outer, whereas for large OLF n , it nucleates from the inner to the outer and to intermediate fullerenes. The melting and erosion behaviors of both SWF n and OLF n are mainly characterized by the nucleation of non-hexagons, nanovoids, carbon chains and emission of C2. RF ML model is developed to predict the melting points of both SWF n and OLF n . Moreover, the analysis of the feature importance reveals that the Stone-Wales transformation is a critical pathway in the melting of SWF n and OLF n . This study provides new insights and perspectives into the thermodynamics and pyrolysis chemistry of fullerenic carbons, and also may shed some lights onto the understanding of thermally-induced erosion of carbon-based resources and spacecraft materials. read less USED (low confidence) P. J. Peña-Obeso, R. Huirache-Acuña, F. Ramírez-Zavaleta, and J. Rivera, “Stability of Non-Concentric, Multilayer, and Fully Aligned Porous MoS2 Nanotubes,” Membranes. 2022. link Times cited: 2 Abstract: Nanotubes made of non-concentric and multiple small layers o… read moreAbstract: Nanotubes made of non-concentric and multiple small layers of porous MoS2 contain inner pores suitable for membrane applications. In this study, molecular dynamics simulations using reactive potentials were employed to estimate the stability of the nanotubes and how their stability compares to macroscopic single- (1L) and double-layer MoS2 flakes. The observed stability was explained in terms of several analyses that focused on the size of the area of full-covered layers, number of layers, polytype, and size of the holes in the 1L flakes. The reactive potential used in this work reproduced experimental results that have been previously reported, including the small dependency of the stability on the polytype, the formation of S–S bonds between inter- and intra-planes, and the limit of stability for two concentric rings forming a single ring-like flake. read less USED (low confidence) W. Fu, X. Wang, J. Zhou, and Y. Yu, “Exploring the oxidation mechanism of Ni3Al based alloy by ReaxFF molecular dynamics simulation,” Computational Materials Science. 2022. link Times cited: 2 USED (low confidence) Y. Zhou, D. Cao, and X. Zhang, “Degradation Mechanism of Micro-Nanobubble Technology for Organic Pollutants in Aqueous Solutions,” Nanomaterials. 2022. link Times cited: 3 Abstract: Micro-nanobubbles (MNBs) technology has emerged as an effect… read moreAbstract: Micro-nanobubbles (MNBs) technology has emerged as an effective means of sewage treatment, while the molecular mechanism for its pollutant degradation is still unknown. In this paper, the reactive molecular dynamics simulation technique is used to study the degradation mechanism of pollutants caused by shock-induced nanobubble collapse. We first demonstrate that the propagating shock wave can induce nanobubble collapse, and the collapsing nanobubble has the ability to focus mechanical energy via the converging motion of liquid in the interior of the bubble, leading to the formation of a high-speed jet with a much higher energy density. We also unveil the mechanical nature of long-chain pollutant degradation and the mechanism of free radical generation. Due to the impacting jet, the high-gradient flow has the ability to stretch the long-chain molecule and cause mechanical scission of the molecule in a homolytic manner. Finally, our simulation results reveal that adding ozone molecules to the collapsing bubble would introduce an additional dehydrogenation mechanism. read less USED (low confidence) M. Liu et al., “Strength and fracture behaviors of ultralong carbon nanotubes with defects,” Carbon. 2022. link Times cited: 5 USED (low confidence) Y. Qiu, W. Zhong, and A. Yu, “The molecular dynamics simulation of lignite combustion process in O2/CO2 atmosphere with ReaxFF force field,” Powder Technology. 2022. link Times cited: 4 USED (low confidence) M. Fan and Y. Lu, “Insights into carbon monoxide oxidation in supercritical H2O/CO2 mixtures using reactive molecular dynamics simulations,” The Journal of Supercritical Fluids. 2022. link Times cited: 2 USED (low confidence) I. M. D. C. Cordeiro et al., “Atomistic characterisation of graphite oxidation and thermal decomposition mechanism under isothermal and Non-Isothermal heating scheme,” Computational Materials Science. 2022. link Times cited: 1 USED (low confidence) H. Qi, Q. Yang, Z. Li, C. Yang, X. Ma, and H. Ben, “Reaction Mechanism of Syngas Produced via Pyrolysis of Enteromorpha Polysaccharides,” Journal of Analytical and Applied Pyrolysis. 2022. link Times cited: 3 USED (low confidence) Y. Qiu et al., “Corrosion of Iron Covered with Iron Oxide Film by Chlorine and Hydrogen Chloride Gases: A Molecular Dynamics Simulation Study Using the ReaxFF,” Energies. 2022. link Times cited: 0 Abstract: Flue gas produced by biomass fuel combustion contains variou… read moreAbstract: Flue gas produced by biomass fuel combustion contains various chlorine-containing substances and is an important factor causing biomass boiler corrosion. The corrosion processes of chlorine, hydrogen chloride and water on iron covered with an intact/damaged oxide film were investigated under the high temperature of 1300 K through reactive molecular dynamics simulation. The results show that the diffusion processes of oxygen and chlorine are similar and can be divided into three stages: rapid diffusion, continuous diffusion, and no oxide film (stable). Oxygen diffusion in Fe2O3 into a pure iron layer is the main cause of gas corrosion in iron/iron oxide systems. A complete oxide film can hinder iron corrosion by chlorine and hydrogen chloride. Damage in an oxide film significantly affects oxygen and chlorine diffusion and iron corrosion. However, such influence is gradually reduced. The integrity of a protective film is the key to alleviating corrosion. Water facilitates the dissociation of chlorine and hydrogen chloride, and it reacts with iron at high temperatures to enhance corrosion. This study improves the understanding of the iron oxide/iron corrosion from chlorine-containing gases from a microscopic perspective and is of great significance to metal corrosion protection and biomass combustion technologies. read less USED (low confidence) Z. Liu, X. Ku, and H. Jin, “Pyrolysis Mechanism of Wheat Straw Based on ReaxFF Molecular Dynamics Simulations,” ACS Omega. 2022. link Times cited: 5 Abstract: Biomass has played an increasingly important role in the con… read moreAbstract: Biomass has played an increasingly important role in the consumption of energy worldwide because of its renewability and carbon-neutral property. In this work, the pyrolysis mechanism of wheat straw is explored using reactive force field molecular dynamics simulations. A large-scale wheat straw model composed of cellulose, hemicellulose, and lignin is built. After model validation, the temporal evolutions of the main pyrolysis products under different temperatures are analyzed. As the temperature rises, the gas production increases and the tar yield can decrease after peaking. Relatively high temperatures accelerate the generation rates of the main gas and tar species. CO and CO2 molecules mainly come from the cleavage of CHO2 radicals, and numerous H2O molecules are generated on account of dehydration. Moreover, the evolution of six functional groups and pyran and phenyl rings as well as three types of bonds is also presented. It is observed that the phenyl rings reflect improved thermostability. Finally, the pyrolytic kinetics analysis is conducted, and the estimated activation energy of wheat straw pyrolysis is found to be 56.19 kJ/mol. All these observations can help deeply understand the pyrolytic mechanism of wheat straw biomass. read less USED (low confidence) E. Caliskan and M. Kırca, “Tensile characteristics of boron nanotubes by using reactive molecular dynamics simulations,” Computational Materials Science. 2022. link Times cited: 2 USED (low confidence) A. Chaurasia, S. Jalan, and A. Parashar, “An atomistic approach to study the dynamic and structural response in 2D nanofiller reinforced polyethylene nanocomposites under ultra-short shock pulse loading,” Mechanics of Materials. 2022. link Times cited: 6 USED (low confidence) H. Xu, C. Gao, Z. Meng, A. Wang, S. Keten, and Z. Wu, “Atomistic investigation of fracture mechanisms in phosphorus-functionalized epoxy resins,” International Journal of Mechanical Sciences. 2022. link Times cited: 1 USED (low confidence) S. Nimbalkar et al., “Carbon allotropes form a hybrid material: Synthesis, characterization, and molecular dynamics simulation of novel graphene-glassy carbon hybrid material,” Carbon. 2022. link Times cited: 5 USED (low confidence) K. Tan et al., “Impacts of defect distribution on the ignition of crystalline explosives: An insight from the overlapping effect,” Energetic Materials Frontiers. 2022. link Times cited: 2 USED (low confidence) J. Jiang and Y. Diao, “The Effects of Physical-Chemical Evolution of High-Sulfur Petroleum Coke on Hg0 Removal from Coal-Fired Flue Gas and Exploration of Its Micro-Scale Mechanism,” International Journal of Environmental Research and Public Health. 2022. link Times cited: 0 Abstract: As the solid waste by-product from the delayed coking proces… read moreAbstract: As the solid waste by-product from the delayed coking process, high-sulfur petroleum coke (HSPC), which is hardly used for green utilization, becomes a promising raw material for Hg0 removal from coal-fired flue gas. The effects of the physical–chemical evolution of HSPC on Hg0 removal are discussed. The improved micropores created by pyrolysis and KOH activation could lead to over 50% of Hg0 removal efficiency with the loss of inherent sulfur. Additional S-containing and Br-containing additives are usually introduced to enhance active surface functional groups for Hg0 oxidation, where the main product are HgS, HgBr, and HgBr2. The chemical–mechanical activation method can make additives well loaded on the surface for Hg0 removal. The DFT method is used to sufficiently explain the micro-scale reaction mechanism of Hg0 oxidation on the surface of revised-HSPC. ReaxFF is usually employed for the simulation of the pyrolysis of HSPC. However, the developed mesoporous structure would be a better choice for Hg0 removal in that the coupled influence of pore structure and functional groups plays a comprehensive role in both adsorption and oxidation of Hg0. Thus, the optimal porous structure should be further explored. On the other hand, both internal and surface sulfur in HSPC should be enhanced to be exposed to saving sulfur additives or obtaining higher Hg0 removal capacity. For it, controllable pyrolysis with different pyrolysis parameters and the chemical–mechanical activation method is recommended to both improve pore structure and increase functional groups for Hg0 removal. For simulation methods, ReaxFF and DFT theory are expected to explain the micro-scale mechanisms of controllable pyrolysis, the chemical–mechanical activation of HSPC, and further Hg0 removal. This review work aims to provide both experimental and simulational guidance to promote the development of industrial application of Hg0 adsorbent based on HSPC. read less USED (low confidence) T. Mahadevan, A. Baroni, M. Taron, S. Gin, J. Du, and J. Delaye, “Development of potentials for molecular dynamics simulations of dry and hydrated calcium aluminosilicate glasses by force matching and refinement,” Journal of Non-Crystalline Solids. 2022. link Times cited: 3 USED (low confidence) S. Yan, D. Xia, X. Zhang, and X. Liu, “Synergistic mechanism of enhanced biocrude production during hydrothermal co-liquefaction of biomass model components: A molecular dynamics simulation,” Energy. 2022. link Times cited: 9 USED (low confidence) Z. Cheng, Q. Luo, J. Lu, and Z. Tian, “Understanding the Mechanisms of SiC–Water Reaction during Nanoscale Scratching without Chemical Reagents,” Micromachines. 2022. link Times cited: 1 Abstract: Microcracks inevitably appear on the SiC wafer surface durin… read moreAbstract: Microcracks inevitably appear on the SiC wafer surface during conventional thinning. It is generally believed that the damage-free surfaces obtained during chemical reactions are an effective means of inhibiting and eliminating microcracks. In our previous study, we found that SiC reacted with water (SiC–water reaction) to obtain a smooth surface. In this study, we analyzed the interfacial interaction mechanisms between a 4H-SiC wafer surface (0001-) and diamond indenter during nanoscale scratching using distilled water and without using an acid–base etching solution. To this end, experiments and ReaxFF reactive molecular dynamics simulations were performed. The results showed that amorphous SiO2 was generated on the SiC surface under the repeated mechanical action of the diamond abrasive indenter during the nanoscale scratching process. The SiC–water reaction was mainly dependent on the load and contact state when the removal size of SiC was controlled at the nanoscale and the removal mode was controlled at the plastic stage, which was not significantly affected by temperature and speed. Therefore, the reaction between water and SiC on the wafer surface could be controlled by effectively regulating the load, speed, and contact area. Microcracks can be avoided, and damage-free thinning of SiC wafers can be achieved by controlling the SiC–water reaction on the SiC wafer surface. read less USED (low confidence) A. Karuth, A. Alesadi, A. Vashisth, W. Xia, and B. Rasulev, “Reactive Molecular Dynamics Study of Hygrothermal Degradation of Crosslinked Epoxy Polymers,” ACS Applied Polymer Materials. 2022. link Times cited: 9 USED (low confidence) K. Furutani et al., “Elucidating the Atomic Structures of the Gel Layer Formed during Aluminoborosilicate Glass Dissolution: An Integrated Experimental and Simulation Study,” The Journal of Physical Chemistry C. 2022. link Times cited: 3 USED (low confidence) H. Yin, G. Gao, K. Liu, Y. Yang, G. Wu, and J. Ren, “Decomposition properties of two phase immersion cooling medium C6F12O: A computational study,” Chemical Physics Letters. 2022. link Times cited: 2 USED (low confidence) E. Huo et al., “Pyrolysis mechanism study of n-heptane as an endothermic hydrocarbon fuel: A reactive molecular dynamic simulation and density functional theory calculation study,” Computational and Theoretical Chemistry. 2022. link Times cited: 9 USED (low confidence) Y. Qiu, W. Zhong, and A. Yu, “Simulations on pressurized oxy-coal combustion and gasification by molecular dynamics method with ReaxFF,” Advanced Powder Technology. 2022. link Times cited: 6 USED (low confidence) Y.-L. Liu, Z. Zhong, and S. Xu, “Pyrolysis Mechanism of Tetrahydrotricyclopentadiene by ReaxFF Reactive Molecular Dynamics Simulations,” Computational and Theoretical Chemistry. 2022. link Times cited: 2 USED (low confidence) L. Song, F. Zhao, S. Xu, X. Ju, and C. Ye, “Onset of catalytic activity of graphene nanosheets in reaction with energetic materials evaluated by ReaxFF molecular dynamics simulation,” Surfaces and Interfaces. 2022. link Times cited: 3 USED (low confidence) T. Wang, X. Liu, S. Huang, A. Waheed, and M. He, “Modelling co-gasification of plastic waste and lignin in supercritical water using reactive molecular dynamics simulations,” International Journal of Hydrogen Energy. 2022. link Times cited: 10 USED (low confidence) T. D. Ta, A. Tieu, and B. Tran, “Influences of Iron and Iron Oxides on Ultra-Thin Carbon-Based Tribofilm Lubrication,” SSRN Electronic Journal. 2022. link Times cited: 4 USED (low confidence) Y. Guan, Y. Gao, J. Lou, X. Zhu, D. Pan, and H. Ma, “High-temperature thermal decomposition of iso-octane based on reactive molecular dynamics simulations,” Journal of Molecular Modeling. 2022. link Times cited: 1 USED (low confidence) J. Zhao, Z. Huang, G. Jin, M. Gao, and H. Zhu, “Reactive Molecular Dynamics Calculation and Ignition Delay Test of the Mixture of an Additive and 2-Azido-N,N-dimethylethanamine with Dinitrogen Tetroxide,” ACS Omega. 2022. link Times cited: 0 Abstract: In order to shorten the ignition delay of 2-azido-N,N-dimeth… read moreAbstract: In order to shorten the ignition delay of 2-azido-N,N-dimethylethanamine (DMAZ) and dinitrogen tetroxide (NTO), four amines [tert-butylamine, pyrrole, N,N,N′,N′-tetramethyl ethylenediamine (TMEDA), and diethylenetriamine (DABH)] with a mass fraction of 5% were added to DMAZ, and the potential energy change and the product change during the reaction of the mixture of an additive and DMAZ with NTO were analyzed by Reactive molecular dynamics (ReaxFF MD) calculation. Then, the ignition delay of the mixture of the additive and DMAZ as well as pure DMAZ with NTO was measured by a drop experiment with a photoelectric sensor and high-speed camera. The results show that the addition of pyrrole greatly reduced the time to reach the maximum system energy and greatly increased the rate of HNO2 formation. The dripping of the fuel was approximately a uniform linear motion, and the expression was y = 43.13 + 7.16x. The ignition delay time recorded by the camera was in good agreement with that of the optical signal. The measured ignition delay time for DMAZ with NTO was 261.5 ms. The mixture of pyrrole and DMAZ with NTO had the shortest ignition delay time of 100 ms, and the proportion of shortening the ignition delay time was the largest. The results of the droplet experiment were consistent with those of ReaxFF MD simulation, indicating that HNO2 plays an important role in the ignition delay, that is, the formation rate of HNO2 is positively correlated with the ignition delay. read less USED (low confidence) S. Nie, M. Q. Chen, and Q. H. Li, “Investigation of the depolymerization process of hydrothermal gasification natural rubber with ReaxFF-MD simulation and DFT computation,” Journal of Thermal Analysis and Calorimetry. 2022. link Times cited: 3 USED (low confidence) J. Dai, D. Li, Y. He, S. Du, and J.-N. Li, “Pore-scale investigation on the multi-component gas adsorption and diffusion in carbon xerogel microporous structure using molecular simulation methods,” Microporous and Mesoporous Materials. 2022. link Times cited: 3 USED (low confidence) X. Rao, C. Sheng, Z. Guo, C. Xu, L. Dai, and C. Yuan, “Corrosion behaviors of cylinder liner in marine diesel engine burning low sulfur fuel oil: An experimental and molecular dynamics simulation study,” Tribology International. 2022. link Times cited: 6 USED (low confidence) D. Romine and R. Sakidja, “Modeling atomic layer deposition of alumina using reactive force field molecular dynamics,” MRS Advances. 2022. link Times cited: 1 Abstract: In this study, we have utilized the reactive molecular dynam… read moreAbstract: In this study, we have utilized the reactive molecular dynamics (MD) simulations to model the Atomic Layer Deposition (ALD) process that forms an ultra-thin film of a tunnel barrier made of amorphous alumina. We chose the reactive MD approach over the ab-initio molecular dynamics simulation used in previous studies due to its lower computational cost, its ability to model over a relatively longer simulation period and its capability to assess atomistic-based dynamics for a larger substrate. We have reviewed the capabilities of ReaxFF to model stable precursors and reactions paths for two surface reactions of the ALD process utilizing LAMMPS and Amsterdam Modeling Suites software. A comparison of two force field potential models is also made in an effort to determine where deficiencies in the modeling capabilities lie. read less USED (low confidence) W. Q. Neves et al., “Pressure-induced structural transformations on linear carbon chains encapsulated in carbon nanotubes: A potential route for obtaining longer chains and ultra-hard composites,” Carbon. 2022. link Times cited: 2 USED (low confidence) Y. Bu et al., “High-temperature pyrolysis behavior and structural evolution mechanism of graphene oxide: a ReaxFF Molecular Dynamics Simulation,” Applied Surface Science. 2022. link Times cited: 3 USED (low confidence) C. Xiao, Q. Song, Q. Shen, T. Wang, and W. Xie, “Understanding on interlaminar nano-reinforcement induced mechanical performance improvement of carbon/carbon composites after silicon infiltration,” Composites Part B: Engineering. 2022. link Times cited: 13 USED (low confidence) F. Zheng et al., “Assessing Pyrolysis Behavior of Silicon-Containing Arylacetylene Resin Via Experiments and Reaxff Md Simulations,” SSRN Electronic Journal. 2022. link Times cited: 19 USED (low confidence) J. Zhang, J. Wang, Z. Li, J. Zhu, and B. Lu, “Molecular Dynamics Simulation and Gas Generation Tracking of Pyrolysis of Bituminous Coal,” ACS Omega. 2022. link Times cited: 2 Abstract: To study the generation rules of organic molecules or fragme… read moreAbstract: To study the generation rules of organic molecules or fragments and the generation paths of some hydrocarbon gases (C2H2/C2H4) and inorganic gases (CO2/H2O/H2/H2S) in the pyrolysis process of bituminous coal at 1000–5000 K, the ReaxFF molecular dynamics module in AMS software was used to simulate the pyrolysis behavior of the Hongqingliang model, Gaojialiang model, and Wiser model. With the increase of temperature, the system potential energy decreases, the endothermic efficiency increases first and then decreases, the fragments of C1–C4 fragments increase, and the gas molecules generated increase. In the pyrolysis process, the oxygen-containing functional groups and hydrogen groups formed H2O and H2 with the increase of temperature. H2S as an intermediate product is always maintained in dynamic equilibrium. CO2 comes from the decarboxylation of the carboxyl groups. When the temperature is lower than 3000 K, C2H4 and C2H2 are mainly formed by the adjacent carbon structure in coal molecules, and C2H4 is formed from the ethyl side chain, the naphthenic structure, and the unstable aromatic rings. C2H2 is formed from naphthene structures and aromatic rings with multiple side chains. When the temperature is higher than 3000 K, C2H4 and C2H2 are mainly formed by the random combination of free radicals generated by the crushing of coal molecules. The research results are of great significance to coal pyrolysis and clean utilization of coal. read less USED (low confidence) H. Liu et al., “Overall mechanism of JP-10 pyrolysis unraveled by large-scale reactive molecular dynamics simulation,” Combustion and Flame. 2022. link Times cited: 17 USED (low confidence) E. Ditler and S. Luber, “Vibrational spectroscopy by means of first‐principles molecular dynamics simulations,” Wiley Interdisciplinary Reviews: Computational Molecular Science. 2022. link Times cited: 21 Abstract: Vibrational spectroscopy is one of the most important experi… read moreAbstract: Vibrational spectroscopy is one of the most important experimental techniques for the characterization of molecules and materials. Spectroscopic signatures retrieved in experiments are not always easy to explain in terms of the structure and dynamics of the studied samples. Computational studies are a crucial tool for helping to understand and predict experimental results. Molecular dynamics simulations have emerged as an attractive method for the simulation of vibrational spectra because they explicitly treat the vibrational motion present in the compound under study, in particular in large and condensed systems, subject to complex intramolecular and intermolecular interactions. In this context, first‐principles molecular dynamics (FPMD) has been proven to provide an accurate realistic description of many compounds. This review article summarizes the field of vibrational spectroscopy by means of FPDM and highlights recent advances made such as the simulation of Infrared, vibrational circular dichroism, Raman, Raman optical activity, sum frequency generation, and nonlinear spectroscopies. read less USED (low confidence) N. Tao, Y. Cheng, H. Xing, S. Lo, S. Lu, and H. Zhang, “Thermal decomposition and fire‐extinguishing mechanism of N(
CF
2
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3
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3
by
ReaxFF
‐based molecular dynamics simulation and density functional theory calculation,” International Journal of Quantum Chemistry. 2022. link Times cited: 0 USED (low confidence) W. Zhou, X. Zhang, W. Zhou, L. Yang, and Z. Jia, “Inhibition Mechanism of Electric Field on Polycyclic Aromatic Hydrocarbon Formation during n-decane Pyrolysis: A ReaxFF MD and DFT Study,” Journal of the Energy Institute. 2022. link Times cited: 12 USED (low confidence) M. Wang, K. Han, J. Qi, Z. Teng, and J. Zhang, “Sr-doped urchin-like NiCo hydroxide and Sr-doped flower-like NiCo hydroxide@O-doped layered porous carbon for high-performance asymmetric supercapacitors with gel electrolyte,” Journal of Cleaner Production. 2022. link Times cited: 2 USED (low confidence) X. Zhang, Y. Pan, Y. Ni, X. Shi, and J. Jiang, “Atomistic insights into the pyrolysis of methyl ethyl ketone peroxide via ReaxFF molecular dynamics simulation,” Process Safety and Environmental Protection. 2022. link Times cited: 7 USED (low confidence) J. Liu, H. Zhang, and Q. Yan, “Anti-sintering behavior and combustion process of aluminum nano particles coated with PTFE: A molecular dynamics study,” Defence Technology. 2022. link Times cited: 10 USED (low confidence) E. Huo, L. Xin, S. Zhang, C. Liu, S. Wang, and L. Zhang, “The combustion mechanism of leaking propane (R290) in O2 and O2/H2O environments: ReaxFF molecular dynamics and density functional theory study,” Process Safety and Environmental Protection. 2022. link Times cited: 12 USED (low confidence) Y. Liu et al., “Formation of Linear Oligomers in Solid Electrolyte Interphase via Two‐Electron Reduction of Ethylene Carbonate,” Advanced Theory and Simulations. 2022. link Times cited: 1 Abstract: Solid electrolyte interphase (SEI) plays a significant role … read moreAbstract: Solid electrolyte interphase (SEI) plays a significant role in enhancing the stability and durability of lithium metal batteries (LMBs) by separating highly reactive lithium metal anode (LMA) from the electrolyte to avoid continuous degradation. However, the underlying reaction mechanism is still far from clear. Herein, a hybrid ab initio and reactive force field (HAIR) method is employed to extend the ab initio molecular dynamics (AIMD) to 1 ns, which provides crystal information about the reaction mechanism of elementary reactions that can explain the components and morphology evolution of SEI formation. Specifically, HAIR simulation confirms the two‐electron (2e–) reduction of ethylene carbonate (EC) by releasing CO and CO2, agreeing with phenomenal experiment observation. As the unsaturated intermediates accumulate, polymerization reactions occur, producing linear polyethylene oxide (PEO), Li2OCO2CH2CH2, Li2OCO2(CH2)4, etc., which regulate the formation of outer organic layer (OOL) that consists of linear polyethylene oxide (PEO), Li2OCO2CH2CH2, Li2OCO2(CH2)4, etc., and the inner inorganic layer (IIL) mainly consists of LiF and Li2O. Simulations at low concentration (LC, 1M) and high concentration (HC, 5M) reveal significantly different reaction pathways when HC electrolyte can significantly promote the formation of homogenous LiF that has been regarded as an important component to facilitate robust SEI. read less USED (low confidence) M. Monteferrante, A. Tiribocchi, S. Succi, D. Pisignano, and M. Lauricella, “Capturing Free-Radical Polymerization by Synergetic Ab Initio Calculations and Topological Reactive Molecular Dynamics,” Macromolecules. 2022. link Times cited: 3 Abstract: Photocurable polymers are used ubiquitously in 3D printing, … read moreAbstract: Photocurable polymers are used ubiquitously in 3D printing, coatings, adhesives, and composite fillers. In the present work, the free radical polymerization of photocurable compounds is studied using reactive classical molecular dynamics combined with a dynamical approach of the nonequilibrium molecular dynamics (D-NEMD). Different concentrations of radicals and reaction velocities are considered. The mechanical properties of the polymer resulting from 1,6-hexanediol dimethacrylate systems are characterized in terms of viscosity, diffusion constant, and activation energy, whereas the topological ones through the number of cycles (polymer loops) and cyclomatic complexity. Effects like volume shrinkage and delaying of the gel point for increasing monomer concentration are also predicted, as well as the stress–strain curve and Young’s modulus. Combining ab initio, reactive molecular dynamics, and the D-NEMD method might lead to a novel and powerful tool to describe photopolymerization processes and to original routes to optimize additive manufacturing methods relying on photosensitive macromolecular systems. read less USED (low confidence) Q. Chu, C. Wang, and D. Chen, “Towards fully ab initio modeling of soot formation in a nanoreactor,” SSRN Electronic Journal. 2022. link Times cited: 4 Abstract: A neural network (NN)-based model is proposed to construct t… read moreAbstract: A neural network (NN)-based model is proposed to construct the potential energy surface of soot formation. Our NN-based model is proven to possess good scalability of O(N) and retain the ab initio accuracy, which allows the investigation of the entire evolution of soot particles with tens of nm from an atomic perspective. A series of NN-based molecular dynamics (NNMD) simulations are performed using a nanoreactor scheme to investigate critical processes in soot formation, acetylene polymerization, and inception of PAH radicals. This shows that NNMD can capture the dynamic process of acetylene polymerization into PAH precursors. The simulation of PAH radicals reveals that physical interaction enhances chemical nucleation, and such enhancement is observed for clusters of π- and σ-radicals, which is distinct from the dimer. We also observed that PAH radicals of ~ 400 Da can produce core-shell soot particles at a flame temperature, with a disordered core and outer shell of stacked PAHs, suggesting a potential physically stabilized soot inception mechanism. read less USED (low confidence) L. Du, J. Chen, E. Hu, and F. Zeng, “A reactive molecular dynamics simulation study on corrosion behaviors of carbon steel in salt spray,” Computational Materials Science. 2022. link Times cited: 4 USED (low confidence) N. Orekhov et al., “Mechanism of graphene oxide laser reduction at ambient conditions: Experimental and ReaxFF study,” Carbon. 2022. link Times cited: 12 USED (low confidence) Y. Han, Q. Gao, X. Guo, and T. Jiao, “Influence of external electric field on polymerization of Fe (III) flocculant in water: A reactive molecular dynamics and experiment study,” Journal of Molecular Liquids. 2022. link Times cited: 0 USED (low confidence) K. M. S. Uddin, M. Izadifar, N. Ukrainczyk, E. Koenders, and B. Middendorf, “Dissolution of Portlandite in Pure Water: Part 1 Molecular Dynamics (MD) Approach,” Materials. 2022. link Times cited: 9 Abstract: The current contribution proposes a multi-scale bridging mod… read moreAbstract: The current contribution proposes a multi-scale bridging modeling approach for the dissolution of crystals to connect the atomistic scale to the (sub-) micro-scale. This is demonstrated in the example of dissolution of portlandite, as a relatively simple benchmarking example for cementitious materials. Moreover, dissolution kinetics is also important for other industrial processes, e.g., acid gas absorption and pH control. In this work, the biased molecular dynamics (metadynamics) coupled with reactive force field is employed to calculate the reaction path as a free energy surface of calcium dissolution at 298 K in water from the different crystal facets of portlandite. It is also explained why the reactivity of the (010), (100), and (11¯0) crystal facet is higher compared to the (001) facet. In addition, the influence of neighboring Ca crystal sites arrangements on the atomistic dissolution rates is explained as necessary scenarios for the upscaling. The calculated rate constants of all atomistic reaction scenarios provided an input catalog ready to be used in an upscaling kinetic Monte Carlo (KMC) approach. read less USED (low confidence) Y. Zhang, S. Wang, Z. Zhou, H. Zhao, C. Tang, and Y. Gao, “Study on the effect of particle size on early oxidation characteristics of aluminum nanoparticles,” Powder Technology. 2022. link Times cited: 7 USED (low confidence) R. W. Grayson, W. Goddard, and K. Giapis, “Reactive scattering of water group ions on ice surfaces with relevance to Saturn’s icy moons,” Icarus. 2022. link Times cited: 0 USED (low confidence) F. Xu, Q. Wang, and C.-T. Wu, “Reactive force-field simulation of the effect of heating rate on pyrolysis behavior of lignite,” Korean Journal of Chemical Engineering. 2022. link Times cited: 1 USED (low confidence) Y. Li, D. Yan, T. Yang, G. Wen, and X. Yao, “Revealing the Chemical Reaction Properties of a SiHCl3 Pyrolysis System by the ReaxFF Molecular Dynamics Method,” ACS Omega. 2022. link Times cited: 0 Abstract: The pyrolysis kinetics of SiHCl3 and its reaction mechanism … read moreAbstract: The pyrolysis kinetics of SiHCl3 and its reaction mechanism are essential for the chemical vapor deposition process in polysilicon industries. However, due to the high temperature and lack of in situ experimental detection technology, it is difficult to carry out experimental research on the pyrolysis kinetics of SiHCl3. In this work, reactive force field molecular dynamics simulations of SiHCl3 pyrolysis were performed to investigate the effect of temperature on the pyrolysis kinetics of SiHCl3 at the atomistic scale in a wide temperature range (1000–2000 K). The lumped Si clusters containing more than five Si atoms tended to appear at the later period of the reaction under a temperature lower than 1300 K, some of which even possessed polycyclic structures; nevertheless, small ones with less than two Si atoms such as SiHCl2 and HCl tended to emerge under a high temperature. The changes of partial energy terms with time evolution under various temperatures were proved to be rooted in the distribution of intermediates based on the momentary simulation period. In general, the reaction network at a low temperature was more complicated than that at a high temperature, resulting from the fact that more chemical events and intermediates came into existence, and the maximum number of Si atoms in one single molecule/radical was observed under a low temperature than that under a high temperature. As to the variation of SiHCl3 with the progress of the reaction, the linear fitting tendency disappeared under the temperature above 1300 K, which changed in fluctuation with the further elevation of temperature, elucidating the fact that SiHCl3 can act as a product and not just as a reactant to participate in elementary chemical events frequently. read less USED (low confidence) M. T. Rad and M. Foroutan, “Wettability of Penta-Graphene: A Molecular Dynamics Simulation Approach,” The Journal of Physical Chemistry C. 2022. link Times cited: 3 USED (low confidence) X. Yao, E. Shamsaei, K. Sagoe-Crentsil, and W. Duan, “The interaction of graphene oxide with cement mortar: implications on reinforcing mechanisms,” Journal of Materials Science. 2022. link Times cited: 5 USED (low confidence) S. Oyinbo and T. Jen, “Reactive molecular dynamics simulations of nickel-based heterometallic catalysts for hydrogen evolution in an alkaline KOH solution,” Computational Materials Science. 2022. link Times cited: 4 USED (low confidence) S. Zhang, X. Guo, S. Yuan, Z. Jin, and W. Tang, “Insight on the structural changes of Glass-Ceramics during nanoindentation derived from Reactive Force-Field-Based molecular dynamic simulations,” Applied Surface Science. 2022. link Times cited: 5 USED (low confidence) D. Hong, P. Gao, and C. Wang, “A comprehensive understanding of the synergistic effect during co-pyrolysis of polyvinyl chloride (PVC) and coal,” Energy. 2022. link Times cited: 31 USED (low confidence) S. Yu, R. Chu, X. Li, G. Wu, and X. Meng, “Combined ReaxFF and Ab Initio MD Simulations of Brown Coal Oxidation and Coal–Water Interactions,” Entropy. 2021. link Times cited: 4 Abstract: In this manuscript, we use a combination of Car–Parrinello m… read moreAbstract: In this manuscript, we use a combination of Car–Parrinello molecular dynamics (CPMD) and ReaxFF reactive molecular dynamics (ReaxFF-MD) simulations to study the brown coal–water interactions and coal oxidation. Our Car–Parrinello molecular dynamics simulation results reveal that hydrogen bonds dominate the water adsorption process, and oxygen-containing functional groups such as carboxyl play an important role in the interaction between brown coal and water. The discrepancy in hydrogen bonds formation between our simulation results by ab initio molecular dynamics (CPMD) and that by ReaxFF-MD indicates that the ReaxFF force field is not capable of accurately describing the diffusive behaviors of water on lignite at low temperatures. The oxidations of brown coal for both fuel rich and fuel lean conditions at various temperatures were investigated using ReaxFF-MD simulations through which the generation rates of major products were obtained. In addition, it was observed that the density decrease significantly enhances the generation of gaseous products due to the entropy gain by reducing system density. Although the ReaxFF-MD simulation of complete coal combustion process is limited to high temperatures, the combined CPMD and ReaxFF-MD simulations allow us to examine the correlation between water adsorption on brown coal and the initial stage of coal oxidation. read less USED (low confidence) P. Xu, F. Rahmani, and Y. Chiew, “Adsorption and diffusion of methane and light gases in 3D nano-porous graphene sponge,” Molecular Simulation. 2021. link Times cited: 2 Abstract: ABSTRACT Advances in graphene assembly has shown that mechan… read moreAbstract: ABSTRACT Advances in graphene assembly has shown that mechanically strong 3D nano-porous graphene sponge (NGS) can potentially be used for gas separation. The objectives of this computational study are to: (i) explore the use of NGS as adsorbent for separating light gases and light hydrocarbons from methane, and (ii) assess the potential of using NGS as a membrane for methane/ethane gas separation. A 3D nano-porous graphene sponge was constructed by reacting graphene flakes in the presence of inert non-reactive particles using Reactive Force Field (ReaxFF) molecular dynamics. We performed grand canonical Monte Carlo (GCMC) simulation to determine the adsorption capacity of NGS for methane, ethane, propane, butane, carbon dioxide, and nitrogen. In addition, GCMC simulations were performed on methane/ethane, methane/carbon dioxide, and nitrogen/methane gas mixtures to determine the selectivity for these gases on NGS. Our results show that graphene sponge has high selectivity for ethane over methane and methane over nitrogen. In addition, we obtained the diffusion coefficients of methane and ethane in NGS and estimated the perm-selectivity of ethane over methane. Because of its high solubility in graphene sponge, the perm-selectivity of ethane over methane is 4.76, despite its lower diffusion coefficient, suggesting that it could potentially be used as a membrane for separating ethane from methane. read less USED (low confidence) A. Zurhelle, W. Stehling, R. Waser, R. D. D. Souza, and S. Menzel, “Oxygen Diffusion in Platinum Electrodes: A Molecular Dynamics Study of the Role of Extended Defects,” Advanced Materials Interfaces. 2021. link Times cited: 5 Abstract: Platinum serves as a model electrode in solid‐state electroc… read moreAbstract: Platinum serves as a model electrode in solid‐state electrochemistry and as the inert electrode in redox‐based resistive random‐access memory (ReRAM) technology. Experimental work has proposed that oxygen may diffuse faster along platinum's extended defects, but quantitative, unambiguous transport data do not exist. In this study, the diffusion of oxygen atoms in crystalline platinum and along its extended defects is studied as a function of temperature by means of molecular dynamics (MD) simulations with the ReaxFF interatomic potentials. The MD simulations indicate that platinum vacancies trap oxygen atoms, inhibiting their diffusion through the platinum lattice and leading to a high activation enthalpy of diffusion of around 3 eV. This picture of trapping is supported by static density‐functional‐theory calculations. MD simulations of selected dislocations and selected grain boundaries indicate that oxygen diffusion is much faster along these extended defects than through the Pt lattice at temperatures below 1400 K, exhibiting a much lower activation enthalpy of ≈0.7 eV for all extended defects examined. Producing specific electrode microstructures with controlled densities and types of extended defects thus offers a new avenue to improve the performance of ReRAM devices and to prevent device failure. read less USED (low confidence) H. Shi, M. Song, J. Yang, Q. Han, Y. H. Ren, and Z. Jiang, “Thermal conductivity and interfacial thermal conductivity of complex graphene nanoribbons without and with polyethylene molecules,” International Journal of Thermal Sciences. 2021. link Times cited: 4 USED (low confidence) S. Meng, F.-she Li, S. Wang, and H. Wang, “Molecular dynamics simulation and experimental research on the oxidation reaction of methyl linoleate at low oxygen and high temperature,” Fuel. 2021. link Times cited: 10 USED (low confidence) K. Li et al., “Thermal behaviour, kinetics and mechanisms of CO2 interactions with graphene: An atomic scale reactive molecular dynamic study,” Chemical Engineering Journal. 2021. link Times cited: 11 USED (low confidence) I. M. P. Espinosa, N. Barua, and R. Mohan, “Hydrostatic Compression and Pressure Phase Transition of Major Portland Cement Constituents – Insights via Molecular Dynamics Modeling,” Cement. 2021. link Times cited: 3 USED (low confidence) E. T. Bentria et al., “Insights on the effect of water content in carburizing gas mixtures on the metal dusting corrosion of iron,” Applied Surface Science. 2021. link Times cited: 5 USED (low confidence) R. Vaid, E. Yıldırım, M. Pasquinelli, and M. W. King, “Hydrolytic Degradation of Polylactic Acid Fibers as a Function of pH and Exposure Time,” Molecules. 2021. link Times cited: 18 Abstract: Polylactic acid (PLA) is a widely used bioresorbable polymer… read moreAbstract: Polylactic acid (PLA) is a widely used bioresorbable polymer in medical devices owing to its biocompatibility, bioresorbability, and biodegradability. It is also considered a sustainable solution for a wide variety of other applications, including packaging. Because of its widespread use, there have been many studies evaluating this polymer. However, gaps still exist in our understanding of the hydrolytic degradation in extreme pH environments and its impact on physical and mechanical properties, especially in fibrous materials. The goal of this work is to explore the hydrolytic degradation of PLA fibers as a function of a wide range of pH values and exposure times. To complement the experimental measurements, molecular-level details were obtained using both molecular dynamics (MD) simulations with ReaxFF and density functional theory (DFT) calculations. The hydrolytic degradation of PLA fibers from both experiments and simulations was observed to have a faster rate of degradation in alkaline conditions, with 40% of strength loss of the fibers in just 25 days together with an increase in the percent crystallinity of the degraded samples. Additionally, surface erosion was observed in these PLA fibers, especially in extreme alkaline environments, in contrast to bulk erosion observed in molded PLA grafts and other materials, which is attributed to the increased crystallinity induced during the fiber spinning process. These results indicate that spun PLA fibers function in a predictable manner as a bioresorbable medical device when totally degraded at end-of-life in more alkaline conditions. read less USED (low confidence) Z. Negaresh, M. Fazli, and S. M. Hashemianzadeh, “H-passivated nanoporous graphene membranes for CO2/N2 separation: A reactive molecular dynamic simulation,” Journal of Molecular Structure. 2021. link Times cited: 2 USED (low confidence) G. B. Kanegae and A. F. Fonseca, “Effective acetylene length dependence of the elastic properties of different kinds of graphynes,” Carbon Trends. 2021. link Times cited: 5 USED (low confidence) M. Caricato, “Cluster Model Simulations of Metal-Doped Amorphous Silicates for Heterogeneous Catalysis,” The Journal of Physical Chemistry C. 2021. link Times cited: 6 USED (low confidence) H. Feng, J. Sun, Z. Wu, H. Jin, and L. Guo, “Investigation of recycled phenol effects on supercritical water gasification of coal using ReaxFF MD simulation,” Fuel. 2021. link Times cited: 18 USED (low confidence) X. Li, L. Liu, H. Mei, S. Xu, J. Li, and J. Zhang, “The formation mechanisms of amorphous bands of boron carbide nanopillars under uniaxial compressions and their effects on mechanical properties from molecular dynamics simulation,” Computational Materials Science. 2021. link Times cited: 1 USED (low confidence) F. Gruy, M. Kaminska, and J. Valente, “Dynamics of oligomerization of silicate solution studied by Molecular Dynamics,” Colloids and Surfaces A: Physicochemical and Engineering Aspects. 2021. link Times cited: 2 USED (low confidence) E. Lindgren, J. G. S. Monteiro, A. R. dos Santos, F. P. Fleming, and A. G. H. Barbosa, “Initiation mechanisms and kinetics of the combustion of cyclopentane and cyclopentene from ReaxFF molecular dynamics,” Fuel. 2021. link Times cited: 10 USED (low confidence) Z. E. Oufir, H. Ramézani, N. Mathieu, and S. Delpeux, “Impact of adsorbent carbons and carbon surface conductivity on adsorption capacity of CO2, CH4, N2 and gas separation,” Computational Materials Science. 2021. link Times cited: 8 USED (low confidence) T. Ma et al., “Unraveling the surface behavior of amino acids on Cu wiring in chemical mechanical polishing of barrier layers: A combination of experiments and ReaxFF MD,” Journal of Molecular Liquids. 2021. link Times cited: 11 USED (low confidence) F. Javid et al., “Hydrothermal deconstruction of two antibiotics (amoxicillin and metronidazole),” Journal of Cleaner Production. 2021. link Times cited: 12 USED (low confidence) J. Wang, B. Zhu, and Y. Sun, “Microscopic mechanism of α-rhombic crystal boron nanocluster oxidation in oxygen,” Fuel. 2021. link Times cited: 10 USED (low confidence) L. Liu, S. Chen, H. Xu, Q. Zhu, and H. Ren, “Effect of Alkyl Substituent for Cyclohexane on Pyrolysis towards Sooting Tendency from Theoretical Principle,” Journal of Analytical and Applied Pyrolysis. 2021. link Times cited: 12 USED (low confidence) H.-cun Bai, N. Mao, R. Wang, Z. Li, M. Zhu, and Q. Wang, “Kinetic characteristics and reactive behaviors of HSW vitrinite coal pyrolysis: A comprehensive analysis based on TG-MS experiments, kinetics models and ReaxFF MD simulations,” Energy Reports. 2021. link Times cited: 27 USED (low confidence) Y. Wang, M. Gu, and L. Cao, “Reactive molecular dynamics simulations of soot formation in acetylene combustion with hydrogen addition,” Energy Reports. 2021. link Times cited: 4 USED (low confidence) H. Nishino, K. Kanamori, K. Okada, and A. Yonezu, “Fracture Behavior of Alumina/Epoxy Resin Interface and Effect of Water Molecules by Using Molecular Dynamics Using Reaction Force Field (ReaxFF),” Volume 12: Mechanics of Solids, Structures, and Fluids; Micro- and Nano- Systems Engineering and Packaging. 2021. link Times cited: 1 Abstract:
Adhesion bonding of metals and polymers is attracting atte… read moreAbstract:
Adhesion bonding of metals and polymers is attracting attention as an innovative bonding technology to realize high functionality and weight reduction of various mechanical parts and structural materials. This technology has been significantly demanded with the rapid development of multi-materials in recent years. However, it has been reported that natural oxide film and hydroxide film are formed on the metal surface, resulting in the change in adhesion, especially degradation of adhesion is sometimes accelerated by water molecules at the interface. The mechanism of adhesion degradation is still unclear. In this study, the interface between metal and resin was modeled using the molecular dynamics (MD) simulation to investigate how the moisture (water molecules) on the interfacial surface affects the adhesion. This study varied the amount of water molecules at the interface and investigated how water molecules affect the adhesive strength subjected to uni-axial tensile loading. In addition, the potential energy around the interface was calculated, and the adhesion mechanism with respected to water molecules was carefully discussed. read less USED (low confidence) A. Zhou, Q. Yang, K. Xu, Q. Zhou, J. Wu, and H. Bai, “Manipulating the elasticity of chemically modified graphene aerogel through water surface plasticization,” Carbon. 2021. link Times cited: 3 USED (low confidence) Y. Fu, J. Wu, S. Xiao, S. Liu, Z. Zhang, and J. He, “Tensile mechanical characteristics of ultra-thin carbon sulfur nanothreads in orientational order,” Carbon. 2021. link Times cited: 4 USED (low confidence) R. Montgomery-Walsh, S. Nimbalkar, J. Bunnell, S. L. Galindo, and S. Kassegne, “Molecular dynamics simulation of evolution of nanostructures and functional groups in glassy carbon under pyrolysis,” Carbon. 2021. link Times cited: 11 USED (low confidence) W. Chang et al., “Smallest carbon nanowires made easy: Long linear carbon chains confined inside single-walled carbon nanotubes,” Carbon. 2021. link Times cited: 15 USED (low confidence) D. Hossain, Q. Zhang, T. Cheng, W. Goddard, and Z. Luo, “Graphitization of low-density amorphous carbon for electrocatalysis electrodes from ReaxFF reactive dynamics,” Carbon. 2021. link Times cited: 13 USED (low confidence) E. Huo, L. Xin, C. Liu, and S. Wang, “Combustion mechanism of n-pentane, isopentane and neopentane as environmentally friendly working fluids: ReaxFF molecular dynamic simulations study,” Theoretical Chemistry Accounts. 2021. link Times cited: 7 USED (low confidence) Y. Liu, X. Wei, W. Sun, and L. Zhao, “Combustion of Fuel JP8-1: Mechanism and Reaction Kinetics Based on ReaxFF MD,” Industrial & Engineering Chemistry Research. 2021. link Times cited: 5 USED (low confidence) S. Yuan, H. Zhang, Y. Wang, Y. Ma, and S. Yuan, “Atomistic insights into heterogeneous reaction of hydrogen peroxide on alumina particles: Combining DFT calculation and ReaxFF molecular dynamics simulations,” Colloids and Surfaces A: Physicochemical and Engineering Aspects. 2021. link Times cited: 2 USED (low confidence) Y. Zhou, Q. Dang, Y. Wu, and T. Lei, “A mechanistic investigation of lignin dimer fast pyrolysis from reactive molecular dynamics simulation,” Journal of Environmental Chemical Engineering. 2021. link Times cited: 7 USED (low confidence) Y. Pedram, F. Marsusi, and S. Yousefbeigi, “Melting process of fluorinated graphene: A molecular dynamics study,” Chemical Physics Letters. 2021. link Times cited: 1 USED (low confidence) L. Yi et al., “Molecular dynamic study on hydrogen production from unsymmetrical dimethylhydrazine in supercritical water,” Journal of Molecular Liquids. 2021. link Times cited: 7 USED (low confidence) S. Oyinbo and T. Jen, “Hydrogen evolution reaction in an alkaline environment through nanoscale Ni, Pt, NiO, Fe/Ni and Pt/Ni surfaces: Reactive molecular dynamics simulation,” Materials Chemistry and Physics. 2021. link Times cited: 6 USED (low confidence) M. Rahman, E. Chowdhury, and S. Hong, “High temperature oxidation of monolayer MoS2 and its effect on mechanical properties: A ReaxFF molecular dynamics study,” Surfaces and Interfaces. 2021. link Times cited: 13 USED (low confidence) Q. Wang, J. Zhang, H. Li, H. Zhang, H.-cun Bai, and Q. Guo, “Exploring molecular structure characteristics and chemical index of Qinghua bituminous coal: A comprehensive insight from single molecule of macerals to particles with various sizes,” Powder Technology. 2021. link Times cited: 15 USED (low confidence) D. Hu, X. Gu, and B. Cui, “Effect of styrene-butadiene-styrene copolymer on the aging resistance of asphalt: An atomistic understanding from reactive molecular dynamics simulations,” Frontiers of Structural and Civil Engineering. 2021. link Times cited: 6 USED (low confidence) Z. Liu, X. Ku, H. Jin, and S. Yang, “Research on the microscopic reaction mechanism of cellulose pyrolysis using the molecular dynamics simulation,” Journal of Analytical and Applied Pyrolysis. 2021. link Times cited: 17 USED (low confidence) Z. E. Oufir, H. Ramézani, N. Mathieu, S. Delpeux, and S. Bhatia, “Influence of force field used in carbon nanostructure reconstruction on simulated phenol adsorption isotherms in aqueous medium,” Journal of Molecular Liquids. 2021. link Times cited: 2 USED (low confidence) L. Zheng et al., “Atomically Thin Bilayer Janus Membranes for Cryo-electron Microscopy.,” ACS nano. 2021. link Times cited: 5 Abstract: Cryo-electron microscopy (cryo-EM) has emerged as a vital to… read moreAbstract: Cryo-electron microscopy (cryo-EM) has emerged as a vital tool to reveal the native structure of beam-sensitive biomolecules and materials. Yet high-resolution cryo-EM analysis is still limited by the poorly controlled specimen preparation and urgently demands a robust supporting film material to prepare desirable samples. Here, we developed a bilayer Janus graphene membrane with the top-layer graphene being functionalized to interact with target molecules on the surface, while the bottom layer being kept intact to reinforce its mechanical steadiness. The ultraclean and atomically thin bilayer Janus membrane prepared by our protocol on one hand generates almost no extra noise and on the other hand reduces the specimen motion during cryo-EM imaging, thus allowing the atomic-resolution characterization of surface functional groups. Using such Janus membranes in cryo-EM specimen preparation, we were able to directly image the lithium dendrite and reconstruct macromolecules at near-atomic resolution. Our results demonstrate the bilayer Janus design as a promising supporting material for high-resolution cryo-EM and EM imaging. read less USED (low confidence) L. Shi, M. Sessim, M. Tonks, and S. Phillpot, “High-temperature oxidation of carbon fiber and char by molecular dynamics simulation,” Carbon. 2021. link Times cited: 10 USED (low confidence) H. Yuan, W. Kong, and J. Xia, “Steered molecular dynamics and stability analysis on PAH dimerisation and condensation on fullerene and soot surfaces.,” Physical chemistry chemical physics : PCCP. 2021. link Times cited: 2 Abstract: The mechanism of how a soot nucleus is impacted by polycycli… read moreAbstract: The mechanism of how a soot nucleus is impacted by polycyclic aromatic hydrocarbons (PAHs) and then grows through PAH condensation remains unclear. Using steered molecular dynamics (SMD), the non-bonding interaction between PAHs and soot was quantitatively studied using the free energy distribution during the dimerisation and condensation. The results showed that only two dimers (A7-A10 and 2 A10) remained stable at 1000 K. The simulations showed that PAH condensation on a fullerene should not be ignored in soot mass growth. For fullerenes with a diameter not less than 1.8 nm (C540), even A4 condenses at temperatures of 1500 K, and A10 condenses stably on the surface of fullerenes even at 2000 K. The effects of multilayers and hydrogenated fullerenes on the free energy of PAH condensation are different. The stability of PAH dimers and PAH condensation pairs was discussed through free energy and chemical equilibrium. The results show that larger dimers are more stable than small ones at flame temperatures. Condensation is far more important than nucleation in mass growth at flame temperatures. Furthermore, the larger the PAH is, the higher the transformation ratio of the PAH in condensation on soot and thus the more stable the condensation product is. Finally, both the stability analysis of an upper temperature limit for condensation and simulation results of ReaxFF-MD cross-confirm that pyrene stably condensates on a simplified nascent soot (C540) and a simulated soot (C658H319O9), respectively, at 1500 K, but not at higher temperatures over 1800 K. read less USED (low confidence) J. M. Marmolejo-Tejada, J. D. L. Roche-Yepes, C. Pérez-López, J. A. P. Taborda, A. Ávila, and A. Jaramillo-Botero, “Understanding the Origin of Enhanced Piezoelectric Response in PVDF Matrices with Embedded ZnO Nanoparticles, from Polarizable Molecular Dynamics Simulations,” Journal of chemical information and modeling. 2021. link Times cited: 2 Abstract: The pervasive use of portable electronic devices, powered fr… read moreAbstract: The pervasive use of portable electronic devices, powered from rechargeable batteries, represents a significant portion of the electricity consumption in the world. A sustainable and alternative energy source for these devices would require unconventional power sources, such as harvesting kinetic/potential energy from mechanical vibrations, ultrasound waves, and biomechanical motion, to name a few. Piezoelectric materials transform mechanical deformation into electric fields or, conversely, external electric fields into mechanical motion. Therefore, accurate prediction of elastic and piezoelectric properties of materials, from the atomic structure and composition, is essential for studying and optimizing new piezogenerators. Here, we demonstrate the application of harmonic-covalent and reactive force fields (FF), Dreiding and ReaxFF, respectively, coupled to the polarizable charge equilibration (PQEq) model for predicting the elastic moduli and piezoelectric response of crystalline zinc oxide (ZnO) and polyvinylidene difluoride (PVDF). Furthermore, we parametrized the ReaxFF atomic interactions for Zn-F in order to characterize the interfacial effects in hybrid PVDF matrices with embedded ZnO nanoparticles (NPs). We capture the nonlinear piezoelectric behavior of the PVDF-ZnO system at different ZnO concentrations and the enhanced response that was recently observed experimentally, between 5 and 7 wt % ZnO concentrations. From our simulation results, we demonstrate that the origin of this enhancement is due to an increase in the total atomic stress distribution at the interface between the two materials. This result provides valuable insight into the design of new and improved piezoelectric nanogenerators and demonstrates the practical value of these first-principles based modeling methods in materials science. read less USED (low confidence) S. Rahman, D. Purani, S. Ali, and C.-D. Yeo, “Effects of SiO2 Contaminant on Thermo-Mechanical/Chemical Properties and Lubricity of PFPE Lubricants,” Lubricants. 2021. link Times cited: 2 Abstract: Using the molecular dynamics (MD) simulations with ReaxFF po… read moreAbstract: Using the molecular dynamics (MD) simulations with ReaxFF potential, two different types of PFPE lubricants (Ztetraol and ZTMD) are prepared on a-C film, and SiO2 particles are adsorbed onto the lubricants at room temperature. From the simulation results, it is observed that the adsorbed SiO2 particles increase the stiffness of PFPE lubricants leading to less airshear displacement. Since Ztetraol has higher mobility with lower viscosity than ZTMD, the adsorbed SiO2 particles penetrate deeper into the Ztetraol lubricants. Accordingly, the effect of SiO2 on the airshear displacement is more obvious to Ztetraol than ZTMD. In addition, the adsorbed SiO2 particles increase the friction force and the amount of lubricant pick-up during the sliding contact with a nanosized a-C tip. read less USED (low confidence) Q. Yang, W. Li, S. T. Stober, A. Burns, M. Gopinadhan, and A. Martini, “Molecular Dynamics Simulation of the Stress–Strain Behavior of Polyamide Crystals,” Macromolecules. 2021. link Times cited: 4 Abstract: Molecular dynamics simulations modeled the aramid poly( p -p… read moreAbstract: Molecular dynamics simulations modeled the aramid poly( p -phenylene terephtha-lamide) (PPTA) and a related aromatic-aliphatic polyamide derived from a five-carbon aliphatic diacid (PAP5) with nine different reactive and non-reactive force fields. The force fields were evaluated based on crystal structures as well as intermolecular H-bonding and π -molecular interactions. The optimum force field was then used to simulate stress-strain behavior in the chain and transverse-to-chain directions. In the chain direction, PAP5 had higher ultimate stress and failure strain than PPTA; however, the stiffness of PAP5 was lower than PPTA at low strain (0-2%) while the reverse was observed at high strain (last 5% before failure). This contrast, and differences in the transverse direction properties, were explained by the methylene segments of PAP5 that confer conformational freedom, enabling accommodation of low strain without stretching covalent bonds. The simulation approach demonstrated here for two poly-1 read less USED (low confidence) Y. Zhao et al., “Self-assembled graphene oxide-based paper/hollow sphere hybrid with strong bonding strength,” Carbon. 2021. link Times cited: 1 USED (low confidence) F. Javid et al., “Subcritical Hydrothermal Deconstruction of Two Hormones (Adrenaline and Progesterone) in Pharmaceutical Waste,” Journal of Supercritical Fluids. 2021. link Times cited: 9 USED (low confidence) J. S. Bhamra et al., “Interfacial Bonding Controls Friction in Diamond–Rock Contacts,” The Journal of Physical Chemistry C. 2021. link Times cited: 7 USED (low confidence) J. Chen, J. Pei, and H. Zhao, “Effect of Oxygen Plasma Treatment on the Structure and Mechanical Properties of Bilayer Graphene Studied by Molecular Dynamics Simulation,” The Journal of Physical Chemistry C. 2021. link Times cited: 4 USED (low confidence) B. Saha, A. Patra, A. Biswas, A. K. Mukherjee, and I. Paul, “Interaction of Grafted Dextrin with a Hematite Surface: Effect of Functional Groups and Molecular Weight,” ChemistrySelect. 2021. link Times cited: 2 USED (low confidence) S. Boyd et al., “Effects of interlayer confinement and hydration on capacitive charge storage in birnessite,” Nature Materials. 2021. link Times cited: 74 USED (low confidence) S. Luo, A. Ademiloye, Z.-tian Wu, and Y. Zhang, “Molecular hierarchical release using hydrogenated graphene origami under electric field,” Materials Science in Semiconductor Processing. 2021. link Times cited: 1 USED (low confidence) D. Zi-Zhao et al., “Boudouard reaction accompanied by graphitization of wrinkled carbon layers in coke gasification: A theoretical insight into the classical understanding,” Fuel. 2021. link Times cited: 12 USED (low confidence) F. Zheng et al., “Elucidating multiple-scale reaction behaviors of phenolic resin pyrolysis via TG-FTIR and ReaxFF molecular dynamics simulations,” Journal of Analytical and Applied Pyrolysis. 2021. link Times cited: 37 USED (low confidence) T. Wang, X. Liu, H. Liu, and M. He, “Synergistic effect of supercritical water and nano-catalyst on lignin gasification,” International Journal of Hydrogen Energy. 2021. link Times cited: 12 USED (low confidence) E. Huo, L. Xin, S. Wang, Q. Li, and C. Liu, “The impact of H2O on the combustion of n-pentane: A reactive molecular dynamic simulation study,” Journal of Molecular Liquids. 2021. link Times cited: 14 USED (low confidence) S. Yuan et al., “Atomistic understanding of interfacial processing mechanism of silicon in water environment: A ReaxFF molecular dynamics simulation,” Frontiers of Mechanical Engineering. 2021. link Times cited: 5 USED (low confidence) P. Ying et al., “Thermal transport in planar sp2-hybridized carbon allotropes: A comparative study of biphenylene network, pentaheptite and graphene,” International Journal of Heat and Mass Transfer. 2021. link Times cited: 35 Abstract: The biphenylene network with periodically arranged four-, si… read moreAbstract: The biphenylene network with periodically arranged four-, six-, and eightmembered rings has been successfully synthesized in very recent experiments. This novel two-dimensional (2D) carbon allotrope has potentials in applications of lithium storage and carbon-based circuitry. Understanding the thermal transport properties of biphenylene network is of critical importance for the performance and reliability of its practical applications. To this end, the thermal transport in biphenylene network is comprehensively investigated in this paper with the aid of molecular dynamics simulations together with first-principles calculations. For the sake of comparison, the thermal conductivities of other 2D sp2-hybridized carbon allotropes including graphene and pentaheptite are also investigated using the same method. It is found that the thermal conductivities of biphenylene network and pentaheptite are, respectively, only about one-thirteenth and one-eighth of graphene. Through the analysis of phonon property, mechanical property and electron density distribution, it is demonstrated that the great reduction in the thermal conductivity of biphenylene network and pentaheptite arises from the decline in their structural symmetry, which leads to the decrease of phonon group velocity and the reduction of phonon mean free path. read less USED (low confidence) S. Zhang, E. Duque-Redondo, A. Kostiuchenko, J. Dolado, and G. Ye, “Molecular dynamics and experimental study on the adhesion mechanism of polyvinyl alcohol (PVA) fiber in alkali-activated slag/fly ash,” Cement and Concrete Research. 2021. link Times cited: 36 USED (low confidence) P. Sarkar and N. Mitra, “Molecular level study of uni/multi-axial deformation response of tobermorite 11 Å: A force field comparison study,” Cement and Concrete Research. 2021. link Times cited: 9 USED (low confidence) E. Grajales-González, M. Monge-Palacios, and S. M. Sarathy, “Atomistic simulations of syngas oxy-combustion in supercritical CO2,” Journal of CO2 Utilization. 2021. link Times cited: 4 USED (low confidence) J. Lin, Q. Zhao, H. Huang, and Y. Xiao, “Investigation of hydration of potassium carbonate via reactive force-field molecular dynamics simulations,” Journal of Energy Storage. 2021. link Times cited: 5 USED (low confidence) T. Kato, Y. Yamada, Y. Nishikawa, H. Ishikawa, and S. Sato, “Carbonization mechanisms of polyimide: Methodology to analyze carbon materials with nitrogen, oxygen, pentagons, and heptagons,” Carbon. 2021. link Times cited: 53 USED (low confidence) S. A. Farraj, E. Jabari, H. Naguib, and T. Chu, “Computational modeling of graphene-ethyl cellulose printed ink: a reactive molecular dynamic study,” 2021 IEEE International Conference on Flexible and Printable Sensors and Systems (FLEPS). 2021. link Times cited: 0 Abstract: Recent work on printed graphene ink has shown the importance… read moreAbstract: Recent work on printed graphene ink has shown the importance of ethyl cellulose (EC) as a stabilizing polymer in ink formulation and a source of decomposed aromatic species that increase the conductivity of the graphene film. In this work, a reactive molecular dynamic simulation is implemented to study the decomposition of EC in the presence of a pristine graphene and a defective graphene sheet. High temperature annealing simulations revealed that the main reaction pathway of EC polymers is through the decomposition of the cellulose unit backbone into linear chain polymers containing carbon-carbon double bonds. The interactions between EC species and graphene sheets are shown to be maintained through van der Waals forces and the decomposed EC polymers were not observed to undergo chemical reactions with graphene basal-plane defect sites. The results in this paper present the first atomistic study in graphene-EC interactions and lead the way to future computational studies to optimize the electronic properties of printable graphene ink. read less USED (low confidence) L. Wang, W. Sun, and Q. Yang, “Exploration of the Influences of the PODE3 Additive on the Initial Pyrolysis of Diesel by ReaxFF Molecular Dynamics Simulations,” Energy & Fuels. 2021. link Times cited: 5 USED (low confidence) C. Wang, H. Liu, L. Song, J. Tan, W. Yang, and L. Cheng, “Temperature evolution, atomistic hot‐spot effects and thermal runaway during microwave heating of polyacrylonitrile: A ReaxFF molecular dynamics simulation,” Nano Select. 2021. link Times cited: 4 Abstract: Microwave is of promising applications in various chemical a… read moreAbstract: Microwave is of promising applications in various chemical and material pro-cesses, however, the interactions between the microwave and the molecules from atomistic scales are lack of understanding. ReaxFF reactive molecular dynamics simulations were carried out to get insights into the interactions between the microwave and polyacrylonitrile (PAN) during microwave heating. It was found that the temperature evolution of the system was dependent on the electric field strength and frequency of the microwave. The alternate change of the electric field of the microwave leads to the alternate fluctuation of the temperature. We surprisingly predicted the atomistic hot-spot effect of microwave heating of PAN that the cyano groups were selectively heated. With an electric field intensity of 0.6 V Å -1 and a frequency of 60 GHz, the temperature of the hot-spot atoms was 300 and 500 K higher than the carbon and hydrogen atoms in the PAN backbone, respectively. We also analyzed the thermal runaway behavior of the system during microwave irradiations and found that it was attributed to the decomposition of PAN into smaller polar molecules. This work suggests that it is possible to selectively and effectively activate the cyano groups of PAN to improve their reactivity. read less USED (low confidence) M. Zheng, X. Li, and L. Guo, “Dynamic trends for char/soot formation during secondary reactions of coal pyrolysis by large-scale reactive molecular dynamics,” Journal of Analytical and Applied Pyrolysis. 2021. link Times cited: 20 USED (low confidence) H. H. Toyota, “Molecular dynamics simulations for initial formation process of polycyclic aromatic hydrocarbons in n-hexane and cyclohexane combustion,” Chemical Physics. 2021. link Times cited: 4 USED (low confidence) Y.-C. Wang, Y. Zhu, and H. Wu, “Formation and topological structure of three-dimensional disordered graphene networks.,” Physical chemistry chemical physics : PCCP. 2021. link Times cited: 7 Abstract: Disordered graphene networks (DGNs) can be regarded as the t… read moreAbstract: Disordered graphene networks (DGNs) can be regarded as the three-dimensional (3D) assembly of graphene-like fragments at the nanoscale, in which some intrinsic topological features are usually hidden in these formless fragments without clear understanding. Although some high-resolution structural patterns have been observed in pyrolytic carbons and flash graphene experimentally, it is still hard to characterize the topology and texture of DGNs considering continuous 3D connectivity. Toward this end, starting from the annealing process, we herein performed molecular dynamics simulations to investigate the formation and topological structure of DGNs. Three typical stages are found during the formation of DGNs, that is, the formation of polyaromatic fragments, formation of a disordered framework, and further graphitization. The topology of the obtained DGNs was then investigated, including topological defects, stacking behavior, and global curvature. Several typical in-plane and out-of-plane topological defects are found to connect the 3D network of graphene-like layers. The computed X-ray diffraction and angular defects demonstrate that a high-density DGN tends to form a randomly stacked structure with more connections, while a low-density DGN exhibits more bowl-shaped layers and a less distorted curvature. At low annealing temperatures, the local curvature of DGNs is highly distorted, and the structure seems to lack graphitization compared to high-temperature ones. read less USED (low confidence) M. Banisalman, H. W. Lee, H. Koh, and S. Han, “Atomistic Insights into H2O2 Direct Synthesis of Ni-Pt Nanoparticle Catalysts under Water Solvents by Reactive Molecular Dynamics Simulations.,” ACS applied materials & interfaces. 2021. link Times cited: 5 Abstract: In computational catalysis, density-functional theory (DFT) … read moreAbstract: In computational catalysis, density-functional theory (DFT) calculations are usually utilized, although they suffer from high computational costs. Thus, it would be challenging to explicitly predict the catalytic properties of nanoparticles (NPs) at the nanoscale under solvents. Using molecular dynamics (MD) simulations with a reactive force field (ReaxFF), we investigated the catalytic performance of Ni-Pt NPs for the direct synthesis of hydrogen peroxide (H2O2), in which water solvents were explicitly considered along with the effects of the sizes (1.5, 2.0, 3.0, and 3.5 nm) and compositions (Ni90Pt10, Ni80Pt20, and Ni50Pt50) of the NPs. Among the Ni-Pt NPs, 3.0 nm NPs show the highest activity and selectivity for the direct synthesis of H2O2, revealing that the catalytic performance is not well correlated with the surface areas of NPs. The superior catalytic performance results from the high H2 dissociation and low O2 dissociation properties, which are correlated with the numbers of NiNiPt-fcc and NiNi-bridge sites on the surface of Ni-Pt NPs, respectively. The ReaxFF-MD simulations propose the optimum composition (Ni80Pt20) of 3.0 nm Ni-Pt NPs, which is also explained by the numbers of NiNiPt-fcc and NiNi-bridge sites. Furthermore, from the ReaxFF-MD simulations, the direct synthesis of H2O2 for the Ni-Pt NPs can be achieved not only with the Langmuir-Hinshelwood mechanism, which has been conventionally considered, but also with the water-induced mechanism, which is unlikely to occur on pure Pd and Pd-based alloy catalysts; these results are supported by DFT calculations. These results reveal that the ReaxFF-MD method provides significant information for predicting the catalytic properties of NPs, which could be difficult to provide with DFT calculations; thus, it can be a useful framework for the design of nanocatalysts through complementation with a DFT method. read less USED (low confidence) X. Guo, J. Huang, S. Yuan, R. Kang, and D. Guo, “Study using ReaxFF-MD on the CMP process of fused glass in pure H2O/aqueous H2O2,” Applied Surface Science. 2021. link Times cited: 18 USED (low confidence) J. Liu, M. Wang, P. Liu, R. Sun, Y. Yang, and Z. Gaowan, “Molecular dynamics study of sintering of Al nanoparticles with/without organic coatings,” Computational Materials Science. 2021. link Times cited: 14 USED (low confidence) X. Xing et al., “In-depth understanding on the early stage of phenolic resin thermal pyrolysis through ReaxFF-molecular dynamics simulation,” Polymer Degradation and Stability. 2021. link Times cited: 22 USED (low confidence) E. Duque-Redondo, K. Yamada, J. Dolado, and H. Manzano, “Microscopic mechanism of radionuclide Cs retention in Al containing C-S-H nanopores,” Computational Materials Science. 2021. link Times cited: 8 USED (low confidence) M. L. P. Júnior and L. A. R. Júnior, “Self-folding and self-scrolling mechanisms of edge-deformed graphene sheets: a molecular dynamics study.,” Physical chemistry chemical physics : PCCP. 2021. link Times cited: 1 Abstract: Graphene-based nanofolds (GNFs) are edge-connected 2D stacke… read moreAbstract: Graphene-based nanofolds (GNFs) are edge-connected 2D stacked monolayers that originate from single-layer graphene. Graphene-based nanoscrolls (GNSs) are nanomaterials with geometry resembling graphene layers rolled up into a spiral (papyrus-like) form. Both GNS and GNF structures induce significant changes in the mechanical and optoelectronic properties of single-layer graphene, aggregating new functionalities in carbon-based applications. Here, we carried out fully atomistic reactive (ReaxFF) molecular dynamics simulations to study the self-folding and self-scrolling mechanisms of edge-deformed graphene sheets. We adopted initial armchair edge-scrolled graphene (AESG(φ, θ)) structures with similar (or different) twist angles (φ, θ) in each edge, mimicking the initial configuration that was experimentally developed to form biscrolled sheets. The results showed that AESG(0, 2π) and AESG(2π, 2π) evolved to single-folded and two-folded fully stacked morphologies, respectively. As a general trend, for twist angles higher than 2π, the self-deformation process of AESG morphologies yields GNSs. Edge twist angles lower than π are not enough for triggering the self-deformation processes. In the AESG(0, 3π) and AESG(3π, 3π) cases, after a relaxation period, their morphology transition towards GNSs occurred rapidly. In the AESG(3π, 3π) dynamics, a metastable biscroll was formed by the interplay between the left- and right-sided partial scrolling while forming a unique GNS. At high-temperature perturbations, the edge folding and scrolling transitions to GNFs and GNSs occurred within an ultrafast time-period. Remarkably, the AESG(2π, 3π) evolved to a dual state that combines folded and scrolled structures in a temperature-independent process. read less USED (low confidence) N. Amiri, J. Ghasemi, and H. Behnejad, “Atomistic insights into the protection failure of the graphene coating under the hyperthermal impacts of reactive oxygen species: ReaxFF-based molecular dynamics simulations,” Applied Surface Science. 2021. link Times cited: 9 USED (low confidence) L. Ai, H. Huang, Y. Zhou, M. Chen, and Y. Lü, “The oxidation of Fe/Ni alloy surface with supercritical water: A ReaxFF molecular dynamics simulation,” Applied Surface Science. 2021. link Times cited: 15 USED (low confidence) P. Sarkar and N. Mitra, “Molecular deformation response of portlandite under compressive loading,” Construction and Building Materials. 2021. link Times cited: 4 USED (low confidence) Y. Kim and J. Choi, “Oxide growth characteristics on Al (100), (110), and (111) surfaces: A chemo-mechanical evaluation,” Materials today communications. 2021. link Times cited: 9 USED (low confidence) C.-he Jiang, J. Zhang, K. Li, W. Liang, and Z. Bi, “Influence of graphite crystalline orientation on the carbon dissolution reaction in liquid iron: A ReaxFF molecular dynamics simulation study,” Journal of Molecular Liquids. 2021. link Times cited: 0 USED (low confidence) C.-H. Liu, K. Giewont, T. Toops, E. A. Walker, C. Horvatits, and E. A. Kyriakidou, “Non-catalytic gas phase NO oxidation in the presence of decane,” Fuel. 2021. link Times cited: 10 USED (low confidence) Y. Yang, Y. Wang, J. Cao, Z. Xu, Y. Li, and Y. Liu, “Reactive molecular dynamic investigation of the oxidative aging impact on asphalt,” Construction and Building Materials. 2021. link Times cited: 20 USED (low confidence) S. Yan, D. Xia, and X. Liu, “Beneficial migration of sulfur element during scrap tire depolymerization with supercritical water: A molecular dynamics and DFT study.,” The Science of the total environment. 2021. link Times cited: 10 USED (low confidence) H. Huang, L. Ai, M. Chen, and Y. Lü, “The mechanism of hydrogen-accelerated melting of polycrystalline copper.,” Physical chemistry chemical physics : PCCP. 2021. link Times cited: 0 Abstract: We investigate the melting process of polycrystalline copper… read moreAbstract: We investigate the melting process of polycrystalline copper doped with hydrogen atoms by using the newly developed Cu/H ReaxFF force field. Hydrogen atoms are found to effectively promote the melting of copper, and even make it happen at temperatures below the equilibrium melting temperature of copper during rapid heating. The enhanced melting is closely relevant to the interaction of hydrogen atoms with the grain boundary. We find that host Cu atoms perform cooperative vibration around the grain boundaries as the precursor of premelting. The doping of hydrogen atoms is shown to drive the vibration more violent so that the grain boundary becomes broader and the premelting is prematurely triggered. Meanwhile, hydrogen atoms segregated in grain boundaries massively diffuse into the bulk region with increasing temperature, resulting in intensification of lattice distortion of the bulk phase. This facilitates the rapid advancement of the liquid-solid interface during melting in contrast to the slow and discontinuous interface advancement in hydrogen-free polycrystalline copper. Our results suggest that even a small amount of hydrogen atoms is expected to significantly affect the thermodynamic properties of metals with the existence of structural defects. read less USED (low confidence) S. Yuan et al., “Effects of pressure and velocity on the interface friction behavior of diamond utilizing ReaxFF simulations,” International Journal of Mechanical Sciences. 2021. link Times cited: 28 USED (low confidence) A. Batuer, D. Chen, X. He, and Z. Huang, “Simulation methods of cotton pyrolysis based on ReaxFF and the influence of volatile removal ratio on volatile evolution and char formation,” Chemical Engineering Journal. 2021. link Times cited: 29 USED (low confidence) S. Yuan et al., “Insights into the surface oxidation modification mechanism of nano-diamond: An atomistic understanding from ReaxFF simulations,” Applied Surface Science. 2021. link Times cited: 12 USED (low confidence) S. Zhang et al., “Structural Evolution of High-Rank Coals during Coalification and Graphitization: X-ray Diffraction, Raman Spectroscopy, High-Resolution Transmission Electron Microscopy, and Reactive Force Field Molecular Dynamics Simulation Study,” Energy & Fuels. 2021. link Times cited: 23 Abstract: The structure of organic matter in anthracite samples of dif… read moreAbstract: The structure of organic matter in anthracite samples of different ranks and coal-derived natural graphites was investigated using XRD, micro-Raman spectroscopy, and HRTEM to determine XRD and Rama... read less USED (low confidence) H. Nakata, M. Araidai, S. Bai, H. Hirano, and T. Tada, “Accurate meso-scale dynamics by kinetic Monte Carlo simulation via free energy multicanonical sampling: oxygen vacancy diffusion in BaTiO3,” Science and Technology of Advanced Materials: Methods. 2021. link Times cited: 1 Abstract: ABSTRACT A conceptually accurate method to connect the free … read moreAbstract: ABSTRACT A conceptually accurate method to connect the free energy multicanonical sampling to meso-scale kinetic Monte Carlo (kMC) dynamics is proposed. The required input parameters for kMC simulation are the attempt frequency and activation energy for each event, and the free energy multicanonical sampling enables to obtain the kinetic parameters as a function of temperature, which is the most significant difference from a conventional kMC approach that is based on fixed attempt frequency and activation energy. The present approach is applied to oxygen diffusion in single crystal BaTiO3 including Zn dopant (160 ppm) where an anomaly in the oxygen diffusion is experimentally confirmed; the oxygen diffusion coefficient is slightly dropped at around 1080 K. We carried out 1 μs kMC dynamics in the temperature range of 1020 to 1120 K, and obtained a diffusion anomaly at around 1060 K, which is not obtained in conventional kMC calculations. In addition, the calculated diffusion coefficients using the present approach are in the same order as those of experimental ones, whereas the calculated diffusion coefficients using the conventional method are larger than those of experiment by one order of magnitude at least. The results indicate the advantages of the present approach in comparison with the conventional ones because any assumption and fixation of kinetic parameters are not required in the dynamics simulation. read less USED (low confidence) J. Hu et al., “In-situ formed carbon based composite tribo-film with ultra-high load bearing capacity,” Tribology International. 2020. link Times cited: 20 USED (low confidence) M. Brownell and A. Nair, “Adhesion and Interface Properties of Polydopamine and Polytetrafluoroethylene Thin Films,” Journal of Applied Mechanics. 2020. link Times cited: 0 Abstract:
Polytetrafluoroethylene (PTFE) has been studied as a low f… read moreAbstract:
Polytetrafluoroethylene (PTFE) has been studied as a low friction surface coating since its discovery. The high wear-rate of PTFE reduces the usefulness of the polymer for mechanical purposes; however, combining PTFE with polydopamine (PDA) has been shown to greatly reduce the film wear-rate. During rubbing tests involving PDA/PTFE thin films, a tenacious layer of PTFE remains intact after substantial testing even though pure PTFE film layers are destroyed quickly. Understanding the interface mechanics that allow PTFE and PDA to adhere so well during experimental rubbing tests is necessary to improve the wear-rate of PDA/PTFE thin films. In this study, we use density functional theory (DFT) and molecular dynamics (MD) simulations to investigate the adhesive properties and interface deformation mechanisms between PDA and PTFE molecules. Steered molecular dynamics (SMD) is then performed on isolated pairs of PDA and PTFE molecules to investigate different modes of deformation from equilibrium. PDA trimer oligomers were identified as the most adhesive to PTFE and selected to use in a PDA/PTFE thin film, where nano-indentation and scratch tests are performed. Our results indicate that a combination of the unique deformation mechanisms of PDA molecules and the penetration of PTFE molecules into the PDA substrate provide the PTFE/PDA interface with its wear resistance. read less USED (low confidence) N. Wang, Y. Feng, and X. Guo, “Atomistic mechanisms study of the carbonation reaction of CaO for high-temperature CO2 capture,” Applied Surface Science. 2020. link Times cited: 19 USED (low confidence) R. Surmenev et al., “Ab initio calculations and a scratch test study of RF-magnetron sputter deposited hydroxyapatite and silicon-containing hydroxyapatite coatings,” Surfaces and Interfaces. 2020. link Times cited: 9 USED (low confidence) Y. Wang et al., “Pyrolysis of vulcanized styrene-butadiene rubber via ReaxFF molecular dynamics simulation,” Chinese Journal of Chemical Engineering. 2020. link Times cited: 8 USED (low confidence) N. Farzi, M.-H. Hydarifard, M. Izadi, and H. Sabzyan, “Investigation of iron carbide (Fe3C) corrosion in water and acidic solution using ReaxFF molecular dynamics,” Journal of Molecular Liquids. 2020. link Times cited: 5 USED (low confidence) S. Chitsaz and A. Tarighat, “Estimation of the modulus of elasticity of N-A-S-H and slag-based geopolymer structures containing calcium and magnesium ions as impurities using molecular dynamics simulations,” Ceramics International. 2020. link Times cited: 12 USED (low confidence) H. Xu, B. Wu, and L. Gan, “Molecular dynamics simulation of the coalescence behavior of small carbon clusters at high temperature,” Chemical Physics. 2020. link Times cited: 0 USED (low confidence) Z. Yang, Y. Sun, and F. Ma, “Interlayer spacing of multilayer graphene oxide: Influences of oxygen-containing group density, thickness, temperature and strain,” Applied Surface Science. 2020. link Times cited: 16 USED (low confidence) Q. Liu, L. Li, Y. Jeng, G. Zhang, C. Shuai, and X. Zhu, “Effect of interatomic potentials on modeling the nanostructure of amorphous carbon by liquid quenching method,” Computational Materials Science. 2020. link Times cited: 9 USED (low confidence) Z. Cui, J. Zhao, L. He, H. Jin, J. Zhang, and D. Wen, “A reactive molecular dynamics study of hyperthermal atomic oxygen erosion mechanisms for graphene sheets,” Physics of Fluids. 2020. link Times cited: 12 USED (low confidence) E. Buntov and A. Zatsepin, “Carbon Bond Breaking under Ar+-Ion Irradiation in Dependence on sp Hybridization: Car-Parrinello, Ehrenfest, and Classical Dynamics Study.,” The journal of physical chemistry. A. 2020. link Times cited: 3 Abstract: The modeling of low-temperature plasma synthesis of low-dime… read moreAbstract: The modeling of low-temperature plasma synthesis of low-dimensional carbon coatings remains a challenge, since the long-time spans must be simulated for structural relaxation. A proper theoretical method should be chosen to address possible charge-transfer processes. Considering the possibility of linear-chained carbon (LCC) synthesis simulation, a numerical study of the C-C bond breaking under slow argon-ion irradiation is performed for the model molecules of 2,2,3,3-tetramethylbutane (sp3 hybridization), 1,2,3-butatriene (sp2), and 2-butyne (sp). Threshold energies of bond breaking are calculated for the carbon atoms in all three hybridizations. Three levels of theory are applied, and the results are compared with experiment. Based on the accuracy of the values obtained, an approach is proposed for modeling the ion-assisted plasma synthesis. read less USED (low confidence) R.-K. Dong, Z. Mei, F. Zhao, S. Xu, and X. Ju, “Initial oxidation of nano-aluminum particles by H2O/H2O2: Molecular dynamics simulation,” International Journal of Hydrogen Energy. 2020. link Times cited: 8 USED (low confidence) B. Saha, A. Patra, A. K. Mukherjee, and I. Paul, “Interaction and thermal stability of carboxymethyl cellulose on α-Fe2O3(001) surface: ReaxFF molecular dynamics simulations study.,” Journal of molecular graphics & modelling. 2020. link Times cited: 11 USED (low confidence) M. Muraleedharan, H. Asgar, S. Hahn, N. Dasgupta, G. Gadikota, and A. V. van Duin, “Interfacial Reactivity and Speciation Emerging from Na-Montmorillonite Interactions with Water and Formic Acid at 200 °C: Insights from Reactive Molecular Dynamics Simulations, Infrared Spectroscopy, and X-ray Scattering Measurements,” ACS Earth and Space Chemistry. 2020. link Times cited: 7 Abstract: Reactive organic fluid - mineral interactions at elevated te… read moreAbstract: Reactive organic fluid - mineral interactions at elevated temperatures contribute to the evolution
of planetary matter. One of the less studied but important transformations in this regard involves
the reactions of formic acid with naturally occurring clays such as sodium montmorillonite. To
advance a mechanistic understanding of these interactions, we use ReaxFF reactive molecular
dynamics simulations in conjunction with infrared (IR) spectroscopy and X-ray scattering
experiments to investigate the speciation behavior of water-formic acid mixtures on sodium
montmorillonite interfaces at 473 K and 1 atm. Using a newly developed reactive forcefield, we
show that the experimental IR spectra of unreacted and reacted mixture can be accurately
reproduced by ReaxFF/MD. We further benchmark the simulation predictions of sodium carbonate
and bicarbonate formation in the clay interlayers using Small and Wide-Angle X-ray Scattering
measurements. Subsequently, leveraging the benchmarked forcefield, we interrogate the pathway
of speciation reactions with emphasis on carbonate, formate, and hydroxide groups elucidating the
energetics, transition states, intermediates, and preferred products. We also delineate the
differences in reactivities and catalytic effects of clay edges, facets, and interlayers owing to their
local chemical environments, which have far reaching consequences in their speciation behavior.
The experimental and simulation approaches described in this study and the transferable
forcefields can be applied translationally to advance the science of clay-fluid interactions for
several applications including subsurface fluid storage and recovery and clay-pollutant dynamics read less USED (low confidence) Y. Liu, B. Yang, J. Xu, H. Zhao, and Y. He, “Oil-water separation performance of aligned single walled carbon nanotubes membrane: A reactive molecular dynamics simulation study,” Journal of Molecular Liquids. 2020. link Times cited: 8 USED (low confidence) Q. Han and W. Zhu, “Effect of particle size on the thermal decomposition of nano ε-CL-20 by ReaxFF-lg molecular dynamics simulations,” Chemical Physics Letters. 2020. link Times cited: 6 USED (low confidence) T. Vo, B. He, M. Blum, A. Damone, and P. Newell, “Molecular scale insight of pore morphology relation with mechanical properties of amorphous silica using ReaxFF,” Computational Materials Science. 2020. link Times cited: 15 USED (low confidence) P. Pal, I. Shittu, I. Othman, A. Sengupta, L. D. Voleti, and F. Banat, “Removal of the total organic acid anions from an industrial lean diglycolamine solvent using a calcium alginate carbon adsorbent, and molecular modeling studies,” Journal of Natural Gas Science and Engineering. 2020. link Times cited: 6 USED (low confidence) P. Liu et al., “Molecular-scale descriptions and experimental characterizations of nitrocellulose soaked in pure liquid ethanol or diethyl ether respectively at room temperature,” Materials Research Express. 2020. link Times cited: 3 Abstract: Studies on nitrocellulose (NC) mixtures with little solubili… read moreAbstract: Studies on nitrocellulose (NC) mixtures with little solubilities were neglected in many cases previously. This investigation was performed to provide supplemental characterizations of NC and its soaked state with pure liquid ethanol or diethyl ether by simulations and practical methods. Above all, a short-chained NC model (polymerisation degree: 8) and a dried NC specimen were characterized for their substitution of nitrate and microstructure. It was confirmed that both the numerical model and practical specimen belonged to low-nitrated NC. The bonding information of a glycosyl unit and nitrate ester were summarized via first-principle calculations. Then, ReaxFF potential based Molecular Dynamic (MD) simulations and soaking tests on binary organic mixtures demonstrated that both ethanol and diethyl ether had limited solubility for our specified NC. However, potential energies and diffusion coefficients of both computational models showed that the interactions from ethanol molecules were relatively stronger than diethyl ether molecules. The viscosities of saturated NC solutions also proved this consequence, as the difference between pure ether and its filtered NC solution was only 0.02 mm2 s−1. Finally, the strong volatility of diethyl ether itself could keep the wetness of NC upper surface shortly, because this was an upward volatilization effect. Due to this effect, the penetration of NC-diethyl ether mixture was higher in the early period of penetration tests. read less USED (low confidence) T. Chen et al., “Characterisation of pyrolysis kinetics and detailed gas species formations of engineering polymers via reactive molecular dynamics (ReaxFF),” Journal of Analytical and Applied Pyrolysis. 2020. link Times cited: 21 USED (low confidence) N. Uene, T. Mabuchi, M. Zaitsu, S. Yasuhara, and T. Tokumasu, “Reactive Force-Field Molecular Dynamics Study of the Silicon-Germanium Deposition Processes by Plasma Enhanced Chemical Vapor Deposition,” 2020 International Conference on Simulation of Semiconductor Processes and Devices (SISPAD). 2020. link Times cited: 0 Abstract: In order to form a SiGe thin film by chemical vapor depositi… read moreAbstract: In order to form a SiGe thin film by chemical vapor deposition (CVD) with a suitable quality for advanced devices, the relationships between materials/process and structure/composition are needed to be clarified at the atomic level. We simulated SiGe CVD by using reactive force-field (ReaxFF) molecular dynamics simulations, especially on binary systems of SiHx + GeHx, and derived the influence of the substrate temperature and these ratios of gaseous species on the crystallinity and compositions in the thin films. The crystallinity increases as the substrate temperature increases, and the lowest crystallinity is obtained at the ratios of gaseous species 0.5 and 0.7 for the SiH3 and SiH2, respectively. As the substrate temperature increases, the hydrogen content decreases while Si and Ge content tend to increase. These trends can be seen in relevant studies. Through this simulation we successfully observe that the reactivity of gaseous species greatly affects the crystallinity and compositions in the thin films. read less USED (low confidence) Y. Liu et al., “Investigation of the Nucleation and Initial Growth of Nanosilica Using In Situ Small-Angle X-ray Scattering and Reactive Molecular Dynamics Simulation,” Journal of Physical Chemistry C. 2020. link Times cited: 3 Abstract: A method based on the combination of in situ small-angle X-r… read moreAbstract: A method based on the combination of in situ small-angle X-ray scattering (SAXS) and reactive molecular dynamics (MD) simulation is proposed to investigate the nucleation and initial growth of nano... read less USED (low confidence) C. Li, T. Liu, Q. Wang, Z. Huang, and C. Xiang, “Decomposition analysis of camellia oil under electric fields: An experimental and molecular simulation study,” Modern Physics Letters B. 2020. link Times cited: 1 Abstract: As an environmental vegetable insulation oil, camellia oil w… read moreAbstract: As an environmental vegetable insulation oil, camellia oil will be decomposed into dissolvable gases in the presence of electric field. In this work, the characteristic gases of camellia oil were m... read less USED (low confidence) L. Xin et al., “Thermal decomposition mechanism of some hydrocarbons by ReaxFF-based molecular dynamics and density functional theory study,” Fuel. 2020. link Times cited: 48 USED (low confidence) L. Zeng, Z. Zhang, C. Zhou, M. Liao, and C. Sun, “Molecular dynamics simulation and DFT calculations on the oil-water mixture separation by single-walled carbon nanotubes,” Applied Surface Science. 2020. link Times cited: 13 USED (low confidence) M. Wei, S.-ke Wu, Q. Mao, Y. Wang, G. Guo, and D. Zhang, “The oxidation mechanism investigation of benzene catalyzed by palladium nanoparticle: A ReaxFF molecular dynamics,” Fuel. 2020. link Times cited: 14 USED (low confidence) S. Lucena, R. V. Gonçalves, P. F. Silvino, D. V. Gonçalves, and J. C. Oliveira, “Fingerprints of heterogeneities from carbon oxidative process: A reactive molecular dynamics study,” Microporous and Mesoporous Materials. 2020. link Times cited: 6 USED (low confidence) T. C. Sagar, V. Chinthapenta, and M. Horstemeyer, “Effect of defect guided out-of-plane deformations on the mechanical properties of graphene,” Fullerenes, Nanotubes and Carbon Nanostructures. 2020. link Times cited: 5 Abstract: In this paper, nanoscale mechanical properties and failure b… read moreAbstract: In this paper, nanoscale mechanical properties and failure behavior of graphene with Stone-Wales defect concentration were investigated using molecular dynamics simulations with the latest ReaxFFC-2013 potential that can accurately capture bond breakages of graphitic compounds. The choice of interatomic potential plays an essential role in capturing the deformation mechanism accurately. Stable configuration of two-dimensional graphene experiences out-of-plane deformation leading to ripples and wrinkles in graphene. It is observed that the mechanical properties such as Young’s modulus, ultimate tensile strength, and the fracture strain are dependent on the out-of-plane deformation, temperature, defect concentration, defect orientation, defect layout and loading configuration. It is observed that the post transient phase non-homogenous ripples and wrinkles influence the mechanical properties at low and high defect concentrations, respectively. read less USED (low confidence) N. Orekhov, G. Ostroumova, and V. Stegailov, “High temperature pure carbon nanoparticle formation: Validation of AIREBO and ReaxFF reactive molecular dynamics,” Carbon. 2020. link Times cited: 40 USED (low confidence) S. W. Cranford, “Monomolecular wire cutting of copper nanocolumns via carbyne,” Extreme Mechanics Letters. 2020. link Times cited: 0 USED (low confidence) F. Sun and W. Zeng, “Electric field effects on hydrogen/methane oxidation: A reactive force field based molecular dynamics study,” International Journal of Hydrogen Energy. 2020. link Times cited: 14 USED (low confidence) S. Yuan et al., “Insight into the mechanism of low friction and wear during the chemical mechanical polishing process of diamond: A reactive molecular dynamics simulation,” Tribology International. 2020. link Times cited: 34 USED (low confidence) S. Pal, N. Mitra, P. Sarkar, and D. Prasad, “Stretch‐induced helix to extended coil transition of crystalline α phase isotactic polypropylene: A molecular dynamics study.” 2020. link Times cited: 4 USED (low confidence) S. Yuan, H. Zhang, and S. Yuan, “Reactive molecular dynamics on the oxidation of passivated H-terminated Si (111) surface: 1-Alkynes vs 1-Alkenes,” Colloids and Surfaces A: Physicochemical and Engineering Aspects. 2020. link Times cited: 4 USED (low confidence) L. Song, F. Zhao, S. Xu, and X. Ju, “Atomic origin of the morphological evolution of aluminum hydride (AlH3) nanoparticles during oxidation using reactive force field simulations,” Applied Surface Science. 2020. link Times cited: 18 USED (low confidence) H. Sim, R. Yetter, S. Hong, A. V. van Duin, D. Dabbs, and I. Aksay, “Enhanced Fuel Decomposition in the Presence of Colloidal Functionalized Graphene Sheet-Supported Platinum Nanoparticles.” 2020. link Times cited: 9 Abstract: Experiments and simulations
were used to demonstrate that de… read moreAbstract: Experiments and simulations
were used to demonstrate that decorating
functionalized graphene sheets (FGSs) with platinum nanoparticles
(Pt@FGS) stabilized these particles. Addition of these particles to
liquid hydrocarbon fuels was observed to significantly affect decomposition
under supercritical conditions at a pressure of 4.75 MPa and temperatures
from 753 to 803 K. The suspension of only 50 ppmw Pt@FGS in the fuel
(equivalent to adding 10 ppmw Pt) enhanced fuel conversion rates (by
up to 24%) with a major effect on specific product yields. The production
of low-molecular-weight species increased in the pyrolysis products
(with the hydrogen yield increasing by a factor of 12.5). ReaxFF molecular
dynamics (MD) simulations supported a mechanism in which synergy between
Pt and FGS catalyzed dehydrogenation during n-C12H26 pyrolysis. The highest conversion rates and
greatest yields of hydrogen and low-molecular-weight species were
observed for fuels containing Pt@FGS particles rather than those containing
either FGSs or Pt-clusters alone. Analysis of the platinum decorated
FGSs post reaction indicated no deterioration of the composite particles. read less USED (low confidence) X. Liu, T. Wang, C. Jianchun, M. He, Q. Li, and Y. Zhang, “Understanding lignin gasification in supercritical water using reactive molecular dynamics simulations,” Renewable Energy. 2020. link Times cited: 34 USED (low confidence) Y. Tian et al., “Molecular basis for coke strength: Stacking-fault structure of wrinkled carbon layers,” Carbon. 2020. link Times cited: 27 USED (low confidence) H. Hao, C. Chow, and D. Lau, “Carbon monoxide release mechanism in cellulose combustion using reactive forcefield,” Fuel. 2020. link Times cited: 19 USED (low confidence) M. Soleymanibrojeni, H. Shi, F. Liu, and E. Han, “Water in confinement of epoxy layer and hydroxylated (001) γ-alumina: An atomistic simulation view,” Journal of Molecular Liquids. 2020. link Times cited: 2 USED (low confidence) B. Xu, H. Jin, H. Li, Y. Guo, and J. Fan, “Investigation on the Evolution of the Coal Macromolecule in the Process of Combustion With the Molecular Dynamics Method,” Journal of Energy Resources Technology-transactions of The Asme. 2020. link Times cited: 3 Abstract: It is reported that a three-dimensional cross-linked macromo… read moreAbstract: It is reported that a three-dimensional cross-linked macromolecular structure with heterogeneous inorganic and organic compositions widely exists in coal particles. The macromolecules usually represent the rank transition of more than 75% of the carbon (C) content of coal particles. In order to know the coal combustion process better, it is important to specifically study the evolution of the coal macromolecule during combustion. In this paper, the structural evolution and the detailed oxidization reactions of a coal macromolecule during the process of combustion are numerically studied with the reactive force field (ReaxFF) molecular dynamics (MD) method, in which the carbon (C) and hydrogen (H) atoms are fully oxidized to CO2 and H2O, respectively. It is found that the coal macromolecule experiences three main stages sequentially: the cleavage, the ring opening, and the oxidation. The heteroatoms (O, N, and S) inside the coal macromolecule are found to play important roles throughout the whole combustion process. The detailed chemical reactions with their occurrence frequencies show that the chemical reactions with O2 mainly occur in C1–4 fragments, and the C1–2–H–O fragments widely exist in the system before they are finally oxidized to CO or CO2. read less USED (low confidence) Y.-E. Liu, H. Hou, and B. Wang, “Thermal decomposition of vegetable insulating oils from reactive molecular dynamics,” Chemical Physics Letters. 2020. link Times cited: 2 USED (low confidence) Y. Chandra, E. S. Flores, and S. Adhikari, “Buckling of 2D nano hetero-structures with moire patterns,” Computational Materials Science. 2020. link Times cited: 7 USED (low confidence) K. Lee, K. L. Joshi, S. Chaudhuri, and D. S. Stewart, “Mirrored continuum and molecular scale simulations of deflagration in a nano-slab of HMX,” Combustion and Flame. 2020. link Times cited: 5 USED (low confidence) M. Kai, L.-W. Zhang, and K. Liew, “Carbon nanotube-geopolymer nanocomposites: A molecular dynamics study of the influence of interfacial chemical bonding upon the structural and mechanical properties,” Carbon. 2020. link Times cited: 41 USED (low confidence) L. Zhou, Y. Wang, and H. Guo, “Dynamics studies of diglycine scattering from highly oriented pyrolytic graphite,” Chinese Journal of Chemical Physics. 2020. link Times cited: 2 Abstract: The dynamics of neutral diglycine collision with highly orie… read moreAbstract: The dynamics of neutral diglycine collision with highly oriented pyrolytic graphite (HOPG) were studied by molecular dynamics simulations using a reactive force field. The simulations were performed at an initial incident energy of 481.5 kJ/mol for four different initial incident polar angles of 0°, 20°, 45°, and 70°, and a surface temperature of 677 K. The angular, translational and internal energy, and residence time distributions of the scattered products were determined and analyzed. As a polyatomic molecule, diglycine has several low frequency vibrational modes and shows a rather strong attraction to HOPG, which leads to a long residence time on the surface and facile energy loss, particularly along the normal surface. Since there is significant normal momentum lost while parallel momentum is partially conserved, the scattering angular distribution is found to be generally superspecular and the final translational energies are much lower than the values predicted by the so-called hard-cube model. This study extends our knowledge of collisional energy transfer during collisions of polypeptide molecules with HOPG, which is expected to help the design of a neutral-gas concentrator for the fly-by collection of such molecules in rarefied atmospheres. read less USED (low confidence) Z. Yang, Y. Sun, F. Ma, Y. Lu, and T. Zhao, “Pyrolysis mechanisms of graphene oxide revealed by ReaxFF molecular dynamics simulation,” Applied Surface Science. 2020. link Times cited: 31 USED (low confidence) L. Zhang et al., “Converting PBO fibers into carbon fibers by ultrafast carbonization,” Carbon. 2020. link Times cited: 22 USED (low confidence) W. Feng, Z. Li, H. Gao, Q. Wang, H.-cun Bai, and P. Li, “Understanding the molecular structure of HSW coal at atomic level: A comprehensive characterization from combined experimental and computational study,” Green Energy & Environment. 2020. link Times cited: 30 USED (low confidence) Y. Wang, Y. Liu, Y. Tu, and Q. Wang, “Reductive Decomposition of Solvents and Additives toward Solid-Electrolyte Interphase Formation in Lithium-Ion Battery,” Journal of Physical Chemistry C. 2020. link Times cited: 16 Abstract: The solid-electrolyte interphase (SEI) formed through the re… read moreAbstract: The solid-electrolyte interphase (SEI) formed through the reductive decomposition of solvent molecules plays a crucial role in the stability and durability of lithium-ion batteries (LIBs). Here, we... read less USED (low confidence) C. Shao et al., “Study on cellulose degradation induced by hydroxyl radical with cellobiose as a model using GC-MS, ReaxFF simulation and DFT computation.,” Carbohydrate polymers. 2020. link Times cited: 21 USED (low confidence) S. Yan, D. Xia, and W. Xuan, “New insight into enhancement effect of supercritical water on scrap tire depolymerization: A study based on ReaxFF-MD simulation and DFT method,” Fuel Processing Technology. 2020. link Times cited: 18 USED (low confidence) X. Guo et al., “Study on chemical effects of H2O2 and glycine in the Copper CMP process using ReaxFF MD,” Applied Surface Science. 2020. link Times cited: 20 USED (low confidence) Y. Ootani et al., “Self-Formed Double Tribolayers Play Collaborative Roles in Achieving Superlow Friction in an Aqueous Environment,” Journal of Physical Chemistry C. 2020. link Times cited: 21 Abstract: A mechanism to achieve super-low friction in water lubricati… read moreAbstract: A mechanism to achieve super-low friction in water lubrication is still in debate because friction is accompanied by complex mechanochemical processes at sliding interfaces. Here, we experimentally... read less USED (low confidence) N. Baishnab et al., “Role of generated free radicals in synthesis of amorphous hydrogenated boron carbide from orthocarborane using argon bombardment: a ReaxFF molecular dynamics study,” Materials Research Express. 2020. link Times cited: 0 Abstract: In this study, we modeled and analyzed a critical aspect of … read moreAbstract: In this study, we modeled and analyzed a critical aspect of the synthesis process for a-BxC:Hy i.e. the argon bombardment from the ortho-carborane precursor. Utilizing the reactive molecular dynamics simulations, we identified and evaluated the formation of free radicals as a result of ion bombardment. We found that increasing kinetic energy of ions releases an increasing amount of hydrogen. Thus, hydrogen content in the product can be tuned by varying the ion energy. Overall, our approach allows for a better understanding of the mechanism of Ar bombardment and the role of radical species toward the formation of ortho-carborane network. read less USED (low confidence) D. Hong, T. Si, X. Li, and X. Guo, “Reactive molecular dynamic simulations of the CO2 gasification effect on the oxy-fuel combustion of Zhundong coal char,” Fuel Processing Technology. 2020. link Times cited: 28 USED (low confidence) X. Guo et al., “Effects of pressure and slurry on removal mechanism during the chemical mechanical polishing of quartz glass using ReaxFF MD,” Applied Surface Science. 2020. link Times cited: 29 USED (low confidence) M. Muraleedharan, R. Herz-Thyhsen, J. Dewey, J. Kaszuba, and A. V. van Duin, “Understanding the Chemistry of Cation Leaching in Illite/Water Interfacial System Using Reactive Molecular Dynamics Simulations and Hydrothermal Experiments,” Chemical Engineering (Chemistry) eJournal. 2020. link Times cited: 9 USED (low confidence) R. Sun, H. Qi, P. Liu, and F. Lv, “Molecular Dynamic Simulations of Diethyl Ether and its Mixture with Cellulose Dinitrate Tripolymer Molecules for their Thermal Diffusion Behaviors,” Journal of Molecular and Engineering Materials. 2020. link Times cited: 0 Abstract: In this paper, thermal diffusion states of pure diethyl ethe… read moreAbstract: In this paper, thermal diffusion states of pure diethyl ether and its mixture with cellulose dinitrate tripolymer were uncovered by LAMMPS-based Molecular Dynamic (MD) simulations. Those MD simulations were generally performed through specified ReaxFF reactive force field to obtain the properties of the chemical system such as molecular energy, density, mean square displacement (MSD) and molecular coordinate. The result of MD simulations presented the clear superheating phenomenon of pure liquid diethyl ether system in the studied environment. The obtained phase transition point was much higher than the reported one. The deviation between two temperatures was about 132.369[Formula: see text]K. It was also demonstrated that the transition process was associated with the sharp increment of potential energy, volume, diffusion coefficient and cohesive energy. However, the split of these diethyl ether molecules was not uniform. The cluster-like transition state was observed before the end of the vaporing process (460[Formula: see text]K). As for the addition of cellulose dinitrate tripolymer, these molecules were not agglomerated in the simulated organic mixture. However, the diffusion of cellulose dinitrate tripolymer was much weaker than those diethyl ether molecules. While the concentration of cellulose dinitrate tripolymer was higher, molecular interactions of this organic mixture were consequently improved, and this further limited the diffusion behavior of the entire chemical system. It could be concluded that the diffusion behavior of the entire organic system was decreased with more amount of cellulose dinitrate tripolymer molecules. read less USED (low confidence) J. Yan and S. Y. Chen, “Mechanical properties of monolayer antimony carbide: A molecular dynamics simulation,” Materials today communications. 2020. link Times cited: 0 USED (low confidence) H. Li, B. Xu, H. Jin, K. Luo, and J. Fan, “Molecular Dynamic Study of a Pyrolysis Process of a Coal Particle in Different Environments,” Journal of Energy Resources Technology. 2020. link Times cited: 5 Abstract:
The pyrolysis processes of a coal particle containing 19,6… read moreAbstract:
The pyrolysis processes of a coal particle containing 19,638 atoms in different atmospheres are studied with a reactive force field molecular dynamics (ReaxFF MD) method. The detailed chemical reactions with the corresponding occurrence frequencies are obtained. The generation paths of the main products are disclosed, including CO, H2, H2O, and CH4. The nonuniform effect of temperature on the pyrolysis production is analyzed, among which the productions of CH4 and CO nonmonotonically vary with temperature, while the H2 production increases linearly with temperature. The kinds of atmospheres can significantly influence the coal pyrolysis. Hydrogen atmosphere can apparently improve the CH4 production, which results from the enhancement of the C–H bond generation. read less USED (low confidence) T. D. Ta et al., “Reactive Molecular Dynamics Study of Hierarchical Tribochemical Lubricant Films at Elevated Temperatures.” 2020. link Times cited: 10 Abstract: We have developed a reactive force field (ReaxFF), which is … read moreAbstract: We have developed a reactive force field (ReaxFF), which is able to reproduce accurately the physical and chemical properties of a comprehensive Fe/Na/P/O system. This ReaxFF was trained systematic... read less USED (low confidence) J. Zhao et al., “Study on soot evolution under different hydrogen addition conditions at high temperature by ReaxFF molecular dynamics,” Fuel. 2020. link Times cited: 15 USED (low confidence) Q. Qiao, X. Li, and L. Huang, “Crystalline Cellulose under Pyrolysis Conditions: The Structure–Property Evolution via Reactive Molecular Dynamics Simulations,” Journal of Chemical & Engineering Data. 2020. link Times cited: 12 Abstract: As a primary component of cell walls of plants, algae, bacte… read moreAbstract: As a primary component of cell walls of plants, algae, bacteria, and other natural biomaterials, cellulose has attracted research attention and is the key to effective conversion of natural biomate... read less USED (low confidence) A. Vashisth and M. Mirsayar, “A combined atomistic-continuum study on the temperature effects on interfacial fracture in SiC/SiO2 composites,” Theoretical and Applied Fracture Mechanics. 2020. link Times cited: 6 USED (low confidence) Y. Guan, J. Lou, R. Liu, H.-xia Ma, and J.-rong Song, “Reactive molecular dynamics simulation on thermal decomposition of n-heptane and methylcyclohexane initiated by nitroethane,” Fuel. 2020. link Times cited: 19 USED (low confidence) Ruo-Yu Dong (董若宇), Yuan Dong (董源), Q. Li, and C. Wan, “Ballistic-diffusive phonon transport in cellulose nanocrystals by ReaxFF molecular dynamics simulations,” International Journal of Heat and Mass Transfer. 2020. link Times cited: 16 USED (low confidence) X. Guo et al., “Effect of surface hydroxylation on ultra-precision machining of quartz glass,” Applied Surface Science. 2020. link Times cited: 19 USED (low confidence) D. Hu, X. Gu, B. Cui, J. Pei, and Q. Zhang, “Modeling the Oxidative Aging Kinetics and Pathways of Asphalt: A ReaxFF Molecular Dynamics Study,” Energy & Fuels. 2020. link Times cited: 56 Abstract: The ReaxFF molecular dynamics simulations, which can predict… read moreAbstract: The ReaxFF molecular dynamics simulations, which can predict chemical reactions, were performed on integral asphalt and individual asphalt molecules at different temperatures and oxygen levels to i... read less USED (low confidence) M. Muraleedharan, H. Asgar, S. Mohammed, G. Gadikota, and A. V. van Duin, “Elucidating Thermally Induced Structural and Chemical Transformations in Kaolinite Using Reactive Molecular Dynamics Simulations and X-ray Scattering Measurements,” Chemistry of Materials. 2020. link Times cited: 13 Abstract: The lack of reliable predictive modeling methods and robust … read moreAbstract: The lack of reliable predictive modeling methods and robust experimental techniques has hindered the rational design of hierarchical materials with desired structure–property–performance attributes... read less USED (low confidence) S. Yuan, X. Wang, H. Zhang, and S. Yuan, “Reactive Molecular Dynamics on the Oxidation of H–Si(100) Surface: Effect of Humidity and Temperature,” Journal of Physical Chemistry C. 2020. link Times cited: 11 Abstract: In this paper, the oxidation behavior of H–Si(100) surface u… read moreAbstract: In this paper, the oxidation behavior of H–Si(100) surface under different humidities (i.e., water environment and air environment) and temperatures (such as 300 and 500 K) was studied by molecular... read less USED (low confidence) C. Chen, L. Zhao, X. Wu, and S. Lin, “Theoretical understanding of coal char oxidation and gasification using reactive molecular dynamics simulation,” Fuel. 2020. link Times cited: 21 USED (low confidence) L. Shi, M. Sessim, M. Tonks, and S. Phillpot, “Modeling Carbon fiber oxidation under high temperature by ReaxFF based molecular dynamics simulation.” 2020. link Times cited: 1 USED (low confidence) A. Antidormi, S. Roche, and L. Colombo, “Impact of oxidation morphology on reduced graphene oxides upon thermal annealing,” Journal of Physics: Materials. 2019. link Times cited: 10 Abstract: Thermal reduction of graphene oxide (GO) is an essential tec… read moreAbstract: Thermal reduction of graphene oxide (GO) is an essential technique to produce low-cost and higher quality graphene-based materials and composites used today in a plethora of applications. However, despite a demonstrated efficiency of high-temperature annealing in reducing the oxygen content of GO, the impact of the morphology of the initially oxidized samples on the restored sp2 graphene plane versus remaining sp3 imperfections remains unclear and out-of-control. Here using classical molecular dynamics, we simulate the process of thermal reduction on several GO samples for a variety of initial conditions and elucidate how both the concentration of oxygen functional groups and their spatial distribution jeopardize the reduction process efficiency. Our simulations suggest thermal annealing strategies to further optimize the crystallinity of reduced GO, enhancing their transport properties and hence making the resulting composites even more performant for electronic applications. read less USED (low confidence) G. Plummer and G. Tucker, “Bond-order potentials for theTi3AlC2andTi3SiC2MAX phases,” Physical Review B. 2019. link Times cited: 12 USED (low confidence) S. Yuan et al., “Sub-nanoscale polishing of single crystal diamond(100) and the chemical behavior of nanoparticles during the polishing process,” Diamond and Related Materials. 2019. link Times cited: 28 USED (low confidence) Y. Jhon, C. Kim, Y. Byun, J. Lee, and Y. Jhon, “Facile large-area fabrication of highly selective and permeable few-layered graphene: A molecular dynamics study,” Carbon. 2019. link Times cited: 13 USED (low confidence) D. Akbarian et al., “Atomistic-scale insights into the crosslinking of polyethylene induced by peroxides,” Polymer. 2019. link Times cited: 35 USED (low confidence) F. Xu, H. Liu, Q. Wang, S. Pan, D. Zhao, and Y. Liu, “Study of non-isothermal pyrolysis mechanism of lignite using ReaxFF molecular dynamics simulations,” Fuel. 2019. link Times cited: 34 USED (low confidence) Y. Han, T. Ma, F. Chen, W. Li, and J. Zhang, “Supercritical water gasification of naphthalene over iron oxide catalyst: A ReaxFF molecular dynamics study,” International Journal of Hydrogen Energy. 2019. link Times cited: 38 USED (low confidence) Y. Wang et al., “Triboemission of hydrocarbon molecules from diamond-like carbon friction interface induces atomic-scale wear,” Science Advances. 2019. link Times cited: 59 Abstract: Triboemission of hydrocarbon molecules such as methane and e… read moreAbstract: Triboemission of hydrocarbon molecules such as methane and ethylene induces chemical and mechanical wear of diamond-like carbon. Understanding atomic-scale wear is crucial to avoid device failure. Atomic-scale wear differs from macroscale wear because chemical reactions and interactions at the friction interface are dominant in atomic-scale tribological behaviors, instead of macroscale properties, such as material strength and hardness. It is particularly challenging to reveal interfacial reactions and atomic-scale wear mechanisms. Here, our operando friction experiments with hydrogenated diamond-like carbon (DLC) in vacuum demonstrate the triboemission of various hydrocarbon molecules from the DLC friction interface, indicating its atomic-scale chemical wear. Furthermore, our reactive molecular dynamics simulations reveal that this triboemission of hydrocarbon molecules induces the atomic-scale mechanical wear of DLC. As the hydrogen concentration in hydrogenated DLC increases, the chemical wear increases while mechanical wear decreases, indicating an opposite effect of hydrogen concentration on chemical and mechanical wear. Consequently, the total wear shows a concave hydrogen concentration dependence, with an optimal hydrogen concentration for wear reduction of around 20%. read less USED (low confidence) H. Li and P. S. Branicio, “Ultra-low friction of graphene/C60/graphene coatings for realistic rough surfaces,” Carbon. 2019. link Times cited: 13 USED (low confidence) X. Li, H. Mizuseki, S. J. Pai, and K.-R. Lee, “Reactive molecular dynamics simulation of the amorphous carbon growth: Effect of the carbon triple bonds,” Computational Materials Science. 2019. link Times cited: 5 USED (low confidence) T. Zhang, X. Li, L. Guo, and X. Guo, “Reaction Mechanisms in Pyrolysis of Hardwood, Softwood, and Kraft Lignin Revealed by ReaxFF MD Simulations,” Energy & Fuels. 2019. link Times cited: 29 Abstract: Reactions of linkages and monomer rings in hardwood, softwoo… read moreAbstract: Reactions of linkages and monomer rings in hardwood, softwood, and kraft lignin pyrolysis were investigated using reactive force field (ReaxFF) molecular dynamics (MD) simulations. Four large ligni... read less USED (low confidence) M. Zheng, X. Li, M. Wang, and L. Guo, “Dynamic profiles of tar products during Naomaohu coal pyrolysis revealed by large-scale reactive molecular dynamic simulation,” Fuel. 2019. link Times cited: 40 USED (low confidence) J. Wang, G.-J. Guo, Y. Han, Q. Hou, M. Geng, and Z. Zhang, “Mechanolysis mechanisms of the fused aromatic rings of anthracite coal under shear stress,” Fuel. 2019. link Times cited: 29 USED (low confidence) X. Huang, Q. Li, J. Wang, and L. Liu, “Production mechanism of single excessive hydrogen in current transformers: A reactive molecular dynamics simulation study,” Materials & Design. 2019. link Times cited: 2 USED (low confidence) S. Mei et al., “N-doped activated carbon from used dyeing wastewater adsorbent as a metal-free catalyst for acetylene hydrochlorination,” Chemical Engineering Journal. 2019. link Times cited: 56 USED (low confidence) Z. Shi, Z. Jin, X. Guo, S. Yuan, and J. Guo, “Insights into the atomistic behavior in diamond chemical mechanical polishing with OH environment using ReaxFF molecular dynamics simulation,” Computational Materials Science. 2019. link Times cited: 18 USED (low confidence) R.-K. Dong, Z. Mei, S. Xu, F. Zhao, X. Ju, and C. Ye, “Molecular dynamics simulation on reaction and kinetics isotope effect of nano-aluminum and water,” International Journal of Hydrogen Energy. 2019. link Times cited: 7 USED (low confidence) P. Zhao, S. Han, X. Li, T. Zhu, X. Tao, and L. Guo, “Comparison of RP-3 Pyrolysis Reactions between Surrogates and 45-Component Model by ReaxFF Molecular Dynamics Simulations,” Energy & Fuels. 2019. link Times cited: 16 Abstract: This work compares pyrolysis reactions of 3- and 4-component… read moreAbstract: This work compares pyrolysis reactions of 3- and 4-component surrogate models of RP-3 aviation fuel by a ReaxFF molecular dynamics (MD) simulation method. To evaluate the reactivity of the two RP-3 surrogate models, a multi-component baseline model that consists of 45 components was constructed as a representative of real RP-3 fuel. Reactive MD simulations of RP-3 fuel pyrolysis were performed for the two simple surrogate models and the multi-component baseline model using the GPU code of GMD-Reax. Reaction pathways were analyzed with aid of the unique software of VARxMD. The main product yield and the initial reaction pathways in heat-up pyrolysis simulations of the two RP-3 surrogate models are found different from those in the 45-component model. In comparison to the 45-component baseline model, the weight fraction of C2H4 generated can be 15% higher for the 4-component surrogate model and 10% higher for the 3-component surrogate model. Because the C2H4 molecules in RP-3 pyrolysis are mainly produced t... read less USED (low confidence) Y.-L. Liu, X. Zhang, and J. Ding, “Chemical effect of NO on CH4 oxidation during combustion in O2/NO environments,” Chemical Physics Letters. 2019. link Times cited: 8 USED (low confidence) S. Yan, D. Xia, X. Zhang, and B. Jiang, “A complete depolymerization of scrap tire with supercritical water participation: A molecular dynamic simulation study.,” Waste management. 2019. link Times cited: 28 USED (low confidence) K. Lu et al., “The structure–activity relationship of Fe nanoparticles in CO adsorption and dissociation by reactive molecular dynamics simulations,” Journal of Catalysis. 2019. link Times cited: 15 USED (low confidence) S. Hahn and A. V. van Duin, “Surface Reactivity and Leaching of a Sodium Silicate Glass under an Aqueous Environment: A ReaxFF Molecular Dynamics Study,” The Journal of Physical Chemistry C. 2019. link Times cited: 41 Abstract: The presence of leachable ions in multicomponent silicate gl… read moreAbstract: The presence of leachable ions in multicomponent silicate glasses complicates the understanding of their surface structure and chemistry under a humid or aqueous environment, in particular when com... read less USED (low confidence) L. Ai, Y. Zhou, and M. Chen, “Role of Dissolved Oxygen in Iron Oxidation in Supercritical Water: Insights from Reactive Dynamics Simulations,” The Journal of Physical Chemistry C. 2019. link Times cited: 13 Abstract: Oxygenated treatment is considered to be an effective chemic… read moreAbstract: Oxygenated treatment is considered to be an effective chemical water treatment method and is widely used in supercritical power plants. Previous isotope tracer experiments reported that dissolved o... read less USED (low confidence) H. Nguyen, “Graphene layer of hybrid graphene/hexagonal boron nitride model upon heating,” Carbon Letters. 2019. link Times cited: 9 USED (low confidence) T. Han, S. Cao, X. Wang, Z. Xue, and X. Zhang, “Mechanical behaviours of penta-graphene and effects of hydrogenation,” Materials Research Express. 2019. link Times cited: 8 Abstract: A new graphene allotrope, penta-graphene (PG), has been prop… read moreAbstract: A new graphene allotrope, penta-graphene (PG), has been proposed recently with unique electronic properties. However, the mechanical behaviors have not been fully explored yet. In this work, we performed classic molecular dynamics (MD) simulations to evaluate the fundamental mechanical properties of PG under uniaxial tension. The effects of strain rate and hydrogenation on the mechanical properties and deformation mechanism of PG were also systematically investigated. Our simulations show that unlike brittle graphene, PG behaves plastically during tensile deformation, which is inherently originated from the irreversible pentagon-to-polygon structural transformation. Higher strain rate generally leads to lower Young’s modulus but higher yield and ultimate strength and strain of PG. In addition, it is also found that fully hydrogenated PG (HPG) exhibits brittle fracture characteristics and does not undergo structural transformation under tension, while HPG with lower H-coverages possess similar mechanical behaviors to that of pristine PG. Moreover, we demonstrate that temperature can trigger pentagon-to-hexagon structural reconstruction for free-standing pristine PG and partially HPG, but cannot for fully HPG. These findings are expected to provide important guidelines for the practical applications of PG in nanodevices and nanoelectronics. read less USED (low confidence) Y. Rosandi and G. R. Fauzi, “Vibration Frequency Spectrum of Water-Filled Porous Silica Investigated by Molecular Dynamics Simulation.” 2019. link Times cited: 0 USED (low confidence) A. Sycheva, E. Voronina, T. Rakhimova, and A. Rakhimov, “Influence of porosity and pore size on sputtering of nanoporous structures by low-energy Ar ions: Molecular dynamics study,” Applied Surface Science. 2019. link Times cited: 13 USED (low confidence) S. Winczewski and J. Rybicki, “Anisotropic mechanical behavior and auxeticity of penta-graphene: Molecular statics/molecular dynamics studies,” Carbon. 2019. link Times cited: 16 USED (low confidence) M. Kai, L.-W. Zhang, and K. Liew, “Graphene and graphene oxide in calcium silicate hydrates: Chemical reactions, mechanical behavior and interfacial sliding,” Carbon. 2019. link Times cited: 74 USED (low confidence) C. Liu, J. Xi, and I. Szlufarska, “Sensitivity of SiC Grain Boundaries to Oxidation,” The Journal of Physical Chemistry C. 2019. link Times cited: 13 Abstract: Molecular dynamics simulations of dry oxidation of bicrystal… read moreAbstract: Molecular dynamics simulations of dry oxidation of bicrystals with incoherent and coherent grain boundaries (GBs) in 3C–SiC are performed at 2000 K and the results are compared to oxidation of single-crystal SiC. Oxidation near incoherent GBs is found faster than that in single crystals and in coherent GBs, whereas oxidation of coherent GBs is comparable to that of single crystals. The accelerated oxidation near incoherent GBs is attributed to strain and the presence of under-coordinated Si within the GB region, both of which reduce the positive charge on silicon atoms, making them more reactive with oxygen. Although atoms with similar properties are found in dislocation cores of coherent GBs, dislocation cores are isolated from each other by crystalline regions, which in turn control the rate of oxidation. read less USED (low confidence) L. Xie, Y. Shao, W. Zhong, H. Ben, and K.-xi Li, “Molecular dynamic simulation on the oxidation process of coal tar pitch,” Fuel. 2019. link Times cited: 23 USED (low confidence) N. Onofrio and T. W. Ko, “Exploring the Compositional Ternary Diagram of Ge/S/Cu Glasses for Resistance Switching Memories,” The Journal of Physical Chemistry C. 2019. link Times cited: 5 Abstract: Amorphous semiconductors with tailored ionic and electronic … read moreAbstract: Amorphous semiconductors with tailored ionic and electronic conductivities are central to the operation of emerging resistive memory. However, because of the large amount of potential candidates and compositions, only limited numbers of materials have been tested experimentally. To accelerate the search of efficient solid electrolytes for resistive switching devices, we developed parameters to describe copper-doped germanium sulfides based on ReaxFF, a reactive molecular dynamics framework. The force field was optimized against a training set of first-principle calculations including crystals, amorphous structures, some small molecules, and clusters to describe the atomic interactions among Ge, S, and Cu elements. Based on this novel atomistic model, we studied the mobility of Cu as a function of the ternary composition of amorphous GexSyCuz, and we investigated the corresponding atomic and electronic structures of each solid electrolyte in details. Our analysis led to semiconducting compositions with hig... read less USED (low confidence) N. Schmidt, M. D. Enache, L. Maggini, R. Havenith, D. Bonifazi, and M. Stöhr, “Coverage-Controlled Polymorphism of H-Bonded Networks on Au(111),” The Journal of Physical Chemistry. C, Nanomaterials and Interfaces. 2019. link Times cited: 4 Abstract: We report on the self-assembly of a conformational flexible … read moreAbstract: We report on the self-assembly of a conformational flexible organic compound on Au(111) using scanning tunneling microscopy and low-energy electron diffraction measurements. We observed different conformers of the compound upon adsorption on the reconstructed Au(111) surface. Increasing the molecular coverage enhanced the lateral pressure, that is, parallel to the surface, favoring a coverage-controlled transition from a supramolecular network displaying only one molecular organization, into a polymorphic array with two coexisting arrangements. Our results give insights into the role of substrate-induced conformational changes on the formation of polymorphic supramolecular networks. read less USED (low confidence) P. Liu, J. Liu, and M. Wang, “Ignition and combustion of nano-sized aluminum particles: A reactive molecular dynamics study,” Combustion and Flame. 2019. link Times cited: 53 USED (low confidence) E. Goudeli, “Nanoparticle growth, coalescence, and phase change in the gas-phase by molecular dynamics,” Current Opinion in Chemical Engineering. 2019. link Times cited: 21 USED (low confidence) I. Grubova, M. Surmeneva, S. Huygh, R. Surmenev, and E. Neyts, “Effects of silicon doping on strengthening adhesion at the interface of the hydroxyapatite–titanium biocomposite: A first-principles study,” Computational Materials Science. 2019. link Times cited: 13 USED (low confidence) X. Huang, J. Wang, Q. Li, J. Lin, and Z. Wang, “Impact of the phenyl thioether contents on the high frequency dielectric loss characteristics of the modified polyimide films,” Surface and Coatings Technology. 2019. link Times cited: 27 USED (low confidence) L. Wang and F. Duan, “Healing mechanism of multi-vacancy defective graphene under carbon irradiation,” Fullerenes, Nanotubes and Carbon Nanostructures. 2019. link Times cited: 2 Abstract: The irradiation healing process of defective graphene was st… read moreAbstract: The irradiation healing process of defective graphene was studied by reactive molecular dynamics simulation of injecting C atoms on a multi-vacancy graphene sheet. We studied the effect of environment temperature and incident energy of injected atoms on healing process of defective graphene. Our simulations show that a relatively high temperature (about 1600 K) is prerequisite for perfect healing of defective graphene. Moreover, an appropriate incident energy for injected atoms (0.16 eV/atom for ∼1800 K) is also necessary for perfect healing, even under a suitable temperature for perfect healing. Defect structures, such as carbon chains and blister-like structures, will occur and hinder the healing process, if the adsorption process (determined basically by incident energy) is faster than the reorganization process (dominated by temperature). In addition, the temperature dependence of reorganization capability of graphene was further studied by molecular dynamics simulation of relaxing an intact graphene sheet with adsorbed atoms. The analysis of the evolution of various micro-structures, emerged during the reorganization simulations, is helpful for deeply understanding the healing mechanism of defective graphene sheet under carbon irradiation. read less USED (low confidence) H. Yuan, W. Kong, F. Liu, and D. Chen, “Study on soot nucleation and growth from PAHs and some reactive species at flame temperatures by ReaxFF molecular dynamics,” Chemical Engineering Science. 2019. link Times cited: 46 USED (low confidence) T. Senda et al., “Analyses of oxidation process for isotropic pitch-based carbon fibers using model compounds,” Carbon. 2019. link Times cited: 46 USED (low confidence) J. Liu, Q. Wang, and Y. Qi, “Atomistic simulation of the formation and fracture of oxide bifilms in cast aluminum,” Acta Materialia. 2019. link Times cited: 26 USED (low confidence) R. A. Dias et al., “Ab initio molecular dynamics simulation of methanol and acetonitrile: The effect of van der Waals interactions,” Chemical Physics Letters. 2019. link Times cited: 4 USED (low confidence) V. J. Murray, L. Zhou, C. Xu, Y. Wang, H. Guo, and T. Minton, “Scattering Dynamics of Glycine, H2O, and CO2 on Highly Oriented Pyrolytic Graphite,” The Journal of Physical Chemistry C. 2019. link Times cited: 6 Abstract: The dynamics of H2O, CO2, and glycine (GLY) colliding with h… read moreAbstract: The dynamics of H2O, CO2, and glycine (GLY) colliding with highly oriented pyrolytic graphite (HOPG) have been explored with beam-surface scattering techniques and molecular dynamics (MD) simulations that were carried out using a reactive force field. A supersonic, continuous molecular beam containing H2O, CO2, and GLY with incidence translational energies of 38.9, 87.5, and 149.5 kJ mol–1, respectively, was directed at an HOPG surface held at a temperature of 677 K. Angular and translational energy distributions of the inelastically scattered molecules were derived from time-of-flight distributions collected with a rotatable mass spectrometer employing electron bombardment ionization. The experimental results indicated that H2O and CO2 retained their incident parallel energy during the gas–surface interaction. The scattering dynamics of GLY were more complicated, as a substantial fraction of the molecules exchanged a significant amount of energy during the gas–surface interaction but did not come into th... read less USED (low confidence) M. M. Islam and A. Strachan, “Reactive Molecular Dynamics Simulations to Investigate the Shock Response of Liquid Nitromethane,” The Journal of Physical Chemistry C. 2019. link Times cited: 27 Abstract: We use molecular dynamics (MD) simulations with the ReaxFF r… read moreAbstract: We use molecular dynamics (MD) simulations with the ReaxFF reactive force field to investigate the thermomechanical, chemical, and spectroscopic response of nitromethane (NM) to shock loading. We simulate shocks using the Hugoniostat technique and use four different parametrizations of ReaxFF to assess the sensitivity of the results with respect to the force field. The predicted shock states, for both the unreacted and reacted materials, are in good agreement with experiments, and two of the force fields capture the increase in shock velocity due to exothermic reactions in excellent agreement with experiments. The predicted detonation velocities with these two force fields are also in good agreement with experiments, and the differences in predicted values are linked to the differences in the reaction products. Across all force fields, NM decomposes predominantly via bimolecular reactions and the formation of nitrosomethane (CH3NO) is found as a dominant initiation pathway. We elucidate the mechanisms of ... read less USED (low confidence) Y. Han, T. Ma, F. Chen, W. Li, and J. Zhang, “Synergistic Mechanism of Ni Catalyst and Supercritical Water during Refractory Organic Wastewater Treatment,” Industrial & Engineering Chemistry Research. 2019. link Times cited: 22 Abstract: The synergistic mechanism of Ni catalyst and supercritical w… read moreAbstract: The synergistic mechanism of Ni catalyst and supercritical water (SCW) during the treatment of dibutyl phthalate (DBP), a representative component of refractory phthalic acid esters, has been investigated using the ReaxFF molecular dynamic simulations. During the catalytic SCW gasification process, Ni catalyst could facilitate the bond cleavage while the roles of SCW were to promote cracking and serve as H sources. As for the evolution of dissociated side chains, the cooperative effects greatly enhanced the cracking of long-chain fragments and generation of saturated products. Ni could help split H2O and the SCW accelerated β-scission as well as provided H and O atoms. For the aromatic ring-opening stage, a Ni-catalyzed process involved successive bond scission and migration of carbon chains into catalyst bulk was dominant while the SCW only offered marginal help. With regard to H2 production, the synergistic effects were supposed to improve H2 yield. Furthermore, the Ni catalyst was gradually deactivated... read less USED (low confidence) V. Dozhdikov, A. Basharin, and P. Levashov, “Liquid carbon quenching on a cold diamond layer: Multiparticle molecular dynamics simulation,” Journal of Physics: Conference Series. 2019. link Times cited: 0 Abstract: In the present paper, in order to create the model structure… read moreAbstract: In the present paper, in order to create the model structure of amorphous carbon, we have performed classical molecular-dynamic calculations of liquid carbon quenching on a cold diamond substrate. For this purpose a double-layer simulation cell diamond–liquid carbon containing 90 000 atoms of carbon at a pressure of 1.2 GPa has been used. We have exploited a classical potential ReaxFFC-2013. Characteristic quenching rates versus the distance from the diamond substrate and the velocity of thermal front of quenching have been obtained. The influence of the number of particles in a simulation cell on the results has been investigated as well. read less USED (low confidence) M. T. Curnan et al., “Connecting Oxide Nucleation and Growth to Oxygen Diffusion Energetics on Stepped Cu(011) Surfaces: An Experimental and Theoretical Study,” The Journal of Physical Chemistry C. 2018. link Times cited: 19 Abstract: Current fundamental understanding of the reaction mechanisms… read moreAbstract: Current fundamental understanding of the reaction mechanisms controlling Cu oxidation encompasses early-stage chemisorption and O surface diffusion, as well as later-stage Cu oxide nano-island nucleation and growth. This understanding cannot broadly predict preferential Cu oxide formation on competing surface defects. Improving understanding on how to control preferential oxide formation can lead to more effective corrosion mitigation and Cu/Cu2O catalyst optimization strategies. Computational methods, such as density functional theory and reactive force field molecular mechanics, linked by a multiscale approach can calculate early-stage O adsorption and diffusion energetics on simulated structures comparable to experimental surface defects. Experimental methods, like environmental transmission electron microscopy, can characterize later-stage preferential Cu oxide formation on competing surface defects. This study aspires to illustrate consistency between early- and later-stage oxidation properties, find... read less USED (low confidence) Q. Chu, B. Shi, L. Liao, K. Luo, N.-fei Wang, and C. Huang, “Ignition and Oxidation of Core–Shell Al/Al2O3 Nanoparticles in an Oxygen Atmosphere: Insights from Molecular Dynamics Simulation,” The Journal of Physical Chemistry C. 2018. link Times cited: 42 Abstract: This study employed the reactive force field molecular dynam… read moreAbstract: This study employed the reactive force field molecular dynamics to capture atomic-level heat and mass transfer and reaction processes of an aluminum nanoparticle (ANP) oxidizing in a high temperatu... read less USED (low confidence) J. Liu et al., “Higher Activity Leading to Higher Disorder: A Case of Four Light Hydrocarbons to Variable Morphological Carbonaceous Materials by Pyrolysis,” The Journal of Physical Chemistry C. 2018. link Times cited: 13 Abstract: The subtle and efficient manufacture of high-quality carbona… read moreAbstract: The subtle and efficient manufacture of high-quality carbonaceous materials dominates their extensive applications. Meanwhile, revealing the underlying mechanism in the formation of carbonaceous materials is crucial to improving their manufacture efficiency. In the present work, we focus upon the pyrolysis mechanism for four light hydrocarbons including methane, CH4, ethane, C2H6, ethylene, C2H4, and acetylene, C2H2, to carbonaceous materials, combined with reactive molecular dynamics (RMD) simulations. The carbonaceous materials with various morphologies are observed in our simulations, and the morphologies are strongly dependent on the initial reactants; i.e., a disorderly C cluster, a crossed C multilayer, and an orderly C monolayer are made from C2H2, C2H4, and C2H6 and CH4, respectively, as ascertained partly in experiments. Tracing the RMD trajectories, we confirm that the pyrolysis of all four light hydrocarbons undergoes three stages, including the C chain elongation with generation of new small c... read less USED (low confidence) X. Dong and Y. Shin, “Predictions of thermal conductivity and degradation of irradiated SiC/SiC composites by materials-genome-based multiscale modeling,” Journal of Nuclear Materials. 2018. link Times cited: 16 USED (low confidence) M. Zheng, X. Li, and L. Guo, “Investigation of N behavior during coal pyrolysis and oxidation using ReaxFF molecular dynamics,” Fuel. 2018. link Times cited: 52 USED (low confidence) A. Vashisth, C. M. Ashraf, C. Bakis, and A. V. van Duin, “Effect of chemical structure on thermo-mechanical properties of epoxy polymers: Comparison of accelerated ReaxFF simulations and experiments,” Polymer. 2018. link Times cited: 37 USED (low confidence) X. Guo, X. Wang, Z. Jin, and R. Kang, “Atomistic mechanisms of Cu CMP in aqueous H2O2: Molecular dynamics simulations using ReaxFF reactive force field,” Computational Materials Science. 2018. link Times cited: 30 USED (low confidence) E. Iype, Z. S. A. Khalfay, R. G. Chaudhuri, and B. G. P. Kumar, “Epsomite dehydration: A molecular dynamics study,” Journal of Energy Storage. 2018. link Times cited: 2 USED (low confidence) S. Malali and M. Foroutan, “Dissociation behavior of water molecules on defect-free and defective rutile TiO2 (1 0 1) surfaces,” Applied Surface Science. 2018. link Times cited: 5 USED (low confidence) B. Yuan, F. Zeng, C. Peng, and Y. Wang, “A reactive molecular dynamics simulation study to the disintegration of PVDF and its composite under the impact of a single silicon-oxygen cluster,” Computational Materials Science. 2018. link Times cited: 4 USED (low confidence) H. Jin, B. Xu, H. Li, X. Ku, and J. Fan, “Numerical investigation of coal gasification in supercritical water with the ReaxFF molecular dynamics method,” International Journal of Hydrogen Energy. 2018. link Times cited: 46 USED (low confidence) N. Argibay et al., “In-situ tribochemical formation of self-lubricating diamond-like carbon films,” Carbon. 2018. link Times cited: 48 USED (low confidence) C. Anders and H. Urbassek, “Energetic sulfur ion impacts into cometary ice surfaces: a molecular dynamics study,” Monthly Notices of the Royal Astronomical Society. 2018. link Times cited: 8 USED (low confidence) S. Thomas, E. B. Nam, and S. U. Lee, “Atomistic Dynamics Investigation of the Thermomechanical Properties and Li Diffusion Kinetics in ψ-Graphene for LIB Anode Material.,” ACS applied materials & interfaces. 2018. link Times cited: 31 Abstract: A fundamental understanding of the thermomechanical properti… read moreAbstract: A fundamental understanding of the thermomechanical properties of electrode materials and Li-ion diffusion kinetics is indispensable for designing high-performance Li-ion batteries (LIBs) with high structural stability and safety. Herein, we performed both molecular dynamics (MD) simulations and density functional theory (DFT) calculations to investigate the thermomechanical properties and Li diffusion kinetics in a two-dimensional (2D) defect-filled graphene-like membrane consisting of 5-, 6-, and 7-membered rings, called psi (ψ)-graphene. Our results reveal that ψ-graphene has a negative linear thermal expansion coefficient, a high specific heat capacity, and high elastic constants that satisfy the Born's criterion for mechanical stability, which can be elucidated as the evidence of strong anharmonicity in ψ-graphene because of the soft out-of-plane bending modes. These characteristics can help prevent the thermal runaway that can occur during overheating and prevent structural damage because of the severe volume expansion of the LIBs. In addition, the Li diffusion coefficient was estimated to be 10-9 cm2/s at 300 K with a low Li migration activation energy (<0.16 eV), which suggests favorable electrode kinetics with fast Li conduction. Our DFT calculations also show that ψ-graphene can possess a fairly good theoretical capacity (339 mA h g-1) and a lower Li diffusion barrier (<0.21 eV). Our results suggest that the new fundamental insights presented here will help to stimulate further experimental work on ψ-graphene for promising future applications as a superior electrode material for LIBs. read less USED (low confidence) A. Verma and A. Parashar, “Structural and chemical insights into thermal transport for strained functionalised graphene: a molecular dynamics study,” Materials Research Express. 2018. link Times cited: 23 Abstract: Aim of this article was to investigate the effect of chemica… read moreAbstract: Aim of this article was to investigate the effect of chemical functionalisation on the thermal conductivity of graphene monolayer via reverse non-equilibrium molecular dynamics simulations. Separate simulations have been performed with hydroxyl and epoxide functional groups, which forms intrinsic part of graphene oxide nanostructure. Hydroxyl and epoxide functionalization of graphene has deteriorating effect on the thermal conductivity of graphene. Functionalisation of graphene alters the local structural deformation, phonon transmittance and vibrational frequency of the graphene lattice network. Spatial distribution of hydroxyl group in conjunction with tensile strain engineering plays a significant role in tailoring the thermal conductivity of functionalised graphene. Atomistic alterations such as stable flattening, formation of atomic chains network and epoxide-to-ether chemical transformation upon stretching resulted in an enhanced thermal conductivity. This improvement in thermal conductivity could enable graphene oxide as a promising candidate for thermoelectrics and thermal rectification applications. read less USED (low confidence) N. Wang, Y. Feng, X. Guo, and A. Duin, “Insights into the Role of H2O in the Carbonation of CaO Nanoparticle with CO2,” The Journal of Physical Chemistry C. 2018. link Times cited: 15 Abstract: The enhancement of H2O on the carbonation reaction of CaO wi… read moreAbstract: The enhancement of H2O on the carbonation reaction of CaO with CO2 is now widely recognized in the calcium-looping systems. However, the microscopic origins of steam-enhanced reactions remain unclear. A new insight into this issue from the atomic level is provided. We performed molecular dynamics (MD) simulations using a recently developed ReaxFF reactive force field to study the role of H2O on the carbonation reaction of CaO for enhancing CO2 capture. First, the effects of H2O on the carbonation reaction of CaO with CO2 were investigated by MD simulations combined with thermogravimetric analysis (TGA) experiments. Our calculation results well-supported by the TGA experiments showed that H2O just enhances CaO carbonation at the diffusion-controlled stage, whereas there is little influence on the kinetic stage. Then, we analyzed the properties of ion/gas diffusion and the solid product layer to deeply understand the role of H2O in the diffusion-controlled stage. It was found that the ion/gas diffusion coul... read less USED (low confidence) A. Verma and A. Parashar, “Reactive force field based atomistic simulations to study fracture toughness of bicrystalline graphene functionalised with oxide groups,” Diamond and Related Materials. 2018. link Times cited: 31 USED (low confidence) D. Hou et al., “Molecular structure, dynamics, and mechanical behavior of sodium aluminosilicate hydrate (NASH) gel at elevated temperature: a molecular dynamics study.,” Physical chemistry chemical physics : PCCP. 2018. link Times cited: 45 Abstract: Sodium aluminosilicate hydrate (NASH) gel is the primary adh… read moreAbstract: Sodium aluminosilicate hydrate (NASH) gel is the primary adhesive constituent in environmentally friendly geopolymer. In this study, to understand the thermal behavior of the material, molecular dynamics was utilized to investigate the molecular structure, dynamic property, and mechanical behavior of NASH gel subjected to temperature elevation from 300 K to 1500 K. The aluminosilicate skeleton in NASH gel provides plenty of oxygen sites to accept H-bond from the invading water molecules. Upon heating, around 18.2% of water molecules are decomposed and produce silicate and aluminate hydroxyls. About 87% of hydroxyls are associated with the aluminate skeleton, which weakens the Al-O bonds and disturbs the O-Al-O angle and the local structure, transforming it from an aluminate tetrahedron to a pentahedron and octahedron. With increasing temperature, both Al-O-Si and Si-O-Si bonds are stretched to be broken and the network structure of the NASH gel is gradually transformed into a branch and chain structure. Furthermore, the self-diffusivity of water molecules and sodium dramatically increases with the elevation of temperature, because the decrease in connectivity of the aluminosilicate network reduces the chemical and geometric restriction on the water and ions in NASH gel under higher temperatures. The high temperature also contributes to around 63% of the water molecules further dissociating and hydroxyl groups forming; meanwhile proton exchange between the water molecules and aluminosilicate network frequently takes place. In addition, a uniaxial tensile test was utilized to study the mechanical behavior of the NASH gel at different temperatures. During the tensile test, the aluminosilicate network was found to depolymerize into a branch or chain structure which plays a critical role in resisting the tensile loading. In this process, the breakage of the aluminosilicate skeleton is accompanied with hydrolytic reactions that further deteriorate the structure. Due to the reduction of the chemical bond stability at elevated temperature, both the tensile strength and stiffness of the NASH gel are weakened significantly. However, the ductility of the NASH gel is improved because of the higher extent of structural arrangement at the yield stage and partly due to the lower water attack. Hopefully, the present study can provide valuable molecular insights on the design of alkali-activated materials with high sustainability and durability. read less USED (low confidence) J. Abrahamson, A. Jain, A. V. van Duin, and R. V. V. Wal, “Carbon structure and the resulting graphitizability upon oxygen evolution,” Carbon. 2018. link Times cited: 18 USED (low confidence) J. Liu, P. Liu, and M. Wang, “Molecular dynamics simulations of aluminum nanoparticles adsorbed by ethanol molecules using the ReaxFF reactive force field,” Computational Materials Science. 2018. link Times cited: 20 USED (low confidence) S. Herbers, D. Obenchain, K. Lengsfeld, H. Kuper, J. Becker, and J. U. Grabow, “Thermal self polymerization investigated by microwave molecular spectroscopy – Rotational characterization of the methyl methacrylate dimer,” Journal of Molecular Spectroscopy. 2018. link Times cited: 3 USED (low confidence) S.-Y. Kim, H. W. Lee, S. J. Pai, and S. Han, “Activity, Selectivity, and Durability of Ruthenium Nanoparticle Catalysts for Ammonia Synthesis by Reactive Molecular Dynamics Simulation: The Size Effect.,” ACS applied materials & interfaces. 2018. link Times cited: 22 Abstract: We report a molecular dynamics (MD) simulation employing the… read moreAbstract: We report a molecular dynamics (MD) simulation employing the reactive force field (ReaxFF), developed from various first-principles calculations in this study, on ammonia (NH3) synthesis from nitrogen (N2) and hydrogen (H2) gases over Ru nanoparticle (NP) catalysts. Using ReaxFF-MD simulations, we predict not only the activities and selectivities but also the durabilities of the nanocatalysts and discuss the size effect and process conditions (temperature and pressure). Among the NPs (diameter = 3, 4, 5, and 10 nm) considered in this study, the 4 nm NPs show the highest activity, in contrast to our intuition that the smallest NP should provide the highest activity, as it has the highest surface area. In addition, the best selectivity is observed with the 10 nm NPs. The activity and selectivity are mainly determined by the hcp, fcc, and top sites on the Ru NP surface, which depend on the NP size. Moreover, the selectivity can be improved more significantly by increasing the H2 pressure than by increasing the N2 pressure. The durability of the NPs can be determined by the mean stress and the stress concentration, and these two factors have a trade-off relationship with the NP size. In other words, as the NP size increases, its mean stress decreases, whereas the stress concentration simultaneously increases. Because of these two effects, the best durability is found with the 5 nm NPs, which is also in contrast to our intuition that larger NPs should show better durability. We expect that ReaxFF-MD simulations, along with first-principles calculations, could be a useful tool in developing novel catalysts and understanding catalytic reactions. read less USED (low confidence) S. W. Cranford, “Compressive failure of a carbon nano-tesseract: Sci-Fi inspired materials and the strength of thanos,” Extreme Mechanics Letters. 2018. link Times cited: 4 USED (low confidence) E. Duque-Redondo, K. Yamada, Í. Arbeloa, and H. Manzano, “Adsorption and Diffusion of Na+, Cs+ and Ca+2 Ions in C-S-H and C-a-S-H Nanopores.” 2018. link Times cited: 0 Abstract: Cementitious materials act as a diffusion barrier, immobiliz… read moreAbstract: Cementitious materials act as a diffusion barrier, immobilizing liquid and solidradioactive waste and preventing their release into the biosphere. The retention capability of hydratedcement paste and its main hydration product, C-S-H gel, has been extensively explored experimentallyfor many alkali and alkaline earth cations. Nevertheless, the retention mechanisms of these cations atthe molecular scale are still unclear. In this paper, we have employed molecular dynamics simulationsto study the capacity of C-S-H to retain Cs, Ca and Na, analyzing the number of high-affinity sites onthe surface, the type of sorption for each cation and the diffusivity of these ions. We have also exploredthe impact of aluminum incorporation in C-S-H at a constant concentration of the ions in the gel pore.We found strong competition for surface sorption sites, with notable differences in the retention of thecations under study and a remarkable enhance of the adsorption in C-A-S-H with respect to C-S-H. read less USED (low confidence) S. Han, X. Li, M. Zheng, and L. Guo, “Initial reactivity differences between a 3-component surrogate model and a 24-component model for RP-1 fuel pyrolysis evaluated by ReaxFF MD,” Fuel. 2018. link Times cited: 27 USED (low confidence) S. Sadeghzadeh and M. M. Khatibi, “Vibrational modes and frequencies of borophene in comparison with graphene nanosheets,” Superlattices and Microstructures. 2018. link Times cited: 16 USED (low confidence) J. Hilbert, F. Mangolini, J. B. McClimon, J. Lukes, and R. Carpick, “Si doping enhances the thermal stability of diamond-like carbon through reductions in carbon-carbon bond length disorder,” Carbon. 2018. link Times cited: 44 USED (low confidence) H. Jin, B. Chen, X. Zhao, and C. Cao, “Molecular Dynamic Simulation of Hydrogen Production by Catalytic Gasification of Key Intermediates of Biomass in Supercritical Water,” Journal of Energy Resources Technology-transactions of The Asme. 2018. link Times cited: 51 USED (low confidence) Y.-L. Liu, J. Ding, and K. Han, “Molecular dynamics simulation of the high-temperature pyrolysis of methylcyclohexane,” Fuel. 2018. link Times cited: 38 USED (low confidence) S. Sadeghzadeh, “Borophene sheets with in-plane chain-like boundaries; a reactive molecular dynamics study,” Computational Materials Science. 2018. link Times cited: 18 USED (low confidence) A. Verma and A. Parashar, “Molecular dynamics based simulations to study failure morphology of hydroxyl and epoxide functionalised graphene,” Computational Materials Science. 2018. link Times cited: 39 USED (low confidence) H. Lu, D. Hua, T. Iqabl, X. Zhang, G. Li, and D. Zhang, “Molecular dynamics simulations of the coke formation progress on the nickel-based anode of solid oxide fuel cells,” International Communications in Heat and Mass Transfer. 2018. link Times cited: 16 USED (low confidence) D. Hong and X. Guo, “Molecular dynamics simulations of Zhundong coal pyrolysis using reactive force field,” Fuel. 2017. link Times cited: 71 USED (low confidence) D. Hong and X. Guo, “A reactive molecular dynamics study of CH4 combustion in O2/CO2/H2O environments,” Fuel Processing Technology. 2017. link Times cited: 46 USED (low confidence) K. Hagita, T. Murashima, H. Takano, and T. Kawakatsu, “Thinning Approximation for Two-Dimensional Scattering Patterns from Coarse-Grained Polymer Melts under Shear Flow,” Journal of the Physical Society of Japan. 2017. link Times cited: 8 Abstract: We proposed a thinning approximation (TA) for estimation of … read moreAbstract: We proposed a thinning approximation (TA) for estimation of the two-dimensional (2D) wide-angle scattering patterns from Kremer–Grest polymer melts under shear. In the TA, extra particles are inserted at the middle of bonds for fine-graining of the coarse-grained polymers. For the case without the TA, spots corresponding to the orientation of bonds at a high shear rate are difficult to observe because the bond length of successive particles is comparable to the distance between neighboring particles. With the insertion of the extra particles, a ring pattern originating from the neighboring particles can be moved to a wide-angle region. Thus, we can observe the spots at high shear rates. We also examined the relationship between 2D scattering patterns and the Weissenberg number, which is defined as the product of the shear rate and the longest relaxation time. It is confirmed that the relationship for coarse-grained polymers with the TA is consistent with that of the all-atomistic model of polyethylene. read less USED (low confidence) Y. Cao, C. Liu, H. Zhang, X. Xu, and Q. Li, “Thermal decomposition of HFO-1234yf through ReaxFF molecular dynamics simulation,” Applied Thermal Engineering. 2017. link Times cited: 51 USED (low confidence) N. N. Marei, N. Nassar, G. Vitale, A. Hassan, and M. Zurita, “Effects of the size of NiO nanoparticles on the catalytic oxidation of Quinolin-65 as an asphaltene model compound,” Fuel. 2017. link Times cited: 23 USED (low confidence) S. Sadeghzadeh, “The creation of racks and nanopores creation in various allotropes of boron due to the mechanical loads,” Superlattices and Microstructures. 2017. link Times cited: 16 USED (low confidence) M. Islam and A. Strachan, “Decomposition and Reaction of Polyvinyl Nitrate under Shock and Thermal Loading: A ReaxFF Reactive Molecular Dynamics Study,” Journal of Physical Chemistry C. 2017. link Times cited: 39 Abstract: We use molecular dynamics (MD) simulations with the reactive… read moreAbstract: We use molecular dynamics (MD) simulations with the reactive force field ReaxFF to investigate the response of polyvinyl nitrate (PVN), a high-energy polymer, to shock loading using the Hugoniostat technique. We compare predictions from three widely used ReaxFF versions, and in all cases, we observe shock-induced, volume-increasing exothermic reactions following a short induction time for strong enough insults. The three models predict NO2 dissociation to be the first chemical, and relatively similar final product populations; however, we find significant differences in intermediate populations indicating different reaction mechanisms due to discrepancies in the relative stability of various intermediate fragments. A time-resolved spectral analysis of the reactive MD trajectories enables the first direct comparison of shock-induced chemistry between atomistic simulations and experiments; specifically, ultrafast spectroscopy on laser shocked samples. The results from one of the ReaxFF versions are in excel... read less USED (low confidence) Y. Zhang, Q. Pei, Y. Cheng, Y. Zhang, and X. Zhang, “Thermal conductivity of penta-graphene: The role of chemical functionalization,” Computational Materials Science. 2017. link Times cited: 29 USED (low confidence) M.-Q. Le, “Mechanical properties of penta-graphene, hydrogenated penta-graphene, and penta-CN2 sheets,” Computational Materials Science. 2017. link Times cited: 34 USED (low confidence) R. Nasiri and K. Luo, “Specificity Switching Pathways in Thermal and Mass Evaporation of Multicomponent Hydrocarbon Droplets: A Mesoscopic Observation,” Scientific Reports. 2017. link Times cited: 6 USED (low confidence) M. Ganji, S. Mirzaei, and Z. Dalirandeh, “Molecular origin of drug release by water boiling inside carbon nanotubes from reactive molecular dynamics simulation and DFT perspectives,” Scientific Reports. 2017. link Times cited: 19 USED (low confidence) H. Han et al., “Solid-Liquid Interface Thermal Resistance Affects the Evaporation Rate of Droplets from a Surface: A Study of Perfluorohexane on Chromium Using Molecular Dynamics and Continuum Theory.,” Langmuir : the ACS journal of surfaces and colloids. 2017. link Times cited: 28 Abstract: We study the role of solid-liquid interface thermal resistan… read moreAbstract: We study the role of solid-liquid interface thermal resistance (Kapitza resistance) on the evaporation rate of droplets on a heated surface by using a multiscale combination of molecular dynamics (MD) simulations and analytical continuum theory. We parametrize the nonbonded interaction potential between perfluorohexane (C6F14) and a face-centered-cubic solid surface to reproduce the experimental wetting behavior of C6F14 on black chromium through the solid-liquid work of adhesion (quantity directly related to the wetting angle). The thermal conductances between C6F14 and (100) and (111) solid substrates are evaluated by a nonequilibrium molecular dynamics approach for a liquid pressure lower than 2 MPa. Finally, we examine the influence of the Kapitza resistance on evaporation of droplets in the vicinity of a three-phase contact line with continuum theory, where the thermal resistance of liquid layer is comparable with the Kapitza resistance. We determine the thermodynamic conditions under which the Kapitza resistance plays an important role in correctly predicting the evaporation heat flux. read less USED (low confidence) T. Saha and A. Bhowmick, “High-temperature pyrolysis simulation of acrylonitrile-butadiene model compound with experimental evidence,” Journal of Analytical and Applied Pyrolysis. 2017. link Times cited: 10 USED (low confidence) J. Xu, Y. Bian, Y. Liu, and D. Zhai, “Reactive molecular dynamics study of thermal decomposition of nanocarbon energetic composite materials,” Computational Materials Science. 2017. link Times cited: 9 USED (low confidence) D. D. Jiang, Y. Wang, M. Zhang, J. Zhang, W. Li, and Y. Han, “H 2 and CO production through coking wastewater in supercritical water condition: ReaxFF reactive molecular dynamics simulation,” International Journal of Hydrogen Energy. 2017. link Times cited: 36 USED (low confidence) B. T. Koo, R. Heden, and P. Clancy, “Nucleation and growth of 2D covalent organic frameworks: polymerization and crystallization of COF monomers.,” Physical chemistry chemical physics : PCCP. 2017. link Times cited: 20 Abstract: We establish a theoretical foundation for understanding the … read moreAbstract: We establish a theoretical foundation for understanding the nucleation and growth of 2D covalent organic frameworks (COFs) from solution. This foundation should make it easier to realize some of the unique properties of COFs in targeted applications by allowing us to understand how processing variables such as solvent choice and linkage chemistry lead to larger crystalline domains. We use free energy techniques to map out the reaction mechanisms and activation energies of three fundamental reactions that are responsible for the early stages of 2D COF nucleation for a prototypical and commonly used 2D boronate ester material, COF-5, in water and methanol solvents. We show that the presence of water and methanol greatly catalyzes the boronate ester formation reactions, lowering the activation energy barrier by about 10 kcal mol-1 relative to an uncatalyzed reaction pathway. This is in good agreement with experimental observations by Smith and Dichtel (JACS 2014). Our crystallization studies also conclusively eliminate certain proposed mechanisms of growth, such as polymerization of large sheets followed by stacking, while strengthening the case for templated polymerization as a likely growth mechanism for COF crystals. read less USED (low confidence) B. Mercer, E. Zywicz, and P. Papadopoulos, “Molecular dynamics modeling of PPTA crystallite mechanical properties in the presence of defects,” Polymer. 2017. link Times cited: 29 USED (low confidence) G. Siegel, C. Ciobanu, B. Narayanan, M. Snure, and S. Badescu, “Heterogeneous Pyrolysis: A Route for Epitaxial Growth of hBN Atomic Layers on Copper Using Separate Boron and Nitrogen Precursors.,” Nano letters. 2017. link Times cited: 20 Abstract: Growth of hBN on metal substrates is often performed via che… read moreAbstract: Growth of hBN on metal substrates is often performed via chemical vapor deposition from a single precursor (e.g., borazine) and results in hBN monolayers limited by the substrates catalyzing effect. Departing from this paradigm, we demonstrate close control over the growth of mono-, bi-, and trilayers of hBN on copper using triethylborane and ammonia as independent sources of boron and nitrogen. Using density functional theory (DFT) calculations and reactive force field molecular dynamics, we show that the key factor enabling the growth beyond the first layer is the activation of ammonia through heterogeneous pyrolysis with boron-based radicals at the surface. The hBN layers grown are in registry with each other and assume a perfect or near perfect epitaxial relation with the substrate. From atomic force microscopy (AFM) characterization, we observe a moiré superstructure in the first hBN layer with an apparent height modulation and lateral periodicity of ∼10 nm. While this is unexpected given that the moiré pattern of hBN/Cu(111) does not have a significant morphological corrugation, our DFT calculations reveal a spatially modulated interface dipole layer which determines the unusual AFM response. These findings have improved our understanding of the mechanisms involved in growth of hBN and may help generate new growth methods for applications in which control over the number of layers and their alignment is crucial (such as tunneling barriers, ultrathin capacitors, and graphene-based devices). read less USED (low confidence) A. Lazutin, A. A. Glagoleva, V. Vasilevskaya, and A. Khokhlov, “Computer synthesis of hypercrosslinked polystyrene: All-atom simulations,” Low Temperature Physics. 2017. link Times cited: 1 Abstract: For the first time a special force field ReaxFF is used to d… read moreAbstract: For the first time a special force field ReaxFF is used to describe the synthesis of polymer networks and for all-atom simulations of intermolecular cross linking in polystyrene. The density, specific surface, and coefficient of thermal expansion for sample networks with different degrees of crosslinking are calculated in the all-atom model. The results are in agreement with experimental data. read less USED (low confidence) J. Silveira and A. Muniz, “First-principles calculation of the mechanical properties of diamond nanothreads,” Carbon. 2017. link Times cited: 38 USED (low confidence) Z. Futera, X. Yong, Y. Pan, J. Tse, and N. J. English, “Formation and properties of water from quartz and hydrogen at high pressure and temperature,” Earth and Planetary Science Letters. 2017. link Times cited: 10 USED (low confidence) X. Xue, Y. Ma, Q. Zeng, and C. Zhang, “Initial Decay Mechanism of the Heated CL-20/HMX Cocrystal: A Case of the Cocrystal Mediating the Thermal Stability of the Two Pure Components,” Journal of Physical Chemistry C. 2017. link Times cited: 53 Abstract: Energetic cocrystallization, by combining existing molecules… read moreAbstract: Energetic cocrystallization, by combining existing molecules together, is thought to be new strategy for creating energetic materials. Nevertheless, the underlying mechanism of its influences on properties and performances in comparison with their pure components remains unclear. The present work reveals the cocrystallization influence of a typical energetic cocrystal of CL-20/HMX on thermal stability, by ReaxFF molecular reactive dynamic simulations and kinetics calculations on the pure and cocrystals. As a result, we find that the cocrystal mediates the thermal stability of pure crystalsand this is in agreement with experimental observations. The initial decay steps in pure crystals remain still in the cocrystal, that is, the independent and intramolecular reactions of N–N bond cleavage governing the initial decay of the pure CL-20 and HMX crystals also dominate in the cocrystal of CL-20/HMX. Meanwhile, during the thermal decomposition of the cocrystal, CL-20 releases heat faster than HMX, thus the heat... read less USED (low confidence) M. Mainitz, C. Anders, and H. Urbassek, “Impact of energetic cosmic-ray ions on astrophysical ice grains,” Nuclear Instruments & Methods in Physics Research Section B-beam Interactions With Materials and Atoms. 2017. link Times cited: 3 USED (low confidence) Q. Yi, J. Xu, Y. Liu, D. Zhai, K. Zhou, and D. Pan, “Molecular dynamics study on core-shell structure stability of aluminum encapsulated by nano-carbon materials,” Chemical Physics Letters. 2017. link Times cited: 7 USED (low confidence) C. Anders and H. Urbassek, “Solar wind ion impacts into ice surfaces: A molecular-dynamics study using the REAX force field,” Icarus. 2017. link Times cited: 6 USED (low confidence) T. Saha, A. Bhowmick, T. Oda, T. Miyauchi, and N. Fujii, “Degradation of polyacrylic elastomers: Theoretical and experimental studies,” Polymer Degradation and Stability. 2016. link Times cited: 16 USED (low confidence) C. Tomas, I. Suarez-Martinez, and N. Marks, “Graphitization of amorphous carbons: A comparative study of interatomic potentials,” Carbon. 2016. link Times cited: 160 USED (low confidence) G. Galiullina, N. Orekhov, and V. Stegailov, “Nucleation of carbon nanostructures: Molecular dynamics with reactive potentials,” Journal of Physics: Conference Series. 2016. link Times cited: 12 Abstract: In this paper, we present our first results in the study of … read moreAbstract: In this paper, we present our first results in the study of the details of nucleation in the homogeneous carbon gas phase using computer calculations with molecular dynamics methods. Direct and controlled molecular-dynamics approaches are used and two reactive potentials (ReaxFF and AIREBO) are compared. The calculations have shown that the nucleation process in the AIREBO model is going more actively than in the ReaxFF one. read less USED (low confidence) A. Pak and G. Hwang, “Charging Rate Dependence of Ion Migration and Stagnation in Ionic-Liquid-Filled Carbon Nanopores,” Journal of Physical Chemistry C. 2016. link Times cited: 32 Abstract: Over the past decade, interest in leveraging subnanometer po… read moreAbstract: Over the past decade, interest in leveraging subnanometer pores for improved capacitance in electrochemical double layer capacitors (EDLCs) has readily grown. Correspondingly, many theoretical studies have endeavored to understand the mechanisms that dictate the capacitance enhancement once ions are confined within nanopores, typically within quasi-equilibrium conditions. However, a kinetic-based understanding of the capacitance may be important, especially since the dynamics of ion transport can exhibit dramatic differences under confinement compared to the bulk liquid phase; ion transport is driven by the competition between the electrostatic electrode–ion and ion–ion interactions, which can be comparable as the internal surface area to volume ratio increases. In this work, we study the relationship between the dynamics of 1-ethyl-3-methylimidazolium tetrafluoroborate (EMIM/BF4) ionic liquid and the capacitance within two idealized cylindrical subnanometer pores with diameters of 0.81 and 1.22 nm using ... read less USED (low confidence) F. Cometto et al., “Thermal and Chemical Stability of n-Hexadecanethiol Monolayers on Au(111) in O2 Environments,” Electrochimica Acta. 2016. link Times cited: 6 USED (low confidence) S. Goyal et al., “Characterizing the Fundamental Adhesion of Polyimide Monomers on Crystalline and Glassy Silica Surfaces: A Molecular Dynamics Study,” Journal of Physical Chemistry C. 2016. link Times cited: 23 Abstract: Understanding the interaction between polyimide and inorgani… read moreAbstract: Understanding the interaction between polyimide and inorganic surfaces is vital in controlling interfacial adhesion behavior. Here, molecular dynamics simulations are employed to study the adhesion of polyimide on both crystalline and glassy silica surfaces, and the effects of hydroxylation, silica structure, and polyimide chemistry on adhesion are investigated. The results reveal that polyimide monomers have stronger adhesion on hydroxylated surfaces compared to nonhydroxylated surfaces. Also, adhesion of polyimide onto silica glass is stronger compared to the corresponding crystalline surfaces. Finally, we explore the molecular origins of adhesion to understand why some polyimide monomers like Kapton have a stronger adhesion per unit area (adhesion density) than others like BPDA-APB. We find this occurs due to a higher density of oxygen’s in the Kapton monomer, which we found to have the highest contribution to adhesion density. read less USED (low confidence) M. Zheng, Z. Wang, X. Li, X. Qiao, W.-li Song, and L. Guo, “Initial reaction mechanisms of cellulose pyrolysis revealed by ReaxFF molecular dynamics,” Fuel. 2016. link Times cited: 170 USED (low confidence) Y. Qian, J. Zhan, D. Lai, M. Li, X. Liu, and G. Xu, “Primary understanding of non-isothermal pyrolysis behavior for oil shale kerogen using reactive molecular dynamics simulation,” International Journal of Hydrogen Energy. 2016. link Times cited: 45 USED (low confidence) B. Narayanan, S. A. Deshmukh, L. Shrestha, K. Ariga, V. Pol, and S. Sankaranarayanan, “Cavitation and radicals drive the sonochemical synthesis of functional polymer spheres,” Applied Physics Letters. 2016. link Times cited: 5 Abstract: Sonochemical synthesis can lead to a dramatic increase in th… read moreAbstract: Sonochemical synthesis can lead to a dramatic increase in the kinetics of formation of polymer spheres (templates for carbon spheres) compared to the modified Stober silica method applied to produce analogous polymer spheres. Reactive molecular dynamics simulations of the sonochemical process indicate a significantly enhanced rate of polymer sphere formation starting from resorcinol and formaldehyde precursors. The associated chemical reaction kinetics enhancement due to sonication is postulated to arise from the localized lowering of atomic densities, localized heating, and generation of radicals due to cavitation collapse in aqueous systems. This dramatic increase in reaction rates translates into enhanced nucleation and growth of the polymer spheres. The results are of broad significance to understanding mechanisms of sonication induced synthesis as well as technologies utilizing polymers spheres. read less USED (low confidence) T. Zhou, J. Lou, Y.-geng Zhang, H. Song, and F. Huang, “Hot spot formation and chemical reaction initiation in shocked HMX crystals with nanovoids: a large-scale reactive molecular dynamics study.,” Physical chemistry chemical physics : PCCP. 2016. link Times cited: 46 Abstract: We report million-atom reactive molecular dynamic simulation… read moreAbstract: We report million-atom reactive molecular dynamic simulations of shock initiation of β-cyclotetramethylene tetranitramine (β-HMX) single crystals containing nanometer-scale spherical voids. Shock induced void collapse and subsequent hot spot formation as well as chemical reaction initiation are observed which depend on the void size and impact strength. For an impact velocity of 1 km s(-1) and a void radius of 4 nm, the void collapse process includes three stages; the dominant mechanism is the convergence of upstream molecules toward the centerline and the downstream surface of the void forming flowing molecules. Hot spot formation also undergoes three stages, and the principal mechanism is kinetic energy transforming to thermal energy due to the collision of flowing molecules on the downstream surface. The high temperature of the hot spot initiates a local chemical reaction, and the breakage of the N-NO2 bond plays the key role in the initial reaction mechanism. The impact strength and void size have noticeable effects on the shock dynamical process, resulting in a variation of the predominant mechanisms leading to void collapse and hot spot formation. Larger voids or stronger shocks result in more intense hot spots and, thus, more violent chemical reactions, promoting more reaction channels and generating more reaction products in a shorter duration. The reaction products are mainly concentrated in the developed hot spot, indicating that the chemical reactivity of the hmx crystal is greatly enhanced by void collapse. The detailed information derived from this study can aid a thorough understanding of the role of void collapse in hot spot formation and the chemical reaction initiation of explosives. read less USED (low confidence) P. Shamberger, J. Wohlwend, A. Roy, and A. Voevodin, “Investigating Grain Boundary Structures and Energetics of Rutile with Reactive Molecular Dynamics,” Journal of Physical Chemistry C. 2016. link Times cited: 4 Abstract: Determining quantitative grain boundary (GB) energies as a f… read moreAbstract: Determining quantitative grain boundary (GB) energies as a function of microscopic orientation parameters is essential in order to understand the population of boundaries present in polycrystalline ceramics and films, and the physical properties that result from these boundaries. Here, we investigate the use of two reactive potentials, COMB3 and ReaxFF, to predict free surface and grain boundary structures and energies in the TiO2 rutile system, and compare these results against previously reported ab initio surface and interfacial energies. We demonstrate reactive MD potentials to be generally capable of reproducing key features anticipated for GB structures and energetics, including relative GB and surface energy, charge distributions and potential for different polar and nonpolar terminations, and energy cusps at low-energy interfaces (e.g., coherent twin boundaries, coherent site lattice boundaries). This work establishes the foundation for further use of reactive MD to simulate libraries of oxide GBs... read less USED (low confidence) K.-J. Yoon, A. Ostadhossein, and A. Duin, “Atomistic-scale simulations of the chemomechanical behavior of graphene under nanoprojectile impact,” Carbon. 2016. link Times cited: 82 USED (low confidence) A. Barneto, J. Carmona, and M. Garrido, “Thermogravimetric assessment of thermal degradation in asphaltenes,” Thermochimica Acta. 2016. link Times cited: 12 USED (low confidence) Y. Zhong, X. Jing, S. Wang, and Q.-X. Jia, “Behavior investigation of phenolic hydroxyl groups during the pyrolysis of cured phenolic resin via molecular dynamics simulation,” Polymer Degradation and Stability. 2016. link Times cited: 48 USED (low confidence) P. Nayebi and E. Zaminpayma, “A molecular dynamic simulation study of mechanical properties of graphene–polythiophene composite with Reax force field,” Physics Letters A. 2016. link Times cited: 41 USED (low confidence) W. Chen et al., “Effect of Molecular Weight on Reactive Molecular Dynamics Simulations: Guiding the Theoretical Study for Macromolecules at an Atomic Level,” Journal of Physical Chemistry C. 2015. link Times cited: 1 Abstract: Some constructions of the molecular model for reactive molec… read moreAbstract: Some constructions of the molecular model for reactive molecular dynamics (RMD) simulations have neglected the effect of molecular weight on the RMD results. A computational methodology for generating structural models of amorphous ultrahigh molecular weight polyethylene (UHMWPE) with different degrees of polymerization was thus proposed. The methodology was then used in RMD simulations of three types of molecular models for UHMWPE with 20, 40, and 80 vinyl monomers. The accuracy of the model has been discussed by comparing the RMD results with experimental data previously available in the literature. Results have confirmed that the atomic model with larger molecular weight allows (i) exact calculations of the diffusion coefficient and (ii) accurate prediction of the cross-linked reaction. The RMD simulations provide the basic data for understanding and further studying the chemical reaction of other interesting macromolecules. read less USED (low confidence) R. Murugesan, G. L. Park, V. Levitas, H. Yang, J. H. Park, and D. Ha, “Molecular Level Understanding of Chemical Erosion on Graphite Surface using Molecular Dynamics Simulations.” 2015. link Times cited: 0 Abstract: We present a microscopic understanding of the chemical erosi… read moreAbstract: We present a microscopic understanding of the chemical erosion due to combustion product on the nozzle throat using molecular dynamics simulations. The present erosion process consists of molecule-addition step and equilibrium step. First, either CO2 or H2O are introduced into the system with high velocity to provoke the collision with graphite surface. Then, the equilibrium simulation is followed. The collision-included dissociation and its influence on the erosion is emphasized and the present molecular observations are compared with the macroscopic chemical reaction model. read less USED (low confidence) J. D. Deetz and R. Faller, “Reactive Molecular Dynamics Simulations of Siliceous Solids Polycondensed from Tetra- and Trihydroxysilane,” Journal of Non-crystalline Solids. 2015. link Times cited: 7 USED (low confidence) H. Zhan et al., “From brittle to ductile: a structure dependent ductility of diamond nanothread.,” Nanoscale. 2015. link Times cited: 67 Abstract: As a potential building block for the next generation of dev… read moreAbstract: As a potential building block for the next generation of devices/multifunctional materials that are spreading in almost every technology sector, one-dimensional (1D) carbon nanomaterial has received intensive research interests. Recently, a new ultra-thin diamond nanothread (DNT) has joined this palette, which is a 1D structure with poly-benzene sections connected by Stone-Wales (SW) transformation defects. Using large-scale molecular dynamics simulations, we found that this sp(3) bonded DNT can transition from brittle to ductile behaviour by varying the length of the poly-benzene sections, suggesting that DNT possesses entirely different mechanical responses than other 1D carbon allotropes. Analogously, the SW defects behave like a grain boundary that interrupts the consistency of the poly-benzene sections. For a DNT with a fixed length, the yield strength fluctuates in the vicinity of a certain value and is independent of the "grain size". On the other hand, both yield strength and yield strain show a clear dependence on the total length of DNT, which is due to the fact that the failure of the DNT is dominated by the SW defects. Its highly tunable ductility together with its ultra-light density and high Young's modulus makes diamond nanothread ideal for the creation of extremely strong three-dimensional nano-architectures. read less USED (low confidence) Z.-rong Zhang et al., “Molecular-dynamics simulations of hillocks induced by highly-charged Arq+, Xeq+ ions impact on HOPG surface,” Nuclear Instruments & Methods in Physics Research Section B-beam Interactions With Materials and Atoms. 2015. link Times cited: 1 USED (low confidence) E. Hahn and M. Meyers, “Grain-size dependent mechanical behavior of nanocrystalline metals,” Materials Science and Engineering A-structural Materials Properties Microstructure and Processing. 2015. link Times cited: 162 USED (low confidence) H. Hirai, “Molecular Dynamics Simulation of n-Heptane Pyrolysis using Adaptive Hyperdynamics Method.” 2015. link Times cited: 3 USED (low confidence) G. Berdiyorov et al., “Derivatization and diffusive motion of molecular fullerenes: Ab initio and atomistic simulations,” Journal of Applied Physics. 2015. link Times cited: 2 Abstract: Using first principles density functional theory in combinat… read moreAbstract: Using first principles density functional theory in combination with the nonequilibrium Green's function formalism, we study the effect of derivatization on the electronic and transport properties of C60 fullerene. As a typical example, we consider [6,6]-phenyl-C61-butyric acid methyl ester (PCBM), which forms one of the most efficient organic photovoltaic materials in combination with electron donating polymers. Extra peaks are observed in the density of states (DOS) due to the formation of new electronic states localized at/near the attached molecule. Despite such peculiar behavior in the DOS of an isolated molecule, derivatization does not have a pronounced effect on the electronic transport properties of the fullerene molecular junctions. Both C60 and PCBM show the same response to finite voltage biasing with new features in the transmission spectrum due to voltage induced delocalization of some electronic states. We also study the diffusive motion of molecular fullerenes in ethanol solvent and inside... read less USED (low confidence) D. Stewart, S. Chaudhuri, K. L. Joshi, and K. Lee, “Mirrored continuum and molecular scale simulations of the ignition of gamma phase RDX.” 2015. link Times cited: 1 Abstract: We describe the ignition of an explosive crystal of gamma-ph… read moreAbstract: We describe the ignition of an explosive crystal of gamma-phase RDX due to a thermal hot spot with reactive molecular dynamics (RMD), with first-principles trained, reactive force field based molecular potentials that represents an extremely complex reaction network. The RMD simulation is analyzed by sorting molecular product fragments into high and low molecular weight groups, to represent identifiable components that can be interpreted by a continuum model. A continuum model based on a Gibbs formulation has a single temperature and stress state for the mixture. The continuum simulation that mirrors the atomistic simulation allows us to study the atomistic simulation in the familiar physical chemistry framework and provides an essential, continuum/atomistic link. read less USED (low confidence) D. Berman, S. A. Deshmukh, S. Sankaranarayanan, A. Erdemir, and A. Sumant, “Macroscale superlubricity enabled by graphene nanoscroll formation,” Science. 2015. link Times cited: 624 Abstract: Slip sliding away Many applications would benefit from ultra… read moreAbstract: Slip sliding away Many applications would benefit from ultralow friction conditions to minimize wear on the moving parts such as in hard drives or engines. On the very small scale, ultralow friction has been observed with graphite as a lubricant. Berman et al. achieved superlubricity using graphene in combination with crystalline diamond nanoparticles and diamondlike carbon (see the Perspective by Hone and Carpick). Simulations showed that sliding of the graphene patches around the tiny nanodiamond particles led to nanoscrolls with reduced contact area that slide easily against the amorphous diamondlike carbon surface. Science, this issue p. 1118; see also p. 1087 Nanodiamonds wrapped with graphene sheets lead to ultralow friction against a diamondlike carbon surface. [Also see Perspective by Hone and Carpick] Friction and wear remain as the primary modes of mechanical energy dissipation in moving mechanical assemblies; thus, it is desirable to minimize friction in a number of applications. We demonstrate that superlubricity can be realized at engineering scale when graphene is used in combination with nanodiamond particles and diamondlike carbon (DLC). Macroscopic superlubricity originates because graphene patches at a sliding interface wrap around nanodiamonds to form nanoscrolls with reduced contact area that slide against the DLC surface, achieving an incommensurate contact and substantially reduced coefficient of friction (~0.004). Atomistic simulations elucidate the overall mechanism and mesoscopic link bridging the nanoscale mechanics and macroscopic experimental observations. read less USED (low confidence) N. Ahubelem, K. Shah, B. Moghtaderi, M. Altarawneh, B. Dlugogorski, and A. Page, “Formation of chlorobenzenes by oxidative thermal decomposition of 1,3-dichloropropene,” Combustion and Flame. 2015. link Times cited: 11 USED (low confidence) A. M. Raymunt, R. T. Bell, M. Thompson, and P. Clancy, “Effect of Laser Annealing on the Structure of Amorphous Porous SiCOH Materials,” Journal of Physical Chemistry C. 2015. link Times cited: 5 Abstract: The inherent trade-off of porosity and mechanical properties… read moreAbstract: The inherent trade-off of porosity and mechanical properties in ultralow dielectric constant SiCOH materials is a critical challenge in semiconductor processing. Numerous postdeposition processes have been studied to achieve simultaneous low-k materials with adequate mechanical rigidity, including thermal annealing. Typically, these thermal anneals are characterized by times on the order of seconds to minutes at relatively low temperatures (below 500 °C). In this work, we report on potential advantages of submillisecond time frame anneals at extreme temperatures up to 1200 °C. The effects of such processing on the structure of ultralow-k materials were studied using molecular dynamics computer simulations employing a force field that facilitates the determination of bond rearrangements, coupled with direct experimental measurements during CO2 laser-induced spike annealing. Results show structural evolution with increasing temperature leading to densification of the SiOx network, reduction in the concentra... read less USED (low confidence) X.-P. Liu, J.-H. Zhan, D. Lai, X. Liu, Z. Zhang, and G. Xu, “Initial Pyrolysis Mechanism of Oil Shale Kerogen with Reactive Molecular Dynamics Simulation,” Energy & Fuels. 2015. link Times cited: 60 Abstract: Molecular dynamics (MD) simulations using a reactive force f… read moreAbstract: Molecular dynamics (MD) simulations using a reactive force field (ReaxFF) method for a Green River oil shale model demonstrate that the thermal decomposition of the oil shale molecule is initiated with the cleavage of the oxygen bridge (C-O bond), and the first product is formaldehyde (CH2O). The simulation results show that the C-O bond is weaker than the other bonds, agreeing with its smaller bond dissociation energy (BDE). The ring-opening position of the aliphatic ring is usually determined by the stability of free radicals formed in this process. For aromatic hydrocarbons, the long-chain substituents are found to be easier to leave and the cleavage of C-C bonds leads to a series of chain reactions and the formation of small fragments, such as ethylene and propylene. The bond cleavages are almost in accordance with the minimum bonding energy rule. NVT simulations show that the pyrolysis process progresses in two stages: the decomposition of kerogen into heavy (C40+.) species and then the generation of light compounds. Recombinations and rearrangements of different fragments are also observed via MD simulations. The main hydrocarbon fragments of C-10-C-20 are regarded as the component or precursor of diesel oil. The formation pathways of typical aromatic components are analyzed by tracking the motion trajectories of relevant structures. The intermediates and products in MD simulations are found to be similar to the gas chromatography mass spectrometry (GC-MS) results from previous experiments. read less USED (low confidence) C. Zhang, C. Zhang, Y. Ma, and X. Xue, “Imaging the C black formation by acetylene pyrolysis with molecular reactive force field simulations.,” Physical chemistry chemical physics : PCCP. 2015. link Times cited: 28 Abstract: C black is a class of substantial materials with a long hist… read moreAbstract: C black is a class of substantial materials with a long history of applications. However, apart from some descriptions of primary reactions, subsequent processes leading up to the final formation mechanism remain unclear. This mechanism is also crucial for understanding the formation of other carbonaceous materials. In this work, we visualize C black formation by acetylene pyrolysis using molecular dynamics simulations with a molecular reactive force field named ReaxFF. We find that the formation undergoes four stages: (1) chain elongation by H abstraction and polymerization of small C species, (2) chain branching, (3) cyclization and ring densification, and (4) condensed ring folding. The simulated C black particle possesses a structure of folded graphite layers, which is in good accordance with experimental observations. Cyclization and condensation are derived from fusion between neighboring chains, significantly varying from common experimental observations at relatively low temperatures that abide by the mechanism of H abstraction and C2H2 addition. Moreover, polyyne and polyene are usually found during acetylene pyrolysis, suggesting that the pyrolysis of acetylene and other hydrocarbons may be a feasible method of obtaining carbyne, a novel carbonaceous material with a high value. read less USED (low confidence) D. T. N. Tranh and V. V. Hoang, “Molecular dynamics simulation of amorphous SiO2 thin films,” European Physical Journal-applied Physics. 2015. link Times cited: 2 Abstract: Amorphous SiO 2 thin films have been studied via molecular d… read moreAbstract: Amorphous SiO 2 thin films have been studied via molecular dynamics (MD) simulations. Thin film models (with two free surfaces) have been obtained by cooling from the melt with reactive force field (ReaxFF) potential. Structural and dynamic properties of the thin films are analyzed via radial pair distribution functions (RPDFs), coordination number distributions, ring statistics and bond-angle distributions. Fraction and role of structural defects have been analyzed and discussed. We also show temperature dependence of various thermodynamic quantities of the system. We found that structure of interior of thin films is close to that of the bulk while surface region contains a large amount of structural defects including dangling bonds, undercoordinated sites, small membered rings. Small and large membered rings concentrate mainly in the surface region and their fraction has a tendency to decrease with decreasing temperature. read less USED (low confidence) A. F. Fonseca, H. Zhang, and K. Cho, “Formation energy of graphene oxide structures: A molecular dynamics study on distortion and thermal effects,” Carbon. 2015. link Times cited: 21 USED (low confidence) Y. Zhang, Q. Pei, X. He, and Y. Mai, “A molecular dynamics simulation study on thermal conductivity of functionalized bilayer graphene sheet,” Chemical Physics Letters. 2015. link Times cited: 31 USED (low confidence) E. Zaminpayma and P. Nayebi, “Mechanical and electrical properties of functionalized graphene nanoribbon: A study of reactive molecular dynamic simulation and density functional tight-binding theory,” Physica B-condensed Matter. 2015. link Times cited: 27 USED (low confidence) X. Li, Z. Mo, J. Liu, and L. Guo, “Revealing chemical reactions of coal pyrolysis with GPU-enabled ReaxFF molecular dynamics and cheminformatics analysis,” Molecular Simulation. 2015. link Times cited: 56 Abstract: The complex chemistry of coal pyrolysis is difficult to be c… read moreAbstract: The complex chemistry of coal pyrolysis is difficult to be captured by experimental techniques or simulated with the quantum mechanics computational methods. The emerging of both the large-scale coal models and the promising capability of reactive molecular dynamics (ReaxFF MD) motivated us to develop a new methodology by combining graphics processing unit (GPU)-enabled high performance computing with cheminformatics analysis in order to explore the coal pyrolysis mechanisms using ReaxFF MD. The methodology is rooted in two new software tools, GMD-Reax, the first GPU-enabled ReaxFF MD codes that make it practical to simulate large-scale models (∼10,000 atoms) on desktop workstations, and visualisation and analysis of reactive molecular dynamics (VARMD), the first software dedicated to analysis of detailed chemical reactions from the trajectories of ReaxFF MD simulation. With this methodology, reasonable product profiles and gas generation sequences of pyrolysis for bituminous coal models ranging from ∼1000 to ∼10,000 atoms (including the system with 28,351 atoms, one of the largest systems used in ReaxFF MD) have been obtained. The complex and detailed chemical reactions directly revealed by VARMD can provide further information on radical behaviours and their connection with pyrolysates. The methodology presented here offers a new and promising approach to systematically understand the complex chemical reactions in thermolysis of very complicated molecular systems. read less USED (low confidence) S. Srinivasan and A. Duin, “Direction dependent etching of diamond surfaces by hyperthermal atomic oxygen: A ReaxFF based molecular dynamics study,” Carbon. 2015. link Times cited: 23 USED (low confidence) C. Zou, Y. Shin, A. V. van Duin, H. Fang, and Z.-kui Liu, “Molecular dynamics simulations of the effects of vacancies on nickel self-diffusion, oxygen diffusion and oxidation initiation in nickel, using the ReaxFF reactive force field,” Acta Materialia. 2015. link Times cited: 76 USED (low confidence) A. R. Akepati, S. Roy, and V. Unnikrishnan, “Modeling of Fracture in Nano-Particle Reinforced Polymers using the Atomistic J-Integral.” 2015. link Times cited: 1 Abstract: In order to better understand the local influence of nano-pa… read moreAbstract: In order to better understand the local influence of nano-particle on the mechanical properties of the polymer, nano-scale analysis is necessary. In that context, this paper is directed towards understanding damage initiation and failure progression in advanced nanostructured composite materials using molecular dynamics. The critical value of the Jintegral (JIC) at crack initiation is related to the fracture toughness of the material, where the subscript I denotes the fracture mode (I=1, 2, 3). Therefore, the J-integral could be used as a suitable metric for estimating the crack driving force as well as the fracture toughness of the material as the crack begins to initiate. Further, the conventional isothermal definition of Jintegral does not take into account the entropic contribution to the free energy, and consequently, may lead to significant over-estimation of the J-integral at the atomistic level, especially at finite temperatures. As a case study, the feasibility of computing the dynamic atomistic J-integral over the molecular dynamics (MD) domain at finite temperature is evaluated for a graphene nano-platelet and the values are compared with results from linear elastic fracture mechanics (LEFM) for isothermal crack initiation at 0 K and at 300 K. Jintegral computations are also done using ReaxFF force field in order to simulate bond breakage during crack propagation. Good agreement is observed between the atomistic J and the LEFM results at 0 K, with predictable discrepancies at 300 K due to entropic effects. A novel cohesive-contour based methodology for computing J-integral is discussed and successfully applied to a graphene nano-platelet. Work is currently underway to compute Jintegral for nanographene modified EPON 862 at 0.1 K and 300 K using the cohesive-contour based procedure and to be able to computationally predict fracture toughness. In order to account for the high strain-rates encountered in MD simulations, scaling laws will be developed to correlate fracture toughness predicted by the MD simulations to the toughness data obtained from compact tension fracture experiments. read less USED (low confidence) G. Berdiyorov, M. Milošević, F. Peeters, and A. Duin, “Stability of CH3 molecules trapped on hydrogenated sites of graphene,” Physica B-condensed Matter. 2014. link Times cited: 7 USED (low confidence) C. Wang et al., “Mechanical characteristics of individual multi-layer graphene-oxide sheets under direct tensile loading,” Carbon. 2014. link Times cited: 34 USED (low confidence) S. Bhoi, T. Banerjee, and K. Mohanty, “Molecular dynamic simulation of spontaneous combustion and pyrolysis of brown coal using ReaxFF,” Fuel. 2014. link Times cited: 131 USED (low confidence) M. Rossi, C. D. Taylor, and A. Duin, “Reduced yield stress for zirconium exposed to iodine: reactive force field simulation,” Advanced Modeling and Simulation in Engineering Sciences. 2014. link Times cited: 6 USED (low confidence) J. Zhan, R.-cheng Wu, X. Liu, S. Gao, and G. Xu, “Preliminary understanding of initial reaction process for subbituminous coal pyrolysis with molecular dynamics simulation,” Fuel. 2014. link Times cited: 88 USED (low confidence) S. Lin and M. Buehler, “Thermal transport in monolayer graphene oxide: Atomistic insights into phonon engineering through surface chemistry,” Carbon. 2014. link Times cited: 65 USED (low confidence) W. Somers, A. Bogaerts, A. Duin, and E. Neyts, “Interactions of plasma species on nickel catalysts: A reactive molecular dynamics study on the influence of temperature and surface structure,” Applied Catalysis B-environmental. 2014. link Times cited: 37 USED (low confidence) A. Thompson and T.-R. Shan, “Reactive atomistic simulations of shock-induced initiation processes in mixtures of ammonium nitrate and fuel oil,” Journal of Physics: Conference Series. 2014. link Times cited: 6 Abstract: Ammonium nitrate mixed with fuel oil (ANFO) is a commonly us… read moreAbstract: Ammonium nitrate mixed with fuel oil (ANFO) is a commonly used blasting agent. In this paper we investigated the shock properties of pure ammonium nitrate (AN) and two different mixtures of ammonium nitrate and n-dodecane by characterizing their Hugoniot states. We simulated shock compression of pure AN and ANFO mixtures using the Multi-scale Shock Technique, and observed differences in chemical reaction. We also performed a large-scale explicit sub-threshold shock of AN crystal with a 10 nm void filled with 4.4 wt% of n-dodecane. We observed the formation of hotspots and enhanced reactivity at the interface region between AN and n-dodecane molecules. read less USED (low confidence) T.-R. Shan and A. Thompson, “Shock-induced hotspot formation and chemical reaction initiation in PETN containing a spherical void,” Journal of Physics: Conference Series. 2014. link Times cited: 31 Abstract: We present results of reactive molecular dynamics simulation… read moreAbstract: We present results of reactive molecular dynamics simulations of hotspot formation and chemical reaction initiation in shock-induced compression of pentaerythritol tetranitrate (PETN) with the ReaxFF reactive force field. A supported shockwave is driven through a PETN crystal containing a 20 nm spherical void at a sub-threshold impact velocity of 2 km/s. Formation of a hotspot due to shock-induced void collapse is observed. During void collapse, NO2 is the dominant species ejected from the upstream void surface. Once the ejecta collide with the downstream void surface and the hotspot develops, formation of final products such as N2 and H2O is observed. The simulation provides a detailed picture of how void collapse and hotspot formation leads to initiation at sub-threshold impact velocities. read less USED (low confidence) C. Mücksch, C. Anders, H. Gnaser, and H. Urbassek, “Dynamics of l-Phenylalanine Sputtering by Argon Cluster Bombardment,” Journal of Physical Chemistry C. 2014. link Times cited: 20 Abstract: We simulate the impact of an Ar1000 cluster (energy 10 keV, … read moreAbstract: We simulate the impact of an Ar1000 cluster (energy 10 keV, impact angle 55°) into an amorphous l-phenylalanine target. By use of a ReaxFF potential, it is possible to model not only the emission dynamics of intact Phe molecules but also the fragmentation and reaction pathways taken. The simulated sputter yield is in close agreement with experiment. The simulated emission mass spectrum features both emission of large Phen clusters and entrainment of reaction products in the ejected flow, again in agreement with experimental observation. While H abstraction is a common fragmentation channel, the H radicals quickly combine with Phe in the amino group; no isolated H atom is ejected. read less USED (low confidence) B. Chen, Z.-J. Diao, and H. Lu, “Using the ReaxFF reactive force field for molecular dynamics simulations of the spontaneous combustion of lignite with the Hatcher lignite model,” Fuel. 2014. link Times cited: 61 USED (low confidence) H. Huang et al., “Ultrafast viscous water flow through nanostrand-channelled graphene oxide membranes,” Nature Communications. 2013. link Times cited: 649 USED (low confidence) Q. An, W. Goddard, S. Zybin, A. Jaramillo-Botero, and T. Zhou, “Highly Shocked Polymer Bonded Explosives at a Nonplanar Interface: Hot-Spot Formation Leading to Detonation,” Journal of Physical Chemistry C. 2013. link Times cited: 83 Abstract: We report reactive molecular dynamics simulations using the … read moreAbstract: We report reactive molecular dynamics simulations using the ReaxFF reactive force field to examine shock-induced hot-spot formation followed by detonation initiation in realistic (2.7 million atoms) models of polymer bonded explosives (PBX) with nonplanar interfaces. We considered here two energetic materials (EMs) pentaerythritol tetranitrate (PETN), a common EM for PBX, and silicon pentaerythritol tetranitrate (Si-PETN), which is so extremely sensitive that it has not been possible to characterize its shock properties experimentally. In each case the EM was embedded in a hydroxyl-terminated polybutadiene (HTPB) based polymer binder matrix to form a model of PBX that has a periodic sawtooth nonplanar interface. For the cases in which the shock wave propagates from the EM to polymer (EM→poly), we observed that a hot spot arises from shear localization at the convex polymer asperity. For the case in which the shock direction is inverted (shock wave propagates from the polymer to the EM, EM←poly), we find t... read less USED (low confidence) D.-C. Yue et al., “Tribochemistry of Phosphoric Acid Sheared between Quartz Surfaces: A Reactive Molecular Dynamics Study,” Journal of Physical Chemistry C. 2013. link Times cited: 57 Abstract: Tribochemical processes have profound consequences on tribol… read moreAbstract: Tribochemical processes have profound consequences on tribological performance. In the present paper, the tribochemical mechanism of low friction state in the silica/phosphoric acid system is elucidated by reactive molecular dynamics (ReaxFF) simulations. The friction coefficient is found having strong positive correlation with the number of interfacial hydrogen bonds, which suggests that a weaker interfacial hydrogen bond network would favor a lower friction. The friction reduction mechanisms have been analyzed in two temperature regimes: For 300 ≤ T ≤ 600 K, no indication of tribochemical reaction is observed, and the friction coefficient decreases because of the accelerated molecular rotational and translational motion and the corresponding weakened hydrogen bond network. For 800 K ≤ T ≤ 1400 K, the occurrence of tribochemical reactions leads to a clustering and polymerization of the phosphoric acid molecules and generation of a considerable quantity of water molecules distributed mainly in the sliding... read less USED (low confidence) S. Lin and M. Buehler, “Mechanics and molecular filtration performance of graphyne nanoweb membranes for selective water purification.,” Nanoscale. 2013. link Times cited: 121 Abstract: Two-dimensional carbon materials such as the 2D nanoweb-like… read moreAbstract: Two-dimensional carbon materials such as the 2D nanoweb-like graphyne membrane are promising as molecular sieves for energy and environmental applications. Based on the application of water purification - the removal of contaminants from wastewater and seawater - here we use molecular dynamics (MD) simulations to investigate the interplay between mechanical forces, filtration mechanisms, and overall performance for graphyne membranes with different pore sizes. We carry out biaxial tensile tests and verify the superior mechanical robustness and tolerance of graphyne membranes against possible deformations from the membrane installation process. A possible ultimate stress in excess of 15 GPa and an ultimate strain of 1.2-2.7% are determined. We also demonstrate their excellent filtration performance with barrier-free water permeation and perfect rejection of the representative contaminants considered here, including divalent heavy metal salts (copper sulfate), hydrophobic organic chemicals (benzene and carbon tetrachloride), and inorganic monovalent salts (sodium chloride). We find that graphtriyne, with an effective pore diameter of 3.8 Å, exhibits an optimal purification performance, because the contaminant rejection rate is more sensitive to pore size than water permeability. In addition, we find that the hydrophobic graphyne membranes exhibit higher rejection rates for hydrophilic contaminants compared to the hydrophobic ones. This size exclusion effect is a result of the larger hydrated radii of hydrophilic species due to stronger interactions between them and water molecules. Finally, we find that the maximum deformation of graphtriyne at the ultimate strain before material failure has only a minor impact on its filtration performance. One of the advantages of using graphyne for water purification is that no chemical functionalization or defects need to be introduced, which maintains the structural integrity of the membrane, and possibly, the long-term device performance. read less USED (low confidence) J. Lane, G. Grest, and T. Mattsson, “Hot spot and temperature analysis of shocked hydrocarbon polymer foams using molecular dynamics simulation,” Computational Materials Science. 2013. link Times cited: 19 USED (low confidence) T. Qi, C. Bauschlicher, J. Lawson, T. Desai, and E. Reed, “Comparison of ReaxFF, DFTB, and DFT for phenolic pyrolysis. 1. Molecular dynamics simulations.,” The journal of physical chemistry. A. 2013. link Times cited: 83 Abstract: A systematic comparison of atomistic modeling methods includ… read moreAbstract: A systematic comparison of atomistic modeling methods including density functional theory (DFT), the self-consistent charge density-functional tight-binding (SCC-DFTB), and ReaxFF is presented for simulating the initial stages of phenolic polymer pyrolysis. A phenolic polymer system is simulated for several hundred picoseconds within a temperature range of 2500 to 3500 K. The time evolution of major pyrolysis products including small-molecule species and char is examined. Two temperature zones are observed which demark cross-linking versus fragmentation. The dominant chemical products for all methods are similar, but the yields for each product differ. At 3500 K, DFTB overestimates CO production (300-400%) and underestimates free H (~30%) and small C(m)H(n)O molecules (~70%) compared with DFT. At 3500 K, ReaxFF underestimates free H (~60%) and fused carbon rings (~70%) relative to DFT. Heterocyclic oxygen-containing five- and six-membered carbon rings are observed at 2500 K. Formation mechanisms for H2O, CO, and char are discussed. Additional calculations using a semiclassical method for incorporating quantum nuclear energies of molecules were also performed. These results suggest that chemical equilibrium can be affected by quantum nuclear effects at temperatures of 2500 K and below. Pyrolysis reaction mechanisms and energetics are examined in detail in a companion manuscript. read less USED (low confidence) X. Liu, F. Wang, H. S. Park, and H. Wu, “Defecting controllability of bombarding graphene with different energetic atoms via reactive force field model,” Journal of Applied Physics. 2013. link Times cited: 29 Abstract: We study the bombardment of a suspended monolayer graphene s… read moreAbstract: We study the bombardment of a suspended monolayer graphene sheet via different energetic atoms via classical molecular dynamics based on the reactive force field (ReaxFF). We find that the probability, quality, and controllability of defects are mainly determined by the impact site, the properties of the incident atom, and the incident energy. Through comparison with density functional theory calculations, we demonstrate that defects and vacancies in graphene form only in regions of sufficiently high electron density. Furthermore, the quality of defects is influenced by the bond order of the incident atom-carbon bonds, where a higher bond order leads to lower probability of pristine defects (vacancies) but a higher probability of direct-substitution. Finally, the incident energy plays an important role on the evolution and final pattern of defects in graphene. Based on the probability, quality, and controllability analysis performed, we depict a full-range energy spectrum for atomic bombardment, where we ... read less USED (low confidence) J. Zhang et al., “The effect of supercritical water on coal pyrolysis and hydrogen production: A combined ReaxFF and DFT study,” Fuel. 2013. link Times cited: 137 USED (low confidence) C. Anders and H. Urbassek, “Impacts into cosmic ice surfaces: A molecular-dynamics study using the Reax force field,” Nuclear Instruments & Methods in Physics Research Section B-beam Interactions With Materials and Atoms. 2013. link Times cited: 14 USED (low confidence) J.-Q. Li, F. Wang, X. Cheng, and X. Li, “Reactive Molecular Dynamics Simulation on Thermal Decomposition of n‐Heptane,” Chinese Journal of Chemical Physics. 2013. link Times cited: 6 Abstract: The thermal decomposition of n‐heptane is an important proce… read moreAbstract: The thermal decomposition of n‐heptane is an important process in petroleum industry. The theoretical investigations show that the main products are C2H4, H2, and C3H6, which agree well with the experimental results. The products populations depend strongly on the temperature. The quantity of ethylene increases quickly as the temperature goes up. The conversion of n‐heptane and the mole fraction of primary products from reactive molecular dynamic and chemical kinetic modeling are compared with each other. We also investigated the pre‐exponential factor and activation energy for thermal decomposition of n‐heptane by kinetic analysis from the reactive force field simulations, which were extracted to be 1.78×1014s−1 and 47.32 kcal/mol respectively. read less USED (low confidence) X. Zhang, M. Tschopp, M. Horstemeyer, S. Shi, and J. Cao, “Mechanical properties of amorphous cellulose using molecular dynamics simulations with a reactive force field,” Int. J. Model. Identif. Control. 2013. link Times cited: 21 Abstract: The research objective is to gain a better fundamental under… read moreAbstract: The research objective is to gain a better fundamental understanding of the mechanical behaviour of cellulose structure in wood microfibre for enhancing the mechanical properties of cellulosic-based composites. Molecular static and molecular dynamics simulations were used to both generate and deform the amorphous cellulose structure in a three-dimensional periodic simulation cell. The 14-b-D-glucose structure was chosen along with a reactive force field, ReaxFF, to model the atomic interactions and complex bonding of cellulose. Mechanical properties were calculated for these models and predicted geometric, energetic and elastic material properties were compared to published modelling results and experimental measurements. The significance of the research is that this sets the stage for future polymer-cellulose predictive micromechanical models. These predictive models can be used to elucidate the interfacial compatibility between the cellulose and polymer and how deposited nanoparticles and nanophases on cellulose surfaces affect this interfacial strength. read less USED (low confidence) F. Sen, Y. Qi, A. Duin, and A. Alpas, “Oxidation induced softening in Al nanowires,” Applied Physics Letters. 2013. link Times cited: 37 Abstract: The mechanical properties of metallic nanowires depend drama… read moreAbstract: The mechanical properties of metallic nanowires depend dramatically on the atmospheric conditions. Molecular-dynamics simulations with ReaxFF were conducted to study tensile elastic deformation of oxidized Al nanowires. The thin amorphous oxide shell formed around Al nanowires had a very low Young's modulus of 26 GPa, due to its low density and low Al-O coordination. Consequently, for diameters less than 100 nm, the composite Young's modulus of oxide-covered Al nanowires showed a size dependence implying that in this case “smaller is softer.” The model developed also explained the discrepancies in the reported modulus values of nanometer-scale Al thin films. read less USED (low confidence) D. Taylor, J. McCauley, and T. W. Wright, “The effects of stoichiometry on the mechanical properties of icosahedral boron carbide under loading,” Journal of Physics: Condensed Matter. 2012. link Times cited: 61 Abstract: The effects of stoichiometry on the atomic structure and the… read moreAbstract: The effects of stoichiometry on the atomic structure and the related mechanical properties of boron carbide (B4C) have been studied using density functional theory and quantum molecular dynamics simulations. Computational cells of boron carbide containing up to 960 atoms and spanning compositions ranging from 6.7% to 26.7% carbon were used to determine the effects of stoichiometry on the atomic structure, elastic properties, and stress–strain response as a function of hydrostatic, uniaxial, and shear loading paths. It was found that different stoichiometries, as well as variable atomic arrangements within a fixed stoichiometry, can have a significant impact on the yield stress of boron carbide when compressed uniaxially (by as much as 70% in some cases); the significantly reduced strength of boron carbide under shear loading is also demonstrated. read less USED (low confidence) E. Iype, E. E. Arlemark, S. S. Nedea, C. Rindt, and H. Zondag, “Molecular dynamics simulation of heat transfer through a water layer between two platinum slabs,” Journal of Physics: Conference Series. 2012. link Times cited: 7 Abstract: Heat transfer through micro channels is being investigated d… read moreAbstract: Heat transfer through micro channels is being investigated due to its importance in micro channel cooling applications. Molecular dynamics simulation is regarded as a potential tool for studying such microscopic phenomena in detail. However, the applicability of molecular dynamics method is limited due to scarcely known inter atomic interactions involved in complex fluids. In this study we use an empirical force field (ReaxFF), which is parameterized using accurate quantum chemical simulation results for water, to simulate heat transfer phenomena through a layer of water confined between two platinum slabs. The model for water seems to reproduce the macroscopic properties such as density, radial distribution function and diffusivity quite well. The heat transfer phenomena through a channel filled with water, which is confined by two platinum (100) surfaces are studied using ReaxFF. The model accurately predicts the formation of surface mono-layer. The heat transfer analysis shows temperature jumps near the walls which are creating significant heat transfer resistances. A low bulk density in the channel creates a multi-phase region with vapor transport in the region. read less USED (low confidence) E. Zaminpayma and K. Mirabbaszadeh, “Interaction between single-walled carbon nanotubes and polymers: A molecular dynamics simulation study with reactive force field,” Computational Materials Science. 2012. link Times cited: 75 USED (low confidence) T. Pan, Y. Lu, and S. Lloyd, “Quantum-Chemistry Study of Asphalt Oxidative Aging: An XPS-Aided Analysis,” Industrial & Engineering Chemistry Research. 2012. link Times cited: 47 Abstract: Asphalt derived from crude oil (or petroleum) is an importan… read moreAbstract: Asphalt derived from crude oil (or petroleum) is an important base organic material for many industrial purposes. Oxidative hardening occurs throughout the service life of asphalt materials, which could significantly change the desired physicochemical properties. The study of asphalt oxidative hardening has thus far been focused on the changes in the physical properties, mainly the viscosity and ductility of bulk asphalt. Such phenomenological approaches meet the direct engineering needs, however do not help understand the fundamental physicochemical mechanisms of asphalt hardening. From this standpoint, this paper aims at exploring the chemical basis of asphalt oxidative hardening by establishing an ab initio quantum chemistry (QC) based physicochemical environment, in which the possible chemical reactions between asphalt ingredients and oxygen, as well as the incurred changes in their physical behavior, can be readily studied. X-ray photoelectron spectroscopy (XPS) was used to validate the bulk asphalt ... read less USED (low confidence) Q.-D. Wang, X. Hua, X.-min Cheng, J.-Q. Li, and X. Li, “Effects of fuel additives on the thermal cracking of n-decane from reactive molecular dynamics.,” The journal of physical chemistry. A. 2012. link Times cited: 37 Abstract: Thermal cracking of n-decane and n-decane in the presence of… read moreAbstract: Thermal cracking of n-decane and n-decane in the presence of several fuel additives are studied in order to improve the rate of thermal cracking by using reactive molecular dynamics (MD) simulations employing the ReaxFF reactive force field. From MD simulations, we find the initiation mechanisms of pyrolysis of n-decane are mainly through two pathways: (1) the cleavage of a C-C bond to form smaller hydrocarbon radicals, and (2) the dehydrogenation reaction to form an H radical and the corresponding decyl radical. Another pathway is the H-abstraction reactions by small radicals including H, CH(3), and C(2)H(5). The basic reaction mechanisms are in good agreement with existing chemical kinetic models of thermal decomposition of n-decane. Quantum mechanical calculations of reaction enthalpies demonstrate that the H-abstraction channel is easier compared with the direct C-C or C-H bond-breaking in n-decane. The thermal cracking of n-decane with several additives is further investigated. ReaxFF MD simulations lead to reasonable Arrhenius parameters compared with experimental results based on first-order kinetic analysis. The different chemical structures of the fuel additives greatly affect the apparent activation energy and pre-exponential factors. The presence of diethyl ether (DEE), methyl tert-butyl ether (MTBE), 1-nitropropane (NP), 3,6,9-triethyl-3,6,9-trimethyl-1,2,4,5,7,8-hexaoxonane (TEMPO), triethylamine (TEA), and diacetonediperodixe (DADP) exhibit remarkable promoting effect on the thermal cracking rates, compared with that of pure n-decane, in the following order: NP > TEMPO > DADP > DEE (∼MTBE) > TEA, which coincides with experimental results. These results demonstrate that reactive MD simulations can be used to screen for fuel additives and provide useful information for more comprehensive chemical kinetic model studies at the molecular level. read less USED (low confidence) B. Saha and G. Schatz, “Carbonization in polyacrylonitrile (PAN) based carbon fibers studied by ReaxFF molecular dynamics simulations.,” The journal of physical chemistry. B. 2012. link Times cited: 129 Abstract: The carbonization mechanism in polyacrylonitrile (PAN) based… read moreAbstract: The carbonization mechanism in polyacrylonitrile (PAN) based carbon nanofibers is studied using ReaxFF molecular dynamics simulations. Simulations are performed at two carbonization temperatures, 2500 and 2800 K, and also at two densities, 1.6 and 2.1 g/cm(3), that are relevant to the experimental carbonization conditions. The results are analyzed by examining the evolution of species with time, including carbon-only ring structures and gaseous species. Formation mechanisms are proposed for species like N(2), H(2), NH(3), and HCN and five-, six-, and seven-membered carbon-only rings, along with polycyclic structures. Interestingly, the formation of five-membered rings follows N(2) formation and usually occurs as a precursor to six-membered rings. Elimination mechanisms for the gaseous molecules are found that are in agreement with previously proposed mechanisms; however, alternative mechanisms are also proposed. read less USED (low confidence) B. Liu, M. Lusk, and J. Ely, “Reactive molecular dynamic simulations of hydrocarbon dissociations on Ni(111) surfaces,” Surface Science. 2012. link Times cited: 20 USED (low confidence) P. Valentini, T. Schwartzentruber, and I. Cozmuta, “ReaxFF Grand Canonical Monte Carlo simulation of adsorption and dissociation of oxygen on platinum (111),” Surface Science. 2011. link Times cited: 33 USED (low confidence) F. Movahed, B. Venkatachari, and I. Cozmuta, “Atomistic simulation of thermal decomposition of crosslinked and non-crosslinked phenolic resin chains.” 2011. link Times cited: 7 Abstract: Carbon phenolic resin has been used as a charring ablative m… read moreAbstract: Carbon phenolic resin has been used as a charring ablative material in protecting the structure integrity of an object subjected to high heat loads, such as the re-entry vehicle. The composition of the pyrolysis gases generated from the charring ablator and injected into the surrounding boundary layer has a significant impact on the aerothermodynamics around the object. Recent studies revealed that the pyrolysis gas composition ejected from the charring ablator is sensitive to the incipient composition of the pyrolysis gases from material decomposition, which is not well known and thus leads to large uncertainties. We have explored the use of atomistic simulations to help understand the underlying chemistry involved in the thermal degradation of phenolic resins and determine the initial composition of the pyrolysis gases and their associated chemical evolution. In this study, reactive atomistic simulations were conducted to analyze the thermal decomposition of phenol monomers and non-crosslinked phenolic resin, as well as the propene oxidation. In addition, a numerical procedure for constructing chemically crosslinked phenolic resin based on molecular dynamics was explored and developed. The employed numerical procedures, obtained numerical results, and constructed crosslinked phenolic resin network are presented in this paper. Discussions and recommendation for future work are also included. read less USED (low confidence) G. Cheng, B. Venkatachari, and I. Cozmuta, “Multi-scale simulations of in-depth pyrolysis of charring ablative thermal protection material,” Computers & Fluids. 2011. link Times cited: 13 USED (low confidence) Q.-D. Wang, J. Wang, J.-Q. Li, N. Tan, and X. Li, “Reactive molecular dynamics simulation and chemical kinetic modeling of pyrolysis and combustion of n-dodecane,” Combustion and Flame. 2011. link Times cited: 173 USED (low confidence) P. Valentini, T. Schwartzentruber, and I. Cozmuta, “Simulation of Gas-Surface Interactions using ReaxFF Reactive Molecular Dynamics: Oxygen Adsorption on Platinum.” 2010. link Times cited: 3 Abstract: Atomistic simulations equipped with the ab initio based clas… read moreAbstract: Atomistic simulations equipped with the ab initio based classical reactive force fleld ReaxFF are used to study adsorption of oxygen on a Pt(111) surface. Molecular Dynamics (MD) simulations are used to study the adsorption dynamics of O2 on Pt(111) for both normal and oblique impacts, whereas Grand Canonical Monte Carlo (GCMC) calculations are employed to study the surface coverage of atomic oxygen on the same platinum surface. Overall, good quantitative agreement with the experimental data is found. Our MD simulations reproduce the characteristic minimum of the trapping probability at kinetic incident energies around 0.1 eV. This feature is determined by the presence of a physisorption well in the ReaxFF Potential Energy Surface (PES) and the progressive suppression of a steering mechanism when increasing the translational kinetic energy (or the molecule’s rotational energy) because of steric hindrance. In the energy range between 0.1 eV and 0.4 eV, the sticking probability increases, similarly to molecular beam sticking data. For very energetic impacts (above 0.4 eV), ReaxFF predicts sticking probabilities lower than experimental sticking data by almost a factor of 3, due to an overall less attractive ReaxFF PES compared to experiments and DFT. For oblique impacts, the trapping probability does not scale with the total incident kinetic energy, but is reduced by the non-zero parallel momentum because of the PES corrugation. Furthermore, our simulations predict quasi-specular (slightly supraspecular) distributions of angles of re∞ection, in accordance with molecular beam experiments. With GCMC simulations, a coverage of about 0.25 is determined at ultra-vacuum conditions (» 10 i10 atm), reproducing the experimental observations. Further reflning of the potential parameters will be aimed to improve the agreement of sticking results at high Ei (by including direct dissociation pathways in the training set) and to reproduce the p(2£ 2) adsorbates surface structure at 0.25 coverage (by strengthening the lateral repulsion between adsorbed O atoms). read less USED (low confidence) N. Lümmen, “Aggregation of carbon in an atmosphere of molecular hydrogen investigated by ReaxFF-molecular dynamics simulations,” Computational Materials Science. 2010. link Times cited: 13 USED (low confidence) A. Bagri, R. Grantab, N. Medhekar, and V. Shenoy, “Stability and formation mechanisms of carbonyl- and hydroxyl-decorated holes in graphene oxide,” Journal of Physical Chemistry C. 2010. link Times cited: 127 Abstract: By use of molecular dynamics simulations, we have studied th… read moreAbstract: By use of molecular dynamics simulations, we have studied the evolution of epoxy and hydroxyl functional groups on graphene oxide (GO) during high-temperature thermal reduction. We find that the reduced GO sheets are characterized by a large number of stable holelike defects formed by breaking of C−C bonds in the basal plane. These defects are always decorated by the carbonyl (C═O) groups and are formed due to the strain in the basal plane created by epoxy and hydroxyl functional groups that are located close to each other. With very few exceptions, the carbonyl groups that are observed in Raman spectroscopy and other experimental studies are generally attributed to the C═O terminations of the edges. However, our study using first-principles calculations and a reactive force field approach clearly shows that the formation of carbonyl groups within the graphene basal plane is energetically favorable compared to other well-known functional groups such as epoxies and ethers. We have identified the specific r... read less USED (low confidence) E. Salmon, A. Duin, F. Lorant, P. Marquaire, and W. Goddard, “Thermal decomposition process in algaenan of Botryococcus braunii race L. Part 2: Molecular dynamics simulations using the ReaxFF reactive force field,” Organic Geochemistry. 2009. link Times cited: 95 USED (low confidence) F. Zhao, B. Li, D. Che, and S. Liu, “The mechanism of H2O in the superheated steam affecting the quality of in-situ pyrolysates of oil shale kerogen: Part B-favorable conversion of residues,” Fuel. 2023. link Times cited: 4 USED (low confidence) D. Zhao et al., “Interactions of H2O and O2 with char during gasification in mixed atmosphere analyzed by isotope tracer method and in-situ DRIFTS,” Fuel. 2023. link Times cited: 3 USED (low confidence) Y. Cheng, F. Zhao, S. Xu, X. Ju, and Y. Zhao, “Combustion simulations of AlH3 and ethanol nanofluid by ReaxFF,” Fuel. 2023. link Times cited: 1 USED (low confidence) Z. Li et al., “Formation mechanism of hydrogen production from catalytic pyrolysis of waste tires: A ReaxFF molecular dynamics and experimental study,” Fuel. 2023. link Times cited: 4 USED (low confidence) B. Cui and H. Wang, “Oxidative aging mechanism of asphalt binder using experiment-derived average molecular model and ReaxFF molecular dynamics simulation,” Fuel. 2023. link Times cited: 5 USED (low confidence) Z. Xing, M. Yu, C. Chen, and X. Jiang, “A molecular investigation on the effects of OMEX addition on soot inception of diesel pyrolysis,” Fuel. 2023. link Times cited: 0 USED (low confidence) M. Bai et al., “Supercritical water co-gasification mechanism of lignin and low density polyethylene into syngas: ReaxFF molecular dynamic simulation and density functional theory calculation study,” Fuel Processing Technology. 2023. link Times cited: 3 USED (low confidence) X. Shi, Y. Pan, Z. Gong, X. Zhang, and H. Zhu, “Pyrolysis behaviors of di-tert-butyl peroxide in gas and liquid phases: A ReaxFF molecular dynamics simulation,” Fuel. 2023. link Times cited: 1 USED (low confidence) Z. Bai, X. Jiang, and K. Luo, “Effects of water on pyridine pyrolysis: A reactive force field molecular dynamics study,” Energy. 2022. link Times cited: 18 USED (low confidence) W. Xuan, H. Wang, S. Yan, and D. Xia, “Exploration on the steam gasification mechanism of waste PE plastics based on ReaxFF-MD and DFT methods,” Fuel. 2022. link Times cited: 23 USED (low confidence) F. Zhao, B. Li, L. Zhang, D. Che, and S. Liu, “The mechanism of superheated steam affecting the quality of in-situ pyrolysates of oil shale kerogen: Part A-saturation of pyrolytic organics,” Fuel. 2022. link Times cited: 7 USED (low confidence) M. Zhang, B. Zhou, Y. Chen, and H. Gong, “Mechanism and safety analysis of acetylene decomposition explosion: A combined ReaxFF MD with DFT study,” Fuel. 2022. link Times cited: 5 USED (low confidence) M. Zheng, X. Li, J. Bai, and L. Guo, “Chemical structure effects on coal pyrolyzates and reactions by using large-scale reactive molecular dynamics,” Fuel. 2022. link Times cited: 9 USED (low confidence) Z. Liang et al., “Impact of oxidants O2, H2O, and CO2 on graphene oxidation: A critical comparison of reaction kinetics and gasification behavior,” Chemical Engineering Journal. 2022. link Times cited: 7 USED (low confidence) Z. Song et al., “Gasification of α-O-4 linkage lignin dimer in supercritical water into hydrogen and carbon monoxide: Reactive molecular dynamic simulation study,” Fuel. 2022. link Times cited: 9 USED (low confidence) B. Wu, X.-yu Guo, X. Qian, and B. Liu, “Insight into the influence of calcium on the co-pyrolysis of coal and polystyrene,” Fuel. 2022. link Times cited: 13 USED (low confidence) W. Feng et al., “Co-Pyrolysis Behaviors of Coal and Polyethylene by Combining In-Situ Py-Tof-Ms and Reactive Molecular Dynamics,” SSRN Electronic Journal. 2022. link Times cited: 5 USED (low confidence) X. Zhang et al., “Combustion Characteristics of Three Linear Monohydric Alcohols Ch3(Ch2)N-1oh (N = 16, 18, 22): Combined Ignition Experiments and Molecular Dynamics Simulations,” SSRN Electronic Journal. 2022. link Times cited: 9 USED (low confidence) M. Laanaiya and A. Zaoui, “Piezoelectric response and failure behavior of cement paste under external loading,” Cement and Concrete Research. 2021. link Times cited: 4 USED (low confidence) K. Li et al., “Thermal behaviour during initial stages of graphene oxidation: Implications for reaction kinetics and mechanisms,” Chemical Engineering Journal. 2021. link Times cited: 13 USED (low confidence) K. Gao, Q. Chang, B. Wang, R. Gao, and J. He, “Preparation of Fe3O4@C composite nanoparticles with core-shell structure in subcritical water condition,” Diamond and Related Materials. 2020. link Times cited: 8 USED (low confidence) J. Guo, S. Liu, Z. Wang, J. Cao, and D. Wang, “Polymerization of aluminate monomer in its initial nucleation stage of organic alkali solution revealed by ReaxFF molecular dynamics simulation,” Chemical Physics Letters. 2020. link Times cited: 4 USED (low confidence) Y. Pu, C. Liu, Q. Li, X. Xu, and E. Huo, “Pyrolysis mechanism of HFO-1234yf with R32 by ReaxFF MD and DFT method,” International Journal of Refrigeration-revue Internationale Du Froid. 2020. link Times cited: 29 USED (low confidence) B. Faria, N. Silvestre, and J. Lopes, “Strength and fracture of graphyne and graphdiyne nanotubes,” Computational Materials Science. 2020. link Times cited: 21 USED (low confidence) G. Li, Y. Lu, and S. Qi, “Investigation of hydrogen oxidation in supercritical H2O/CO2 mixtures using ReaxFF molecular dynamics simulation,” Journal of Supercritical Fluids. 2020. link Times cited: 19 USED (low confidence) S. Kumar and T. Mishra, “Organization of Bio-Molecules in Bulk and Over the Nano-Substrate: Perspective to the Molecular Dynamics Simulations.” 2020. link Times cited: 0 USED (low confidence) S. Schmitt, “Carbon Oxidation at the Atomic Level: A Computational Study on Oxidative Graphene Etching and Pitting of Graphitic Carbon Surfaces.” 2020. link Times cited: 0 Abstract: OF DISSERTATION CARBON OXIDATION AT THE ATOMIC LEVEL: A COMP… read moreAbstract: OF DISSERTATION CARBON OXIDATION AT THE ATOMIC LEVEL: A COMPUTATIONAL STUDY ON OXIDATIVE GRAPHENE ETCHING AND PITTING OF GRAPHITIC CARBON SURFACES In order to understand the oxidation of solid carbon materials by oxygen-containing gases, carbon oxidation has to be studied on the atomic level where the surface reactions occur. Graphene and graphite are etched by oxygen to form characteristic pits that are scattered across the material surface, and pitting in turn leads to microstructural changes that determine the macroscopic oxidation behavior. While this is a well-documented phenomenon, it is heretofore poorly understood due to the notorious difficulty of experiments and a lack of comprehensive computational studies. The main objective of the present work is the development of a computational framework from first principles to study carbon oxidation at the atomic level. First, the large body of literature on carbon oxidation is examined with regards to experimental observations of the pitting phenomenon as well as relevant theoretical studies on different aspects of the mechanistic details of carbon oxidation. Next, a comprehensive, atomic-scale kinetic mechanism for carbon oxidation is developed, which comprises only elementary surface reactions with reaction rates derived from first principles. The mechanism is then implemented using the Kinetic Monte Carlo (KMC) method. This framework for the first time allows the simulation of oxidative graphene etching at the atomic scale to relevant timeand lengthscales (up to seconds and hundreds of nanometers), and in a wide range of conditions (temperatures up to 2000 Kelvin, pressures ranging from vacuum to atmospheric pressure). The numerical results reveal information about the pitting process in heretofore unattained detail: Pit growth rates (and therefore intrinsic oxidation rates) are calculated and validated against a set of different experimental data at a wide range of conditions. Such information is crucial for modelling of material behavior on mesoand macroscales. The dependence of the pit geometry (hexagonal vs. circular) on temperature and gas pressure is assessed. This is important for utilizing oxidative etching as a manufacturing technique for graphene-based nanodevices. More subtle phenomena like pit inhibition at low pressures and temperatures are also discussed. Moreover, all these findings are examined with respect to the underlying reaction mechanism. This unveils the fundamental reasons for the observed reaction behavior, in particular different activation energies and reaction orders at low and high temperatures, as well as the transition of the pit geometry. The present work is a first step in an ongoing effort to develop predictive models for carbon oxidation in Thermal Protection Systems (TPS), with the ultimate goal of improved safety for hypersonic flight vehicles. read less USED (low confidence) T. Mattsson, K. Cochrane, J. Lane, and S. Root, “Simulations of Hydrocarbon Polymers Related to Compression Experiments on Sandia’s Z Machine,” Computational Approaches for Chemistry Under Extreme Conditions. 2019. link Times cited: 2 USED (low confidence) J. Liu, Q. Wang, and Y. Qi, “Connecting Oxide Bifilms’ Properties from Atomistic Simulations with Virtual Casting of Aluminum,” Shape Casting. 2019. link Times cited: 2 USED (low confidence) Y. Deng and S. W. Cranford, “Mapping temperature and confinement dependence of carbyne formation within carbon nanotubes,” Carbon. 2019. link Times cited: 11 USED (low confidence) A. Verma, A. Parashar, and M. Packirisamy, “Role of Chemical Adatoms in Fracture Mechanics of Graphene Nanolayer,” Materials Today: Proceedings. 2019. link Times cited: 8 USED (low confidence) J. Lane, “Shock Compression of Porous Materials and Foams Using Classical Molecular Dynamics,” Shock Wave and High Pressure Phenomena. 2019. link Times cited: 0 USED (low confidence) C. M. Ashraf, S. Shabnam, A. Jain, Y. Xuan, and A. V. van Duin, “Pyrolysis of binary fuel mixtures at supercritical conditions: A ReaxFF molecular dynamics study,” Fuel. 2019. link Times cited: 66 USED (low confidence) X. Liu, “Defect-Induced Discontinuous Effects in Graphene Nanoribbon Under Torsion Loading,” Springer Theses. 2019. link Times cited: 0 USED (low confidence) X. Jiang, M. Feng, W. Zeng, and K. Luo, “Study of mechanisms for electric field effects on ethanol oxidation via reactive force field molecular dynamics,” Proceedings of the Combustion Institute. 2019. link Times cited: 34 USED (low confidence) J. Muñiz, N. Espinosa-Torres, A. K. Cuentas-Gallegos, A. Guillén‐López, M. Robles, and L. M. Mejia-Mendoza, “Nanocarbons as electrode material for energy storage devices: Correlations between theory and experiment,” Nanocarbon and its Composites. 2019. link Times cited: 1 USED (low confidence) G.-Y. Li, A.-Q. Li, H. Zhang, J. Wang, S.-Y. Chen, and Y.-hua Liang, “Theoretical study of the CO formation mechanism in the CO2 gasification of lignite,” Fuel. 2018. link Times cited: 24 USED (low confidence) V. Dozhdikov, A. Basharin, and P. Levashov, “Structure of amorphous carbon quenched from liquid in the pressure range 1–40 GPa: Molecular dynamic modeling,” Journal of Physics: Conference Series. 2018. link Times cited: 2 Abstract: It is well known, that quenching from the liquid state is th… read moreAbstract: It is well known, that quenching from the liquid state is the basis of many methods for creating new materials with unique properties. Liquid and amorphous carbon are a mixture of atoms with different states of hybridization (sp1, sp2, sp3) owing to polymorphism. It is claimed that there is a tendency of growth of sp1 atoms in liquid and amorphous carbon at decreasing pressure. Great interest has been shown recently to carbyne and pseudocarbynes, consisting of sp1-hybridizing atoms. These materials have unique optical and mechanical properties. In the present work a pressure dependence of the structure of amorphous carbon, quenched from liquid is studied by molecular dynamics simulation in the pressure range 1–40 GPa. The interaction between carbon atoms was determined by two bond-order potentials: Airebo and ReaxFF. These two potentials take into account the type of a chemical bond as well as breaking and formation of new chemical bonds during the modeling process. We study a bulk quenching from liquid carbon in the NPT ensemble at a constant pressure and determine the distribution of chemical bonds sp1–sp2–sp3 in amorphous carbon during the quenching. Quenched liquid structure modeling at a pressure of 1 GPa and the structure of an amorphous carbon sample obtained experimentally at a pressure of 25 MPa by Raman spectroscopy showed that the sp1 fraction of carbon was significant. read less USED (low confidence) J. Baimova, L. Rysaeva, and A. Rudskoy, “Deformation behavior of diamond-like phases: Molecular dynamics simulation,” Diamond and Related Materials. 2018. link Times cited: 25 USED (low confidence) C. Wang, S. Ling, J. Yang, D. Rao, and Z. Guo, “Self-Organization of Amorphous Carbon Nanocapsules into Diamond Nanocrystals Driven by Self-Nanoscopic Excessive Pressure under Moderate Electron Irradiation without External Heating.,” Small. 2018. link Times cited: 8 Abstract: Phase transformation between carbon allotropes usually requi… read moreAbstract: Phase transformation between carbon allotropes usually requires high pressures and high temperatures. Thus, the development of low-temperature phase transition approaches between carbon allotropes is highly desired. Herein, novel amorphous carbon nanocapsules are successfully synthesized by pulsed plasma glow discharge. These nanocapsules are comprised of highly strained carbon clusters encapsulated in a fullerene-like carbon matrix, with the formers serving as nucleation sites. These nucleation sites favored the formation of a diamond unit cell driven by the self-nanoscopic local excessive pressure, thereby significantly decreasing the temperature required for its transformation into a diamond nanocrystal. Under moderate electron beam irradiation (10-20 A cm-2 ) without external heating, self-organization of the energetic carbon clusters into diamond nanocrystals is achieved, whereas the surrounding fullerene-like carbon matrix remains nearly unchanged. Molecular dynamics simulations demonstrate that the defective rings as the active sites dominate the phase transition of amorphous carbon to diamond nanocrystal. The findings may open a promising route to realize phase transformation between carbon allotropes at a lower temperature. read less USED (low confidence) D. Hong, H. Shu, X. Guo, and C. Zheng, “Molecular Dynamics Simulations Study of Brown Coal Pyrolysis Using ReaxFF Method.” 2016. link Times cited: 4 USED (low confidence) G. Berdiyorov and F. Peeters, “Influence of vacancy defects on the thermal stability of silicene: a reactive molecular dynamics study,” RSC Advances. 2014. link Times cited: 62 Abstract: The effect of vacancy defects on the structural properties a… read moreAbstract: The effect of vacancy defects on the structural properties and the thermal stability of free standing silicene – a buckled structure of hexagonally arranged silicon atoms – is studied using reactive molecular dynamics simulations. Pristine silicene is found to be stable up to 1500 K, above which the system transits to a three-dimensional amorphous configuration. Vacancy defects result in local structural changes in the system and considerably reduce the thermal stability of silicene: depending on the size of the vacancy defect, the critical temperature decreases by more than 30%. However, the system is still found to be stable well above room temperature within our simulation time of 500 ps. We found that the, stability of silicene can be increased by saturating the dangling bonds at the defect edges by foreign atoms (e.g., hydrogen). read less USED (low confidence) L. Machado, P. A. Autreto, and D. Galvão, “Graphyne Oxidation: Insights From a Reactive Molecular Dynamics Investigation,” MRS Proceedings. 2013. link Times cited: 6 USED (low confidence) R. D. Santos, P. A. Autreto, S. Legoas, and D. Galvão, “The Dynamics of Formation of Graphane-like Fluorinated Graphene Membranes (Fluorographene): A Reactive Molecular Dynamics Study,” MRS Proceedings. 2011. link Times cited: 0 Abstract: Using fully reactive molecular dynamics methodologies we inv… read moreAbstract: Using fully reactive molecular dynamics methodologies we investigated the structural and dynamical aspects of the fluorination mechanism leading to fluorographene formation from graphene membranes. Fluorination tends to produce significant defective areas on the membranes with variation on the typical carbon-carbon distances, sometimes with the presence of large holes due to carbon losses. The results obtained in our simulations are in good agreement with the broad distribution of values for the lattice parameter experimentally observed. We have also investigated mixed atmospheres composed by H and F atoms. When H is present in small quantities an expressive reduction on the rate of incorporation of fluorine was observed. On the other hand when fluorine atoms are present in small quantities in a hydrogen atmosphere, they induce an increasing on the hydrogen incorporation and the formation of locally self-organized structure of adsorbed H and F atoms. read less USED (low confidence) P. A. Autreto, M. Flores, S. Legoas, R. D. Santos, and D. Galvão, “A Fully Atomistic Reactive Molecular Dynamics Study on the Formation of Graphane from Graphene Hydrogenated Membranes,” MRS Proceedings. 2011. link Times cited: 1 NOT USED (low confidence) P. Sarkar, G. Goracci, and J. Dolado, “Thermal conductivity of Portlandite: Molecular dynamics based approach,” Cement and Concrete Research. 2024. link Times cited: 1 NOT USED (low confidence) M. Hu, S. Zhao, and Y. Luo, “ReaxFF MD and detailed reaction kinetic study on the thermal cracking and partial combustion of anisole: a biomass model tar compound,” RSC Advances. 2023. link Times cited: 0 Abstract: Methods of partial oxidation for biomass tar conversion were… read moreAbstract: Methods of partial oxidation for biomass tar conversion were studied based on their detailed reaction mechanism. The good accuracy of the modeling results compared with the experimental data indicate that the model was reasonable. Anisole was chosen as the tar model component for partial combustion with equivalence ratios (ER) from 0 to 0.8. The results show that oxygen promotes the pyrolysis of anisole and thereby the tar conversion rate. An appropriate amount of oxygen could crack tar into flammable small-molecule gases (H2, CO) and inhibit the generation of polycyclic aromatic hydrocarbon (PAH) compounds. In addition to the introduction of active free radicals, partial oxidation could also improve tar cracking by exothermic oxidation to produce amounts of heat. Typical PAH production was studied based on the rate of product formation (ROP). The results show that active radicals, such as H and OH, promote tar cracking. A detailed reaction pathway for tar conversion was built. Staged oxygen supply benefited the cracking of tar into small-molecule gases and inhibited the formation of PAHs. read less NOT USED (low confidence) W. Kopp et al., “Automatic Potential Energy Surface Exploration by Accelerated Reactive Molecular Dynamics Simulations: From Pyrolysis to Oxidation Chemistry.,” The journal of physical chemistry. A. 2023. link Times cited: 0 Abstract: Automatic potential energy surface (PES) exploration is impo… read moreAbstract: Automatic potential energy surface (PES) exploration is important to a better understanding of reaction mechanisms. Existing automatic PES mapping tools usually rely on predefined knowledge or computationally expensive on-the-fly quantum-chemical calculations. In this work, we have developed the PESmapping algorithm for discovering novel reaction pathways and automatically mapping out the PES using merely one starting species is present. The algorithm explores the unknown PES by iteratively spawning new reactive molecular dynamics (RMD) simulations for species that it has detected within previous RMD simulations. We have therefore extended the RMD simulation tool ChemTraYzer2.1 (Chemical Trajectory Analyzer, CTY) for this PESmapping algorithm. It can generate new seed species, automatically start replica simulations for new pathways, and stop the simulation when a reaction is found, reducing the computational cost of the algorithm. To explore PESs with low-temperature reactions, we applied the acceleration method collective variable (CV)-driven hyperdynamics. This involved the development of tailored CV templates, which are discussed in this study. We validate our approach for known pathways in various pyrolysis and oxidation systems: hydrocarbon isomerization and dissociation (C4H7 and C8H7 PES), mostly dominant at high temperatures and low-temperature oxidation of n-butane (C4H9O2 PES) and cyclohexane (C6H11O2 PES). As a result, in addition to new pathways showing up in the simulations, common isomerization and dissociation pathways were found very fast: for example, 44 reactions of butenyl radicals including major isomerizations and decompositions within about 30 min wall time and low-temperature chemistry such as the internal H-shift of RO2 → QO2H within 1 day wall time. Last, we applied PESmapping to the oxidation of the recently proposed biohybrid fuel 1,3-dioxane and validated that the tool could be used to discover new reaction pathways of larger molecules that are of practical use. read less NOT USED (low confidence) Y. Chen et al., “ReaxFF Molecular Dynamics Study on the Microscopic Mechanism for Kerogen Pyrolysis.,” Langmuir : the ACS journal of surfaces and colloids. 2023. link Times cited: 0 Abstract: Kerogen is mainly composed of carbon, hydrogen, and oxygen, … read moreAbstract: Kerogen is mainly composed of carbon, hydrogen, and oxygen, which are the main components of crude oil and gas. The pyrolysis of kerogen is an efficient method to generate clean energy. In the present work, the pyrolysis reaction process of three types of kerogen is simulated using ReaxFF molecular dynamics (MD) methods to study the microscopic mechanism and the distribution of products. The results indicated that the pyrolysis products of the three types of kerogen significantly depend on the molecular structures, temperature, and reaction time. As the temperature increases, the gaseous hydrocarbon and the light and heavy oil fractions decreased, where small molecular fragments polymerized to form new molecular fragments. For an isothermal temperature, with the reaction proceeding, some component polymerization of the pyrolyzed fragments occurred, resulting in the generation of new light oils and heavy oils. Moreover, quantum chemical analysis was employed to reveal the kerogen pyrolysis mechanism. First, the weak bonds such as C-O, C-N, and C-S structures were decomposed to generate large carbon and some heavy shale oil fragments. Second, the cycloalkanes and long-chain alkanes were decomposed to generate a large amount of light shale oil and gaseous hydrocarbons. Finally, the decomposition of C═C in the aromatic ring, the secondary decomposition of light and heavy shale oils, and the further decomposition of short-chain alkanes occurred. In addition, the production of hydrogen (H2) occurred at the late stage of the pyrolysis reaction. Hydrogen radicals were formed by the decomposition of C-H bonds and subsequently collided with each other, resulting in the formation of H2 molecules. The pyrolysis and chemical analysis of kerogen can clearly determine the type and content of hydrocarbon substances, providing scientific data for exploration, development, and utilization of shale gas and shale oil. read less NOT USED (low confidence) Y. Guo, H. Shi, H. Liu, Y. Xie, and Y. Guan, “Reactive molecular dynamics simulation and chemical kinetic modeling of ammonia/methane co-combustion,” Fuel. 2023. link Times cited: 0 NOT USED (low confidence) T. Malina et al., “Tuning the transformation and cellular signaling of 2D titanium carbide MXenes using a natural antioxidant,” Matter. 2023. link Times cited: 0 NOT USED (low confidence) M. D’amore et al., “Understanding Ionic Diffusion Mechanisms in Li2S Coatings for Solid-State Batteries: Development of a Tailored Reactive Force Field for Multiscale Simulations,” The Journal of Physical Chemistry. C, Nanomaterials and Interfaces. 2023. link Times cited: 0 Abstract: In order to investigate Li2S as a potential protective coati… read moreAbstract: In order to investigate Li2S as a potential protective coating for lithium anode batteries using superionic electrolytes, we need to describe reactions and transport for systems at scales of >10,000 atoms for time scales beyond nanoseconds, which is most impractical for quantum mechanics (QM) calculations. To overcome this issue, here, we first report the development of the reactive analytical force field (ReaxFF) based on density functional theory (DFT) calculations on model systems at the PBE0/TZVP and M062X/TZVP levels. Then, we carry out reactive molecular dynamics simulations (RMD) for up to 20 ns to investigate the diffusion mechanisms in bulk Li2S as a function of vacancy density, determining the activation barrier for diffusion and conductivity. We show that RMD predictions for diffusion and conductivity are comparable to experiments, while results on model systems are consistent with and validated by short (10–100 ps) ab initio molecular dynamics (AIMD). This new ReaxFF for Li2S systems enables practical RMD on spatial scales of 10–100 nm (10,000 to 10 million atoms) for the time scales of 20 ns required to investigate predictively the interfaces between electrodes and electrolytes, electrodes and coatings, and coatings and electrolytes during the charging and discharging processes. read less NOT USED (low confidence) K. Kanhaiya et al., “Accurate Force Fields for Atomistic Simulations of Oxides, Hydroxides, and Organic Hybrid Materials up to the Micrometer Scale.,” Journal of chemical theory and computation. 2023. link Times cited: 0 Abstract: The simulation of metals, oxides, and hydroxides can acceler… read moreAbstract: The simulation of metals, oxides, and hydroxides can accelerate the design of therapeutics, alloys, catalysts, cement-based materials, ceramics, bioinspired composites, and glasses. Here we introduce the INTERFACE force field (IFF) and surface models for α-Al2O3, α-Cr2O3, α-Fe2O3, NiO, CaO, MgO, β-Ca(OH)2, β-Mg(OH)2, and β-Ni(OH)2. The force field parameters are nonbonded, including atomic charges for Coulomb interactions, Lennard-Jones (LJ) potentials for van der Waals interactions with 12-6 and 9-6 options, and harmonic bond stretching for hydroxide ions. The models outperform DFT calculations and earlier atomistic models (Pedone, ReaxFF, UFF, CLAYFF) up to 2 orders of magnitude in reliability, compatibility, and interpretability due to a quantitative representation of chemical bonding consistent with other compounds across the periodic table and curated experimental data for validation. The IFF models exhibit average deviations of 0.2% in lattice parameters, <10% in surface energies (to the extent known), and 6% in bulk moduli relative to experiments. The parameters and models can be used with existing parameters for solvents, inorganic compounds, organic compounds, biomolecules, and polymers in IFF, CHARMM, CVFF, AMBER, OPLS-AA, PCFF, and COMPASS, to simulate bulk oxides, hydroxides, electrolyte interfaces, and multiphase, biological, and organic hybrid materials at length scales from atoms to micrometers. The nonbonded character of the models also enables the analysis of mixed oxides, glasses, and certain chemical reactions, and well-performing nonbonded models for silica phases, SiO2, are introduced. Automated model building is available in the CHARMM-GUI Nanomaterial Modeler. We illustrate applications of the models to predict the structure of mixed oxides, and energy barriers of ion migration, as well as binding energies of water and organic molecules in outstanding agreement with experimental data and calculations at the CCSD(T) level. Examples of model building for hydrated, pH-sensitive oxide surfaces to simulate solid-electrolyte interfaces are discussed. read less NOT USED (low confidence) N. P. Nguyen and B. Laird, “Generation of Amorphous Silica Surfaces with Controlled Roughness.,” The journal of physical chemistry. A. 2023. link Times cited: 0 Abstract: Amorphous silica (a-SiO2) surfaces, when grafted with select… read moreAbstract: Amorphous silica (a-SiO2) surfaces, when grafted with select metals on the active sites of the functionalized surfaces, can act as useful heterogeneous catalysts. From a molecular modeling perspective, one challenge has been generating a-SiO2 slab models with controllable surface roughness to facilitate the study of the effect of surface morphology on the material properties. Previous computational methods either generate relatively flat surfaces or periodically corrugated surfaces that do not mimic the full range of potential surface roughness of the amorphous silica material. In this work, we present a new method, inspired by the capillary fluctuation theory of interfaces, in which rough silica slabs are generated by cleaving a bulk amorphous sample using a cleaving plane with Fourier components randomly generated from a Gaussian distribution. The width of this Gaussian distribution (and thus the degree of surface roughness) can be tuned by varying the surface roughness parameter α. Using the van Beest, Kramer, and van Santen (BKS) force field, we create a large number of silica slabs using cleaving surfaces of varying roughness (α) and using two different system sizes. These surfaces are then characterized to determine their roughness (mean-squared displacement), density profile, and ring size distribution. This analysis shows a higher concentration of surface defects (under-/overcoordinated atoms and strained rings) as the surface roughness increases. To examine the effect of the roughness on surface reactivity, we re-equilibriate a subset of these slabs using the reactive force field ReaxFF and then expose the slabs to water and observe the formation of surface silanols. We observe that the rougher surfaces exhibit higher silanol concentrations as well as bimodal acidity. read less NOT USED (low confidence) F. Xiong et al., “Mechanistic study of the influence of aluminum nanoparticles on the pressure sensitivity of 1,3,5-trinitro1,3,5-triazinane (RDX) thermal decomposition,” Colloids and Surfaces A: Physicochemical and Engineering Aspects. 2023. link Times cited: 0 NOT USED (low confidence) H. Chen, J. Chen, J. Wu, J. Shen, Y. Gu, and T. Sun, “ReaxFF molecular dynamics simulation and experimental validation about chemical reactions of water and alcohols on SiC surface,” Ceramics International. 2023. link Times cited: 0 NOT USED (low confidence) J. Li, X.-hui Zhang, A. Zhang, and H. Wang, “ReaxFF based molecular dynamics simulation of ethyl butyrate in pyrolysis and combustion,” Chemical Engineering Science. 2023. link Times cited: 0 NOT USED (low confidence) J. Yan, T. Chen, E. M. Gutman, and Y. Unigovski, “Kinetic nature of electrochemical plasticization,” International Journal of Plasticity. 2023. link Times cited: 0 NOT USED (low confidence) X. Zhang and S. Zhu, “Anomalous Scaling Law of Strength and Toughness in Polymers with Strong Interfacial Secondary Bonds,” Extreme Mechanics Letters. 2023. link Times cited: 0 NOT USED (low confidence) K. A. Roshan, M. K. Talkhoncheh, M. Sengul, D. J. Miller, and A. V. van Duin, “Optimization of ReaxFF Reactive Force Field Parameters for Cu/Si/O Systems via Neural Network Inversion with Application to Copper Oxide Interaction with Silicon,” The Journal of Physical Chemistry C. 2023. link Times cited: 0 NOT USED (low confidence) S. Deshmukh, K. Ghosh, M. Pykal, M. Otyepka, and M. Pumera, “Laser-Induced MXene-Functionalized Graphene Nanoarchitectonics-Based Microsupercapacitor for Health Monitoring Application,” ACS Nano. 2023. link Times cited: 1 Abstract: Microsupercapacitors (micro-SCs) with mechanical flexibility… read moreAbstract: Microsupercapacitors (micro-SCs) with mechanical flexibility have the potential to complement or even replace microbatteries in the portable electronics sector, particularly for portable biomonitoring devices. The real-time biomonitoring of the human body’s physical status using lightweight, flexible, and wearable micro-SCs is important to consider, but the main limitation is, however, the low energy density of micro-SCs as compared to microbatteries. Here using a temporally and spatially controlled picosecond pulsed laser, we developed high-energy-density micro-SCs integrated with a force sensing device to monitor a human body’s radial artery pulses. The photochemically synthesized spherical laser-induced MXene (Ti3C2Tx)-derived oxide nanoparticles uniformly attached to laser-induced graphene (LIG) act as active electrode materials for micro-SCs. The molecular dynamics simulations and detailed spectroscopic analysis reveal the synergistic interfacial interaction mechanism of Ti–O–C covalent bonding between MXene and LIG. The incorporation of MXene nanosheets improves the graphene sheet alignment and ion transport while minimizing self-restacking. Furthermore, the micro-SCs based on a nano-MXene-LIG hybrid demonstrate high mechanical flexibility, durability, ultrahigh energy density (21.16 × 10–3 mWh cm–2), and excellent capacitance (∼100 mF cm–2 @ 10 mV s–1) with long cycle life (91% retention after 10 000 cycles). Such a single-step roll-to-roll highly reproducible manufacturing technique using a picosecond pulsed laser to induce MXene-derived spherical oxide nanoparticles (size of quantum dots) attached uniformly to laser-induced graphene for biomedical device fabrication is expected to find a wide range of applications. read less NOT USED (low confidence) N. Malaya et al., “Experiences readying applications for Exascale,” Proceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis. 2023. link Times cited: 0 Abstract: The advent of Exascale computing invites an assessment of ex… read moreAbstract: The advent of Exascale computing invites an assessment of existing best practices for developing application readiness on the world's largest supercomputers. This work details observations from the last four years in preparing scientific applications to run on the Oak Ridge Leadership Computing Facility's (OLCF) Frontier system. This paper addresses a range of topics in software including programmability, tuning, and portability considerations that are key to moving applications from existing systems to future installations. A set of representative workloads provides case studies for general system and software testing. We evaluate the use of early access systems for development across several generations of hardware. Finally, we discuss how best practices were identified and disseminated to the community through a wide range of activities including user-guides and trainings. We conclude with recommendations for ensuring application readiness on future leadership computing systems. read less NOT USED (low confidence) Y. Hu, L. Wang, L. Gao, J. Lin, and L. Du, “Exploring the impact of backbone architecture on the thermal decomposition of silicon-containing arylacetylene resins,” Computational Materials Science. 2023. link Times cited: 0 NOT USED (low confidence) Z. Xiong et al., “Effect of Different sp2 Bond Contents on the Reactivity and Mechanical Properties of Coke Carbon: A ReaxFF Molecular Dynamics Study,” ACS Omega. 2023. link Times cited: 0 Abstract: In this study, ReaxFF-MD was used to construct a large-molec… read moreAbstract: In this study, ReaxFF-MD was used to construct a large-molecule model of coke containing 3000 atoms, and the sp2 bond content of the model was controlled by changing the heating and cooling rates. The increase of the sp2 bond content led to a significant difference in the reactivity of coke. The presence of the sp2 bond caused the carbon atoms inside the coke to change into a circular structure, making it more difficult for the gaseous atoms to adsorb on the surface of the coke. It significantly reduced the gasification reaction rate of coke in the CO2 and H2O atmospheres. In the tensile simulation experiment, it was found that the stretching process of coke was mainly divided into three stages: an elastic stretching stage, a plastic stretching stage, and a model fracture stage. During the stretching process, the carbon ring structure would undergo a C–C bond fracture while generating carbon chains to resist stress. The results indicated that the presence of sp2 bonds can effectively reduce the phenomenon of excessive local stress on coke to improve its tensile resistance. The method developed in this paper may provide further ideas and platforms for the research on coke performance. read less NOT USED (low confidence) A. V. Mironenko, “Analytical and Parameter-Free Hückel Theory Made Possible for Symmetric Hx Clusters.,” The journal of physical chemistry. A. 2023. link Times cited: 0 Abstract: It is widely accepted that energetics of chemical bond break… read moreAbstract: It is widely accepted that energetics of chemical bond breaking and formation can be described with simple mathematical forms only at the expense of extensive parameterization. In this work, the discovery of a simple tight-binding-type mathematical framework that can accurately predict the relative energetics of regular Hx polygons (2 ≤ x ≤ 15) in the ground states with their respective spin multiplicities using no parameters has been reported. The framework recasts Hückel theory in a density functional theory form by making use of Anderson and Adams-Gilbert theories of localized orbitals. For the systems examined, the method exhibits mean absolute errors of ∼0.02 Å (edge lengths) and ∼0.15 eV/atom (energy minima) relative to correlated-electron quantum chemistry calculations. Its accuracy is found to be comparable to the generalized gradient approximation and superior to standard parameterized tight binding and reactive potentials applied to Hx structures. Generalization of the theoretical framework to systems of many-electron atoms is presented, along with the comparison of the method to existing semiempirical tight binding and bond order potential approaches. read less NOT USED (low confidence) Y. Timoshina, E. Voznesensky, A. I. Teptina, and Y. O. Zhelonkin, “Model of the Interaction of Reactive Gases with Polymer Materials in Low-Pressure Radio-Frequency Plasma,” High Energy Chemistry. 2023. link Times cited: 0 NOT USED (low confidence) D. V. Gonçalves et al., “Improved kernel of nitrogen isotherms for γ-alumina characterization,” Adsorption. 2023. link Times cited: 0 NOT USED (low confidence) L. Liu, C. Miao, D. Song, J. Shi, and W. Liu, “A reactive molecular dynamics simulation of the atomic oxygen impact on poly(p-phenylene-terephthalamide),” Computational Materials Science. 2023. link Times cited: 1 NOT USED (low confidence) S. Q. Nie, M. Q. Chen, and Q. H. Li, “Evaluation on hydrothermal gasification of styrene-butadiene rubber with oxidants via ReaxFF-MD simulation.,” Waste management. 2023. link Times cited: 1 Abstract: Styrene-butadiene rubber (SBR) is widely used in tires, whic… read moreAbstract: Styrene-butadiene rubber (SBR) is widely used in tires, which brings great challenge to the disposal and reclaiming of the used tires. The ring-opening reaction pathways of benzene rings in hydrothermal gasification of styrene-butadiene rubber were revealed based on reactive force field molecular dynamics (ReaxFF-MD) simulation. H-abstraction reaction that OH radicals capture H atom from the vinyl group of styrene was critical to the degrading of the styrene monomers. The energy barrier of H2O2 converted to OH radicals was lower than that of O2 and pure water converted to OH radicals. The oxidants that can urge OH radical formed in reaction were beneficial to SBR degradation, which could be assigned to confirm that SBR degradation with H2O2 was better than that with oxygen at the same concentration. The addition of oxidant could be helpful for decreasing the degradation temperature of styrene monomers. At oxidant equivalent ratio (ER) of 0.1, H2 yield at 2500 K lifted after 135 ps and increased by 75% at 500 ps compared with that without oxidants. According to the chemical equilibrium analysis, the optimal ER for H2 was 0.4 between 350 and 600 °C (real temperatures). The results could provide theoretic support and experiment guidance for adding oxidants in reclaiming waste rubber products. read less NOT USED (low confidence) S. M. Ma, C. Zou, T.-Y. Chen, J. Paulson, L. C. Lin, and B. Bakshi, “Understanding Rapid PET Degradation via Reactive Molecular Dynamics Simulation and Kinetic Modeling.,” The journal of physical chemistry. A. 2023. link Times cited: 0 Abstract: As the demand for PET plastic products continues to grow, de… read moreAbstract: As the demand for PET plastic products continues to grow, developing effective processes to reduce their pollution is of critical importance. Pyrolysis, a promising technology to produce lighter and recyclable components from wasted plastic products, has therefore received considerable attention. In this work, the rapid pyrolysis of PET was studied by using reactive molecular dynamics (MD) simulations. Mechanisms for yielding gas species were unraveled, which involve the generation of ethylene and TPA radicals from ester oxygen-alkyl carbon bond dissociation and condensation reactions to consume TPA radicals with the products of long chains containing a phenyl benzoate structure and CO2. As atomistic simulations are typically conducted at the time scale of a few nanoseconds, a high temperature (i.e., >1000 K) is adopted for accelerated reaction events. To apply the results from MD simulations to practical pyrolysis processes, a kinetic model based on a set of ordinary differential equations was established, which is capable of describing the key products of PET pyrolysis as a function of time and temperature. It was further exploited to determine the optimal reaction conditions for low environmental impact. Overall, this study conducted a detailed mechanism study of PET pyrolysis and established an effective kinetic model for the main species. The approach presented herein to extract kinetic information such as detailed kinetic constants and activation energies from atomistic MD simulations can also be applied to related systems such as the pyrolysis of other polymers. read less NOT USED (low confidence) S. Monti, C. Trouki, and G. Barcaro, “Disclosing gate-opening/closing events inside a flexible metal-organic framework loaded with CO2 by reactive and essential dynamics.,” Nanoscale. 2023. link Times cited: 0 Abstract: We have combined reactive molecular dynamics simulations wit… read moreAbstract: We have combined reactive molecular dynamics simulations with principal component analysis to provide a clearer view of the interactions and motion of the CO2 molecules inside a metal-organic framework and the movements of the MOF components that regulate storage, adsorption, and diffusion of the guest species. The tens-of-nanometer size of the simulated model, the capability of the reactive force field tuned to reproduce the inorganic-organic material confidently, and the unconventional use of essential dynamics have effectively disclosed the gate-opening/closing phenomenon, possible coordinations of CO2 at the metal centers, all the diffusion steps inside the MOF channels, the primary motions of the linkers, and the effects of their concerted rearrangements on local CO2 relocations. read less NOT USED (low confidence) M. S. Ahmad, E. Kritikos, and A. Giusti, “A Reactive Molecular Dynamics Investigation of Nanoparticle Interactions in Hydrocarbon Combustion,” Combustion Science and Technology. 2023. link Times cited: 0 Abstract: ABSTRACT The use of energetic nanoparticles to tailor the pr… read moreAbstract: ABSTRACT The use of energetic nanoparticles to tailor the properties of a base liquid fuel has attracted attention due to the possibility of decreasing fuel consumption and increasing control over the combustion process. In this study, the role of nanomaterials in the consumption of hydrocarbon fuel vapor is investigated using reactive molecular dynamics. Simulations are performed with aluminum and iron nanoparticles inside an n-heptane and oxygen gas mixture. The role of atomic charges on the dynamics of nanoparticle-hydrocarbon interactions is also investigated using different charge equilibration methods. Results show that both nanomaterials act as catalysts and enhance fuel decomposition. The decomposition of fuel molecules is initiated by dehydrogenation at the particle’s surface. This reaction path occurs significantly faster than the oxidation and pyrolysis paths observed for n-heptane in absence of nanoparticles. The oxidation in the presence of aluminum is characterized by more rapid particle heating and fragmentation compared to iron. Metal fragments further enhance the reactivity of the system due to a higher surface area available for reactions. The atomic charge distribution was found to affect the kinetics and reactivity of the system, showing that the non-bonded interactions influence the oxidation process. This study confirms that the use of nanomaterials is beneficial to accelerate the decomposition of fuel and that the combustion behavior of the selected hydrocarbon is strongly dependent on the type of nanomaterial used in combination with the base fuel. read less NOT USED (low confidence) K. Lu et al., “Quantification of Interface Interaction between Fe and FexCy via ReaxFF,” The Journal of Physical Chemistry C. 2023. link Times cited: 0 NOT USED (low confidence) M. P. C. van Etten, M. E. D. Laat, E. Hensen, and I. Filot, “Unraveling the Role of Metal–Support Interactions on the Structure Sensitivity of Fischer–Tropsch Synthesis,” The Journal of Physical Chemistry C. 2023. link Times cited: 1 NOT USED (low confidence) F. Xiong et al., “Molecular dynamics study on the thermal decomposition of 1,3,5-trinitro-1,3,5-triazinane (RDX) catalyzed by aluminum nanoparticles with different contents,” Materials Today Communications. 2023. link Times cited: 3 NOT USED (low confidence) I. Gallegos et al., “Establishing Physical and Chemical Mechanisms of Polymerization and Pyrolysis of Phenolic Resins for Carbon-Carbon Composites,” Carbon Trends. 2023. link Times cited: 0 NOT USED (low confidence) U. Nwankwo, Y.-D. Wang, C. Lam, and N. Onofrio, “Charge equilibration model with shielded long-range Coulomb for reactive molecular dynamics simulations.,” The Journal of chemical physics. 2023. link Times cited: 1 Abstract: Atomic description of electrochemical systems requires react… read moreAbstract: Atomic description of electrochemical systems requires reactive interaction potential to explicitly describe the chemistry between atoms and molecules and the evolving charge distribution and polarization effects. Calculating Coulomb electrostatic interactions and polarization effects requires a better estimate of the partial charge distribution in molecular systems. However, models such as reactive force fields and charge equilibration (QEq) include Coulomb interactions up to a short-distance cutoff for better computational speeds. Ignoring long-distance electrostatic interaction affects the ability to describe electrochemistry in large systems. We studied the long-range Coulomb effects among charged particles and extended the QEq method to include long-range effects. By this extension, we anticipate a proper account of Coulomb interactions in reactive molecular dynamics simulations. We validate the approach by computing charges on a series of metal-organic frameworks and some simple systems. Results are compared to regular QEq and quantum mechanics calculations. The study shows slightly overestimated charge values in the regular QEq approach. Moreover, our method was combined with Ewald summation to compute forces and evaluate the long-range effects of simple capacitor configurations. There were noticeable differences between the calculated charges with/without long-range Coulomb interactions. The difference, which may have originated from the long-range influence on the capacitor ions, makes the Ewald method a better descriptor of Coulomb electrostatics for charged electrodes. The approach explored in this study enabled the atomic description of electrochemical systems with realistic electrolyte thickness while accounting for the electrostatic effects of charged electrodes throughout the dielectric layer in devices like batteries and emerging solid-state memory. read less NOT USED (low confidence) X. Jiang, H. Sun, K. Choudhary, H. Zhuang, and Q. Nian, “Interpretable Ensemble Learning for Materials Property Prediction with Classical Interatomic Potentials: Carbon as an Example,” ArXiv. 2023. link Times cited: 0 Abstract: Machine learning (ML) is widely used to explore crystal mate… read moreAbstract: Machine learning (ML) is widely used to explore crystal materials and predict their properties. However, the training is time-consuming for deep-learning models, and the regression process is a black box that is hard to interpret. Also, the preprocess to transfer a crystal structure into the input of ML, called descriptor, needs to be designed carefully. To efficiently predict important properties of materials, we propose an approach based on ensemble learning consisting of regression trees to predict formation energy and elastic constants based on small-size datasets of carbon allotropes as an example. Without using any descriptor, the inputs are the properties calculated by molecular dynamics with 9 different classical interatomic potentials. Overall, the results from ensemble learning are more accurate than those from classical interatomic potentials, and ensemble learning can capture the relatively accurate properties from the 9 classical potentials as criteria for predicting the final properties. read less NOT USED (low confidence) M. Pouvreau et al., “An Efficient Reactive Force Field without Explicit Coordination Dependence for Studying Caustic Aluminum Chemistry.,” The journal of physical chemistry letters. 2023. link Times cited: 0 Abstract: Reactive force fields (RFFs) are an expedient approach to sa… read moreAbstract: Reactive force fields (RFFs) are an expedient approach to sample chemical reaction paths in complex systems, relative to density functional theory. However, there is continued need to improve efficiencies, specifically in systems that have slow transverse degrees of freedom, as in highly viscous and superconcentrated solutions. Here, we present an RFF that is differentiated from current models (e.g., ReaxFF) by omitting explicit dependence on the atom coordination and employing a small parameter set based on Lennard-Jones, Gaussian, and Stillinger-Weber potentials. The model was parametrized from AIMD simulation data and is used to model aluminate reactivity in sodium hydroxide solutions with extensive validation against experimental radial distribution functions, computed free energy profiles for oligomerization, and formation energies. The model enables simulation of early stage Al(OH)3 nucleation which has significant relevance to industrial processing of aluminum and has a computational cost that is reduced by 1 order of magnitude relative to ReaxFF. read less NOT USED (low confidence) C. Tamur, S. Li, and D. Zeng, “Artificial Neural Networks for Predicting Mechanical Properties of Crystalline Polyamide12 via Molecular Dynamics Simulations,” Polymers. 2023. link Times cited: 0 Abstract: Predicting material properties of 3D printed polymer product… read moreAbstract: Predicting material properties of 3D printed polymer products is a challenge in additive manufacturing due to the highly localized and complex manufacturing process. The microstructure of such products is fundamentally different from the ones obtained by using conventional manufacturing methods, which makes the task even more difficult. As the first step of a systematic multiscale approach, in this work, we have developed an artificial neural network (ANN) to predict the mechanical properties of the crystalline form of Polyamide12 (PA12) based on data collected from molecular dynamics (MD) simulations. Using the machine learning approach, we are able to predict the stress–strain relations of PA12 once the macroscale deformation gradient is provided as an input to the ANN. We have shown that this is an efficient and accurate approach, which can provide a three-dimensional molecular-level anisotropic stress–strain relation of PA12 for any macroscale mechanics model, such as finite element modeling at arbitrary quadrature points. This work lays the foundation for a multiscale finite element method for simulating semicrystalline polymers, which will be published as a separate study. read less NOT USED (low confidence) Y. Yang et al., “Aqueous Stability of Metal-Organic Frameworks Using ReaxFF-Based Metadynamics Simulations.,” The journal of physical chemistry. B. 2023. link Times cited: 0 Abstract: Aqueous stability is a critical property for the application… read moreAbstract: Aqueous stability is a critical property for the application of metal-organic framework (MOF) materials in humid conditions. The sampling of the free energy surface for a water reaction is challenging due to a lack of a reactive force field. Here, we developed a ReaxFF force field for simulating the reaction of zeolitic imidazole frameworks (ZIFs) with water. We carried out metadynamics simulations based on ReaxFF to study the reaction of water with a few different types of MOFs. We also conducted an experimental water immersion test and characterized the XRD, TG, and gas adsorption properties of the MOFs before and after the immersion test. By considering the energy barrier for a hydrolysis reaction, the simulation results are in good agreement with the experiments. MOFs with open structures and large pores are found to be unstable in metadynamics simulations, where the water molecule can attack or bond with the metallic node relatively easily. In contrast, it is more difficult for water to attack the Zn atom in the ZnN4 tetrahedral structure of ZIFs. We also found that ZIFs with the -NO2 functional groups have higher water stability. Discrepancies between the metadynamics simulation and gas adsorption experiments have been accounted for from the phase/crystallinity change of the structure reflected in the X-ray diffraction and thermogravimetry analysis of the MOF samples. read less NOT USED (low confidence) Q. Mao, M. Feng, X. Jiang, Y. Ren, K. Luo, and A. V. van Duin, “Classical and reactive molecular dynamics: Principles and applications in combustion and energy systems,” Progress in Energy and Combustion Science. 2023. link Times cited: 10 NOT USED (low confidence) W. Xie, X. Zhang, Y. Wei, and H. Gao, “Toughening Two Dimensional Materials Through Lattice Disorder,” SSRN Electronic Journal. 2023. link Times cited: 0 NOT USED (low confidence) Y.-tong Ma, K. Lu, J. Wang, and Y. Liu, “Mechanism of the impact of the sizing agent chain length on the interfacial mechanical properties of carbon/epoxy composites,” Colloids and Surfaces A: Physicochemical and Engineering Aspects. 2023. link Times cited: 0 NOT USED (low confidence) Y. Chen, Z. Yang, Y. Zhang, H. He, and J. Li, “Combustion and interaction mechanism of 2,3,3,3-tetrafluoropropene/1,1,1,2-tetrafluoroethane as an environmentally friendly mixed working fluid,” Energy. 2023. link Times cited: 0 NOT USED (low confidence) L. Zhang et al., “Joint Theoretical and Experimental Study of Stress Graphitization in Aligned Carbon Nanotube/Carbon Matrix Composites.,” ACS applied materials & interfaces. 2023. link Times cited: 3 Abstract: Stress graphitization is a unique phenomenon at the carbon n… read moreAbstract: Stress graphitization is a unique phenomenon at the carbon nanotube (CNT)-matrix interfaces in CNT/carbon matrix (CNT/C) composites. A lack of fundamental atomistic understanding of its evolution mechanisms and a gap between the theoretical and experimental research have hindered the pursuit of utilizing this phenomenon for producing ultrahigh-performance CNT/C composites. Here, we performed reactive molecular dynamics simulations along with an experimental study to explore stress graphitization mechanisms of a CNT/polyacrylonitrile (PAN)-based carbon matrix composite. Different CNT contents in the composite were considered, while the nanotube alignment was controlled in one direction in the simulations. We observe that the system with a higher CNT content exhibits higher localized stress concentration in the periphery of CNTs, causing alignment of the nitrile groups in the PAN matrix along the CNTs, which subsequently results in preferential dehydrogenation and clustering of carbon rings and eventually graphitization of the PAN matrix when carbonized at 1500 K. These simulation results have been validated by experimentally produced CNT/PAN-based carbon matrix composite films, with transmission electron microscopy images showing the formation of additional graphitic layers converted by the PAN matrix around CNTs, where 82 and 144% improvements of the tensile strength and Young's modulus are achieved, respectively. The presented atomistic details of stress graphitization can provide guidance for further optimizing CNT-matrix interfaces in a more predictive and controllable way for the development of novel CNT/C composites with high performance. read less NOT USED (low confidence) R. Cappabianca, P. D. Angelis, M. Fasano, E. Chiavazzo, and P. Asinari, “An Overview on Transport Phenomena within Solid Electrolyte Interphase and Their Impact on the Performance and Durability of Lithium-Ion Batteries,” Energies. 2023. link Times cited: 0 Abstract: The nature of the electrode–electrolyte interface has an imp… read moreAbstract: The nature of the electrode–electrolyte interface has an impact on the performance and durability of lithium-ion batteries (LIBs). The initial electrolyte’s thermodynamic instability at the anode–electrolyte interface in LIBs results in the formation of a passivation layer, called solid electrolyte interphase (SEI). The initial dense and intact layer allows Li+ transport and restricts electron tunneling, thus preventing electrolyte decomposition and ensuring the electrochemical stability of a battery. However, the growth of this layer can reduce the availability of active lithium and electrolyte, and ultimately lead to an irreversible battery capacity fade. Investigating the transport phenomena of lithium ions within SEI is crucial for understanding its formation and growth. Nonetheless, accurately describing all relevant mechanisms is challenging due to its complex and multiscale nature. An overview of current computational efforts to study Li+ transport within SEI is given in this article, ranging from electronic/atomistic scale simulations to macroscopic models. The drawbacks and advantages of the proposed numerical approaches are summarized along with the obstacles that need to be overcome to obtain accurate experimental data, identified on the basis of the most recent literature evidence. We highlight collaboration gaps between modeling and experimental approaches, as well as the urgent need for new multiscale models, to gain a better understanding of such a crucial transport phenomenon. read less NOT USED (low confidence) Y. Zhang, C. Xu, and Z. Lan, “Automated Exploration of Reaction Networks and Mechanisms Based on Metadynamics Nanoreactor Simulations.,” Journal of chemical theory and computation. 2023. link Times cited: 0 Abstract: We developed an automated approach to construct a complex re… read moreAbstract: We developed an automated approach to construct a complex reaction network and explore the reaction mechanisms for numerous reactant molecules by integrating several theoretical approaches. Nanoreactor-type molecular dynamics was used to generate possible chemical reactions, in which the metadynamics was used to overcome the reaction barriers, and the semiempirical GFN2-xTB method was used to reduce the computational cost. Reaction events were identified from trajectories using the hidden Markov model based on the evolution of the molecular connectivity. This provided the starting points for further transition-state searches at the electronic structure levels of density functional theory to obtain the reaction mechanism. Finally, the entire reaction network containing multiple pathways was built. The feasibility and efficiency of the automated construction of the reaction network were investigated using the HCHO and NH3 biomolecular reaction and the reaction network for a multispecies system comprising dozens of HCN and H2O molecules. The results indicated that the proposed approach provides a valuable and effective tool for the automated exploration of the reaction networks. read less NOT USED (low confidence) B. B. de Souza, S. A. Hewage, J. A. Kewalramani, A. C. van Duin, and J. N. Meegoda, “A ReaxFF-based molecular dynamics study of the destruction of PFAS due to ultrasound.,” Environmental pollution. 2023. link Times cited: 2 NOT USED (low confidence) H. Cui, R. Lai, S. Yuan, C. Liao, A. Wang, and G. Li, “A Reactive Force Field for Molecular Dynamics Simulations of Glucose in Aqueous Solution.,” Journal of chemical theory and computation. 2023. link Times cited: 0 Abstract: To expand the capabilities of reactive force field (ReaxFF) … read moreAbstract: To expand the capabilities of reactive force field (ReaxFF) in simulations of biological processes involving glucose, in this work, using Metropolis Monte Carlo algorithm, new ReaxFF parameters for glucose have been developed to better describe the properties of glucose in water during molecular dynamics (MD) simulations. With the newly trained ReaxFF, the mutarotation of glucose in water can be better described, as suggested by our metadynamics simulations. In addition, the newly trained ReaxFF can better describe the distributions of the three stable conformers along the key dihedral angle of α-anomer and β-anomer. With better descriptions of hydration around glucose, the Raman and Raman optical activity spectra can be more accurately calculated. In addition, the infrared spectra obtained from simulations with the new glucose ReaxFF are more accurate than those obtained with the original ReaxFF. We note that although our trained ReaxFF performs better than the original ReaxFF, it is not generally applicable to all carbohydrates, which require further parametrization. We also find that the absence of explicit water molecules in the training sets may lead to inaccurate descriptions of water-water interactions around the glucose, implicating that it is necessary to optimize the water ReaxFF parameters together with the target molecule. The improved ReaxFF makes it possible to explore interesting biological processes involving glucose more accurately and efficiently. read less NOT USED (low confidence) C. Trouki, S. Monti, and G. Barcaro, “Stability and potential degradation of the α’,β’-epoxyketone pharmacophore on ZnO nanocarriers: insights from reactive molecular dynamics and density functional theory calculations.,” Journal of materials chemistry. B. 2023. link Times cited: 0 Abstract: We investigate the structure and dynamics of a zinc oxide na… read moreAbstract: We investigate the structure and dynamics of a zinc oxide nanocarrier loaded with Carfilzomib, an epoxyketone proteasome inhibitor developed for treating multiple myeloma. We demonstrate that, even though both bare and functionalized zinc oxide supports have been used for drug delivery, their interactions with the reactive functional groups of the ligands could be detrimental. This is because pharmacophores like α',β'-epoxyketones should preserve the groups required for the drug activity and be capable of leaving the vehicle at the target site. Earlier studies showed that even when ZnO is functionalized with oleic acid surfactants, the drug could reach parts of the surface and remain stably adsorbed. Herein, we have used reactive molecular dynamics simulations and quantum chemistry calculations to explore the potential interactions of the Carfilzomib functional groups with the typical surfaces of ZnO supports. We have found that Carfilzomib can adsorb on the (0001)Zn-terminated polar surface through the carbonyl oxygens and the epoxyketone moiety. These strong connections could prevent the drug release and induce the epoxy ring opening with its consequential inactivation. Therefore, regulating the dosage to maintain the desired level of drug bioavailability is paramount. These findings emphasize the need for appropriate carrier functionalizations to efficiently entrap, transport, and release the cargo at the target sites and the crucial role played by predictive/descriptive computational techniques to complement and drive experiments to the most appropriate selections of the materials to optimize drug delivery. read less NOT USED (low confidence) P. Lafiosca, L. Nicoli, L. Bonatti, T. Giovannini, S. Corni, and C. Cappelli, “QM/Classical Modeling of Surface Enhanced Raman Scattering Based on Atomistic Electromagnetic Models,” Journal of Chemical Theory and Computation. 2023. link Times cited: 2 Abstract: We present quantum mechanics (QM)/frequency dependent fluctu… read moreAbstract: We present quantum mechanics (QM)/frequency dependent fluctuating charge (QM/ωFQ) and fluctuating dipoles (QM/ωFQFμ) multiscale approaches to model surface-enhanced Raman scattering spectra of molecular systems adsorbed on plasmonic nanostructures. The methods are based on a QM/classical partitioning of the system, where the plasmonic substrate is treated by means of the atomistic electromagnetic models ωFQ and ωFQFμ, which are able to describe in a unique fashion and at the same level of accuracy the plasmonic properties of noble metal nanostructures and graphene-based materials. Such methods are based on classical physics, i.e. Drude conduction theory, classical electrodynamics, and atomistic polarizability to account for interband transitions, by also including an ad-hoc phenomenological correction to describe quantum tunneling. QM/ωFQ and QM/ωFQFμ are thus applied to selected test cases, for which computed results are compared with available experiments, showing the robustness and reliability of both approaches. read less NOT USED (low confidence) C. Zhu, S. E. Hoff, M. Hémadi, and H. Heinz, “Accurate and Ultrafast Simulation of Molecular Recognition and Assembly on Metal Surfaces in Four Dimensions.,” ACS nano. 2023. link Times cited: 1 Abstract: Understanding molecular interactions with metal surfaces in … read moreAbstract: Understanding molecular interactions with metal surfaces in high reliability is critical for the development of catalysts, sensors, and therapeutics. Obtaining accurate experimental data for a wide range of surfaces remains a critical bottleneck and quantum-mechanical data remain speculative due to high uncertainties and limitations in scale. We report molecular dynamics simulations of adsorption energies and assembly of organic molecules on elemental metal surfaces using the INTERFACE force field (IFF). The force field-based simulations reach up to 8 times higher accuracy than density functional calculations at a million-fold faster speed, as well as more than 1 order of magnitude higher accuracy than other force fields relative to accurate measurements by single-crystal adsorption calorimetry. Uncertainties of prior computational methods are effectively reduced from on the order of 100% to less than 10% and validated by experimental data from multiple sources. Specifically, we describe the molecular interactions of benzene and naphthalene with even and defective platinum surfaces across a wide range of surface coverage in depth. We discuss molecular-scale influences on the heat of adsorption and clarify the definition of surface coverage. The methods can be applied to 18 metals to accurately predict binding and assembly of organic molecules, ligands, electrolytes, biological molecules, and gases without additional fit parameters. read less NOT USED (low confidence) G. Mancardi et al., “A computational view on nanomaterial intrinsic and extrinsic features for nanosafety and sustainability,” Materials Today. 2023. link Times cited: 0 NOT USED (low confidence) Y. Huang, J. Karnes, M. Shusteff, and R. Faller, “Development of a Reactive Force Field for Simulating Photoinitiated Acrylate Polymerization.,” The journal of physical chemistry. B. 2023. link Times cited: 0 Abstract: Light-driven and photocurable polymer-based additive manufac… read moreAbstract: Light-driven and photocurable polymer-based additive manufacturing (AM) has enormous potential due to its excellent resolution and precision. Acrylated resins that undergo radical chain-growth polymerization are widely used in photopolymer AM due to their fast kinetics and often serve as a departure point for developing other resin materials for photopolymer-based AM technologies. For successful control of the photopolymer resins, the molecular basis of the acrylate free-radical polymerization has to be understood in detail. We present an optimized reactive force field (ReaxFF) for molecular dynamics (MD) simulations of acrylate polymer resins that captures radical polymerization thermodynamics and kinetics. The force field is trained against an extensive training set including density functional theory (DFT) calculations of reaction pathways along the radical polymerization from methyl acrylate to methyl butyrate, bond dissociation energies, and structures and partial charges of several molecules and radicals. We also found that it was critical to train the force field against an incorrect, nonphysical reaction pathway observed in simulations that used parameters not optimized for acrylate polymerization. The parameterization process utilizes a parallelized search algorithm, and the resulting model can describe polymer resin formation, crosslinking density, conversion rate, and residual monomers of the complex acrylate mixtures. read less NOT USED (low confidence) N. Nayir et al., “Modeling and simulations for 2D materials: a ReaxFF perspective,” 2D Materials. 2023. link Times cited: 5 Abstract: Recent advancements in the field of two-dimensional (2D) mat… read moreAbstract: Recent advancements in the field of two-dimensional (2D) materials have led to the discovery of a wide range of 2D materials with intriguing properties. Atomistic-scale simulation methods have played a key role in these discoveries. In this review, we provide an overview of the recent progress in ReaxFF force field developments and applications in modeling the following layered and nonlayered 2D materials: graphene, transition metal dichalcogenides, MXenes, hexagonal boron nitrides, groups III-, IV- and V-elemental materials, as well as the mixed dimensional van der Waals heterostructures. We further discuss knowledge gaps and challenges associated with synthesis and characterization of 2D materials. We close this review with an outlook addressing the challenges as well as plans regarding ReaxFF development and possible large-scale simulations, which should be helpful to guide experimental studies in a discovery of new materials and devices. read less NOT USED (low confidence) J. A. Scher et al., “Model for Humidity-Mediated Diffusion on Aluminum Surfaces and Its Role in Accelerating Atmospheric Aluminum Corrosion.,” ACS applied materials & interfaces. 2023. link Times cited: 0 Abstract: Bare aluminum metal surfaces are highly reactive, which lead… read moreAbstract: Bare aluminum metal surfaces are highly reactive, which leads to the spontaneous formation of a protective oxide surface layer. Because many subsequent corrosive processes are mediated by water, the structure and dynamics of water at the oxide interface are anticipated to influence corrosion kinetics. Using molecular dynamics simulations with a reactive force field, we model the behavior of aqueous aluminum metal ions in water adsorbed onto aluminum oxide surfaces across a range of ion concentrations and water film thicknesses corresponding to increasing relative humidity. We find that the structure and diffusivity of both the water and the metal ions depend strongly on the humidity of the environment and the relative height within the adsorbed water film. Aqueous aluminum ion diffusion rates in water films corresponding to a typical indoor relative humidity of 30% are found to be more than 2 orders of magnitude slower than self-diffusion of water in the bulk limit. Connections between metal ion diffusivity and corrosion reaction kinetics are assessed parametrically with a reductionist model based on a 1D continuum reaction-diffusion equation. Our results highlight the importance of incorporating the properties specific to interfacial water in predictive models of aluminum corrosion. read less NOT USED (low confidence) W.-Y. Tsai et al., “Effect of Electrode/Electrolyte Coupling on Birnessite (δ-MnO2) Mechanical Response and Degradation.,” ACS applied materials & interfaces. 2023. link Times cited: 0 Abstract: Understanding the deformation of energy storage electrodes a… read moreAbstract: Understanding the deformation of energy storage electrodes at a local scale and its correlation to electrochemical performance is crucial for designing effective electrode architectures. In this work, the effect of electrolyte cation and electrode morphology on birnessite (δ-MnO2) deformation during charge storage in aqueous electrolytes was investigated using a mechanical cyclic voltammetry approach via operando atomic force microscopy (AFM) and molecular dynamics (MD) simulation. In both K2SO4 and Li2SO4 electrolytes, the δ-MnO2 host electrode underwent expansion during cation intercalation, but with different potential dependencies. When intercalating Li+, the δ-MnO2 electrode presents a nonlinear correlation between electrode deformation and electrode height, which is morphologically dependent. These results suggest that the stronger cation-birnessite interaction is the reason for higher local stress heterogeneity when cycling in Li2SO4 electrolyte, which might be the origin of the pronounced electrode degradation in this electrolyte. read less NOT USED (low confidence) S. Jiang et al., “In Situ Lignin Modification Enabling Enhanced Interfibrillar Interactions in Lignocellulosic Nanomaterials toward Structural Applications,” ACS Sustainable Chemistry & Engineering. 2023. link Times cited: 1 NOT USED (low confidence) R. Zhang et al., “Study on pyrolysis mechanism of 1,7-diacetoxy-2,4,6-trinitro-2,4,6-triazaheptane (BSX),” Arabian Journal of Chemistry. 2023. link Times cited: 0 NOT USED (low confidence) A. A. Sahraei, D. Azizi, A. H. Mokarizadeh, D. Boffito, and F. Larachi, “Emerging Trends of Computational Chemistry and Molecular Modeling in Froth Flotation: A Review,” ACS Engineering Au. 2023. link Times cited: 1 Abstract: Froth flotation is the most versatile process in mineral ben… read moreAbstract: Froth flotation is the most versatile process in mineral beneficiation, extensively used to concentrate a wide range of minerals. This process comprises mixtures of more or less liberated minerals, water, air, and various chemical reagents, involving a series of intermingled multiphase physical and chemical phenomena in the aqueous environment. Today’s main challenge facing the froth flotation process is to gain atomic-level insights into the properties of its inherent phenomena governing the process performance. While it is often challenging to determine these phenomena via trial-and-error experimentations, molecular modeling approaches not only elicit a deeper understanding of froth flotation but can also assist experimental studies in saving time and budget. Thanks to the rapid development of computer science and advances in high-performance computing (HPC) infrastructures, theoretical/computational chemistry has now matured enough to successfully and gainfully apply to tackle the challenges of complex systems. In mineral processing, however, advanced applications of computational chemistry are increasingly gaining ground and demonstrating merit in addressing these challenges. Accordingly, this contribution aims to encourage mineral scientists, especially those interested in rational reagent design, to become familiarized with the necessary concepts of molecular modeling and to apply similar strategies when studying and tailoring properties at the molecular level. This review also strives to deliver the state-of-the-art integration and application of molecular modeling in froth flotation studies to assist either active researchers in this field to disclose new directions for future research or newcomers to the field to initiate innovative works. read less NOT USED (low confidence) G. Wang et al., “Recent advances in the mechanics of 2D materials,” International Journal of Extreme Manufacturing. 2023. link Times cited: 7 Abstract: The exceptional physical properties and unique layered struc… read moreAbstract: The exceptional physical properties and unique layered structure of two-dimensional (2D) materials have made this class of materials great candidates for applications in electronics, energy conversion/storage devices, nanocomposites, and multifunctional coatings, among others. At the center of this application space, mechanical properties play a vital role in materials design, manufacturing, integration and performance. The emergence of 2D materials has also sparked broad scientific inquiry, with new understanding of mechanical interactions between 2D structures and interfaces being of great interest to the community. Building on the dramatic expansion of recent research activities, here we review significant advances in the understanding of the elastic properties, in-plane failures, fatigue performance, interfacial shear/friction, and adhesion behavior of 2D materials. In this article, special emphasis is placed on some new 2D materials, novel characterization techniques and computational methods, as well as insights into deformation and failure mechanisms. A deep understanding of the intrinsic and extrinsic factors that govern 2D material mechanics is further provided, in the hopes that the community may draw design strategies for structural and interfacial engineering of 2D material systems. We end this review article with a discussion of our perspective on the state of the field and outlook on areas for future research directions. read less NOT USED (low confidence) M. F. Gustavo, M. Hellström, and T. Verstraelen, “Sensitivity Analysis for ReaxFF Reparametrization Using the Hilbert-Schmidt Independence Criterion.,” Journal of chemical theory and computation. 2023. link Times cited: 0 Abstract: We apply a global sensitivity method, the Hilbert-Schmidt in… read moreAbstract: We apply a global sensitivity method, the Hilbert-Schmidt independence criterion (HSIC), to the reparametrization of a Zn/S/H ReaxFF force field to identify the most appropriate parameters for reparametrization. Parameter selection remains a challenge in this context, as high-dimensional optimizations are prone to overfitting and take a long time but selecting too few parameters leads to poor-quality force fields. We show that the HSIC correctly and quickly identifies the most sensitive parameters and that optimizations done using a small number of sensitive parameters outperform those done using a higher-dimensional reasonable-user parameter selection. Optimizations using only sensitive parameters (1) converge faster, (2) have loss values comparable to those found with the naive selection, (3) have similar accuracy in validation tests, and (4) do not suffer from problems of overfitting. We demonstrate that an HSIC global sensitivity is a cheap optimization preprocessing step that has both qualitative and quantitative benefits which can substantially simplify and speed up ReaxFF reparametrizations. read less NOT USED (low confidence) B. Chava, G. R. Chandel, and S. Das, “Water-Structure-Specific Entropic Dominance in the Filling of Boron Nitride Nanotubes,” The Journal of Physical Chemistry C. 2023. link Times cited: 0 NOT USED (low confidence) W. Du, X. Fan, H. Li, D. Zhai, and Y. Liu, “Development of a Ni-Al Reactive Force Field for Ni-Based Superalloy: Revealing Electrostatic Effects on Mechanical Deformation,” SSRN Electronic Journal. 2023. link Times cited: 0 NOT USED (low confidence) Q. Dong et al., “Depolymerization of plastics by means of electrified spatiotemporal heating,” Nature. 2023. link Times cited: 16 NOT USED (low confidence) L. Liang et al., “Theoretical Insight into the Competitive Effect of Co2 and Additive H2o in Coke Gasification,” SSRN Electronic Journal. 2023. link Times cited: 1 NOT USED (low confidence) D. Xu, H. Wan, X. Yao, J. Li, and L.-T. Yan, “Molecular Simulations in Macromolecular Science,” Chinese Journal of Polymer Science. 2023. link Times cited: 3 NOT USED (low confidence) X. Zhang, L. Liu, B. Lang, L. Xia, R. Lin, and X. Wang, “ReaxFF molecular dynamics study of co-combustion of waste tires with petroleum coke gasification residue: Combustion characteristics, gas evolution and micro mechanism,” Fuel. 2023. link Times cited: 1 NOT USED (low confidence) M. Shi, X. Jiang, Y. Hu, L. Ling, and X. Wang, “An improved meta-heuristic algorithm for developing high-quality ReaxFF force fields of Fe/Ni transition metals and alloys,” Computational Materials Science. 2023. link Times cited: 1 NOT USED (low confidence) R. Pritom, M. S. Nahian, R. Jayan, and M. M. Islam, “Mechanistic elucidation of shock response of bis(1,2,4-oxadiazole)bis(methylene) dinitrate (BOM): A ReaxFF molecular dynamics investigation,” Journal of Applied Physics. 2023. link Times cited: 0 Abstract: The use of trinitrotoluene (TNT) in industrial processes or … read moreAbstract: The use of trinitrotoluene (TNT) in industrial processes or military operations presents a significant threat to both the environment and human health due to its toxicity. Recently, it has been discovered that bis(1,2,4-oxadiazole)bis(methylene) dinitrate (BOM) can be an appropriate substitute of TNT due to its low sensitivity, high detonation velocity, and nearly insignificant impact on the surrounding environment. In this study, we utilize molecular dynamics (MD) simulations with a ReaxFF force field to investigate the thermomechanical and chemical response of BOM to shock loading. We simulate shocks using the Hugoniostat technique and observe shock-induced, volume-expanding exothermic reactions following a short induction time for strong enough insults. We analyze the shock behavior at various pressures to determine the conditions necessary to initiate detonation and evaluate the consequent events of detonation. A transition between unreacted and reacted materials has been observed and several detonation properties, such as detonation pressure and velocity, have been calculated at the Chapman–Jouguet state. We elucidate the reaction initiation pathways by predicting the intermediates and final products of the exothermic reaction. The quantity of intermediates and products has been studied for different applied shock loadings to understand the effect of loadings on chemical reactions. This study illustrates how reactive MD simulations can be used to characterize the physics and chemistry of high-energy materials subjected to shock loading, and we believe that our research can assist to shed light on numerous features of BOM that may establish it as a viable alternative to TNT. read less NOT USED (low confidence) B. Hamilton, P. Yoo, M. Sakano, M. M. Islam, and A. Strachan, “High-pressure and temperature neural network reactive force field for energetic materials.,” The Journal of chemical physics. 2023. link Times cited: 2 Abstract: Reactive force fields for molecular dynamics have enabled a … read moreAbstract: Reactive force fields for molecular dynamics have enabled a wide range of studies in numerous material classes. These force fields are computationally inexpensive compared with electronic structure calculations and allow for simulations of millions of atoms. However, the accuracy of traditional force fields is limited by their functional forms, preventing continual refinement and improvement. Therefore, we develop a neural network-based reactive interatomic potential for the prediction of the mechanical, thermal, and chemical responses of energetic materials at extreme conditions. The training set is expanded in an automatic iterative approach and consists of various CHNO materials and their reactions under ambient and shock-loading conditions. This new potential shows improved accuracy over the current state-of-the-art force fields for a wide range of properties such as detonation performance, decomposition product formation, and vibrational spectra under ambient and shock-loading conditions. read less NOT USED (low confidence) Y. Wang, Q. Mao, Z. Wang, K. Luo, L. Zhou, and H. Wei, “A ReaxFF molecular dynamics study of polycyclic aromatic hydrocarbon oxidation assisted by nitrogen oxides,” Combustion and Flame. 2023. link Times cited: 2 NOT USED (low confidence) S. Chen, C. Liu, L. Xin, W. Yu, Q. Li, and Y. Liu, “Oxidation decomposition mechanism of hexamethyldisiloxane,” Journal of Molecular Liquids. 2023. link Times cited: 2 NOT USED (low confidence) S. Yan, D. Xia, N.-C. Lai, B. Jiang, and X. Liu, “New insight into the synergistic reactions involved in the hydrothermal co-liquefaction of synthetic polymer wastes by molecular dynamics and DFT methods.,” Journal of hazardous materials. 2023. link Times cited: 0 NOT USED (low confidence) R. Li, X. Yang, M. Ma, and J. Zhang, “Hydrogen-Enhanced Catalytic Conversion of Amorphous Carbon to Graphene for Achieving Superlubricity.,” Small. 2023. link Times cited: 3 Abstract: The solid-state conversion of amorphous carbon into graphene… read moreAbstract: The solid-state conversion of amorphous carbon into graphene is extremely difficult, but it can be achieved in the friction experiments that induce macroscale superlubricity. However, the underlying conversion mechanisms remain elusive. Here, the friction experiments with Cu nanoparticles and (non-hydrogen (H) or H) a-C in vacuum, show the H-induced conversion of mechanical to chemical wear, resulting in the a-C's tribosoftening and nanofragmentating that produce hydrocarbon nanoclusters or molecules. It is such exactly hydrocarbon species that yield graphene at hydrogen-rich a-C friction interface, through reaction of them with Cu nanoparticles. In comparison, graphene isn't formed at Cu/non-H a-C friction interface. Atomistic simulations reveal the hydrogen-enhanced tribochemical decomposition of a-C and demonstrate the energetically favorable graphitization transformation of hydrocarbons on Cu substrates. The findings are of importance to achieve solid-state transformation between different carbon allotropes and provide a good strategy to synthesize other graphitic encapsulated catalysts with doped elements. read less NOT USED (low confidence) N. Garcia, J. B. Awuah, C. Zhao, F. Vuković, and T. Walsh, “Simulation-ready graphene oxide structures with hierarchical complexity: a modular tiling strategy,” 2D Materials. 2023. link Times cited: 2 Abstract: Graphene oxide (GO) sheet structures are highly variable and… read moreAbstract: Graphene oxide (GO) sheet structures are highly variable and depend on preparation conditions. The use of molecular simulation is a complementary strategy to explore how this complexity influences the ion transport properties of GO membranes. However, despite recent advances, computational models of GO typically lack the required complexity as suggested by experiment. The labor required to create such an ensemble of such structural models with the required complexity is impractical without recourse to automated approaches, but no such code currently can meet this challenge. Here, a modular tiling concept is introduced, along with the HierGO suite of code; an automated approach to producing highly complex hierarchically-structured models of GO with a high degree of control in terms of holes and topological defects, and oxygen-group placement, that can produce simulation-ready input files. The benefits of the code are exemplified by modeling and contrasting the properties of three types of GO membrane stack; the widely-modeled Lerf–Klinowski structure, and two types of highly heterogeneous GO sheet reflecting differing processing conditions. The outcomes of this work clearly demonstrate how the introduction of the complexity modeled here leads to new insights into the structure/property relationships of GO with respect to permeation pathways of water, ions and molecular agents that are inaccessible using previously-considered models. read less NOT USED (low confidence) A. Narjabadifam and M. M. S. Fakhrabadi, “Graphyne-type nano-metamaterials: A comprehensive molecular dynamics simulation,” Diamond and Related Materials. 2023. link Times cited: 2 NOT USED (low confidence) Y. Han, B. Wei, X. Guo, and T. Jiao, “Improved hydroxyl radical production by electric-field-induced catalysis in O3/H2O2 process: A reactive molecular dynamics perspective,” Journal of Molecular Liquids. 2023. link Times cited: 0 NOT USED (low confidence) Y. Chen, Z. Yang, Z. Lv, Y. Zhang, J. Li, and T. Fei, “Combustion mechanism and product characteristics of 2,3,3,3-tetrafluoropropene as an environmentally friendly working fluid for organic Rankine cycle,” Energy. 2023. link Times cited: 2 NOT USED (low confidence) I. Tvaroška, S. Kozmon, and J. Kóňa, “Molecular Modeling Insights into the Structure and Behavior of Integrins: A Review,” Cells. 2023. link Times cited: 3 Abstract: Integrins are heterodimeric glycoproteins crucial to the phy… read moreAbstract: Integrins are heterodimeric glycoproteins crucial to the physiology and pathology of many biological functions. As adhesion molecules, they mediate immune cell trafficking, migration, and immunological synapse formation during inflammation and cancer. The recognition of the vital roles of integrins in various diseases revealed their therapeutic potential. Despite the great effort in the last thirty years, up to now, only seven integrin-based drugs have entered the market. Recent progress in deciphering integrin functions, signaling, and interactions with ligands, along with advancement in rational drug design strategies, provide an opportunity to exploit their therapeutic potential and discover novel agents. This review will discuss the molecular modeling methods used in determining integrins’ dynamic properties and in providing information toward understanding their properties and function at the atomic level. Then, we will survey the relevant contributions and the current understanding of integrin structure, activation, the binding of essential ligands, and the role of molecular modeling methods in the rational design of antagonists. We will emphasize the role played by molecular modeling methods in progress in these areas and the designing of integrin antagonists. read less NOT USED (low confidence) M. Kai, F. Sanchez, D. Hou, and J. Dai, “Nanoscale insights into the interfacial characteristics between calcium silicate hydrate and silica,” Applied Surface Science. 2023. link Times cited: 2 NOT USED (low confidence) S. Liu, L. Wei, Q. Zhou, T. Yang, S.-bai Li, and Q. Zhou, “Simulation Strategies for ReaxFF Molecular Dynamics in Coal Pyrolysis Applications: A Review,” Journal of Analytical and Applied Pyrolysis. 2023. link Times cited: 16 NOT USED (low confidence) H. Li, H. Gu, C. Ming, Y. Sun, Y. Zhang, and L. Song, “Insights into Impact Interaction between Graphene and High-Speed Atomic Oxygen for Aerospace Protection Application,” SSRN Electronic Journal. 2023. link Times cited: 3 NOT USED (low confidence) A. C. S. de Alcântara, L. C. Felix, D. Galvão, P. Sollero, and M. Skaf, “The Role of the Extrafibrillar Volume on the Mechanical Properties of Molecular Models of Mineralized Bone Microfibrils.,” ACS biomaterials science & engineering. 2022. link Times cited: 0 Abstract: Bones are responsible for body support, structure, motion, a… read moreAbstract: Bones are responsible for body support, structure, motion, and several other functions that enable and facilitate life for many different animal species. They exhibit a complex network of distinct physical structures and mechanical properties, which ultimately depend on the fraction of their primary constituents at the molecular scale. However, the relationship between structure and mechanical properties in bones are still not fully understood. Here, we investigate structural and mechanical properties of all-atom bone molecular models composed of type-I collagen, hydroxyapatite (HA), and water by means of fully atomistic molecular dynamics simulations. Our models encompass an extrafibrillar volume (EFV) and consider mineral content in both the EFV and intrafibrillar volume (IFV), consistent with experimental observations. We investigate solvation structures and elastic properties of bone microfibril models with different degrees of mineralization, ranging from highly mineralized to weakly mineralized and nonmineralized models. We find that the local tetrahedral order of water is lost in similar ways in the EFV and IFV regions for all HA containing models, as calcium and phosphate ions are strongly coordinated with water molecules. We also subject our models to tensile loads and analyze the spatial stress distribution over the nanostructure of the material. Our results show that both mineral and water contents accumulate significantly higher stress levels, most notably in the EFV, thus revealing that this region, which has been only recently incorporated in all-atom molecular models, is fundamental for studying the mechanical properties of bones at the nanoscale. Furthermore, our results corroborate the well-established finding that high mineral content makes bone stiffer. read less NOT USED (low confidence) J. Su et al., “Using molecular dynamics simulations to study the non-thermal effects of microwave radiation on the mechanism of char gasification,” Renewable Energy. 2022. link Times cited: 3 NOT USED (low confidence) W. Wang, Z. Li, C. Ding, B. Lu, J. Yu, and H. Zhang, “Study on Reaction Sites of Active Structures in Coal Based on the ReaxFF Reactive Force Field,” ACS Omega. 2022. link Times cited: 2 Abstract: To study the reaction paths and reaction mechanisms of the a… read moreAbstract: To study the reaction paths and reaction mechanisms of the active structures in coal during the oxidation process, the oxygen-free pyrolysis and oxygen-containing combustion were simulated for nine active structures in coal based on the ReaxFF MD method. A separate simulation analysis of the active structure yielded that O2 inhibited the reaction of H1. As the branched chain grows, the reaction paths of C2 and Q2 follow the direction of the reaction of carboxyl and aldehyde groups to CO2 and CO. Considering the reaction rates and reaction process products of A1, B1, and B3 structures, it is obtained that O2 has the greatest contribution to the decomposition reaction of aliphatic hydrocarbon structures. This is due to the strong electron-absorbing property of O2 that attracts H radicals to generate HO2, which in turn affects the reaction path of the active structure. Tracing the reaction process reveals that OH and oxygen-containing radicals under oxygen-free conditions greatly influence the active structural reaction. read less NOT USED (low confidence) M. Izadi and H. Sabzyan, “Reactive Molecular Dynamics Simulation of the Structural Damages of the B-DNA Induced by the Oxidation/Nitration of Guanine.,” The journal of physical chemistry. B. 2022. link Times cited: 0 Abstract: Reactive molecular dynamics simulations (RMD) have been carr… read moreAbstract: Reactive molecular dynamics simulations (RMD) have been carried out to investigate structural alterations of the dodecamer double-strand B-DNA due to the oxidation/nitration modifications introduced to its guanine bases, including 8-oxoguanine, 8-nitroguanine, and 5-guanidino-4-nitroimidazole, considering two distribution patterns. These modifications may arise in the case of cancer treatment using oxidative/nitrosative reactive nitrogen species as anticancer agents. Results show that these mutations affect structural characteristics of the B-DNA dodecamer in the order 8-nitroguanine > 5-guanidino-4-nitroimidazole ≫ 8-oxoguanine. For instance, the base-pair per turn for these modified B-DNA are changed respectively to 9.79, 10.88 and 10.58 from 10.51 in the native defect-free B-DNA, which is compatible with the experimental value of 10.10. In addition, these mutations allow more water molecules to diffuse into the dodecamer structure and consequently increase the possibility of the penetration of reactive and nonreactive species toward constituting nucleic base-pairs. The largest variation of the B-DNA structure is observed for the mutated B-DNA with 8-nitroguanine modifications applied to its separated CG base-pairs along the dodecamer chain. The structural changes introduced by these nitro-/oxo-modified guanine bases can be considered as a critical step in the damage of the DNA structure and alterations of its function. read less NOT USED (low confidence) V. Dufour-Décieux, B. Ransom, A. D. Sendek, R. Freitas, J. Blanchet, and E. Reed, “Temperature Extrapolation of Molecular Dynamics Simulations of Complex Chemistry to Microsecond Timescales Using Kinetic Models: Applications to Hydrocarbon Pyrolysis.,” Journal of chemical theory and computation. 2022. link Times cited: 1 Abstract: We develop a method to construct temperature-dependent kinet… read moreAbstract: We develop a method to construct temperature-dependent kinetic models of hydrocarbon pyrolysis, based on information from molecular dynamics (MD) simulations of pyrolyzing systems in the high-temperature regime. MD simulations are currently a key tool to understand the mechanism of complex chemical processes such as pyrolysis and to observe their outcomes in different conditions, but these simulations are computationally expensive and typically limited to nanoseconds of simulation time. This limitation is inconsequential at high temperatures, where equilibrium is reached quickly, but at low temperatures, the system may not equilibrate within a tractable simulation timescale. In this work, we develop a method to construct kinetic models of hydrocarbon pyrolysis using the information from the high-temperature high-reactivity regime. We then extrapolate this model to low temperatures, which enables microsecond-long simulations to be performed. We show that this approach accurately predicts the time evolution of small molecules, as well as the size and composition of long carbon chains across a wide range of temperatures and compositions. Further, we show that the range of suitable temperatures for extrapolation can easily be improved by adding more simulations to the training data. Compared to experimental results, our kinetic model leads to similar compositional trends while allowing for more detailed kinetic and mechanistic insights. read less NOT USED (low confidence) K. Zhang, L. Chen, K. Yang, B. Zhang, J. Lu, and J. Wu, “Prediction of Initial Reaction Characteristics of Materials from Molecular Conformational Changes Based on Artificial Intelligence Technology,” The Journal of Physical Chemistry C. 2022. link Times cited: 0 NOT USED (low confidence) H. Wei, T. Li, K. Yao, and Z. Xuan, “ReaxFF molecular dynamics simulations on thermal decomposition of RDX-based CMDB propellants,” Journal of Molecular Modeling. 2022. link Times cited: 0 NOT USED (low confidence) Y. V. Rusalev, A. Motseyko, A. Guda, S. Guda, V. A. V. Soldatov, and N. Ter-Oganessian, “Development of a ReaxFF potential for Au–Pd,” Journal of Physics: Condensed Matter. 2022. link Times cited: 0 Abstract: The bimetallic alloys often outperform their single-componen… read moreAbstract: The bimetallic alloys often outperform their single-component counterparts due to synergistic effects. Being widely known, the Au–Pd alloy is a promising candidate for the novel heterogeneous nanocatalysts. Rational design of such systems requires theoretical simulations under ambient conditions. Ab initio quantum-mechanical calculations employ the density functional theory (DFT) and are limited to the systems with few tens of atoms and short timescales. The alternative solution implies development of reliable atomistic potentials. Among different approaches ReaxFF combines chemical accuracy and low computational costs. However, the development of a new potential is a problem without unique solution and thus requires accurate validation criteria. In this work we construct ReaxFF potential for the Au–Pd system based on ab initio DFT calculations for bulk structures, slabs and nanoparticles with different stoichiometry. The validation was performed with molecular dynamics and Monte-Carlo calculations. We present several optimal parametrizations that describe experimental bulk mechanical and thermal properties, atomic order-disorder phase transition temperatures and the resulting ordered crystal structures. read less NOT USED (low confidence) M. N. Esfahani, S. Shahbeigi, and M. Jabbari, “Effect of oxygen configurations on the mechanical properties of graphene oxide,” Journal of Applied Physics. 2022. link Times cited: 0 Abstract: Understanding the mechanical properties of graphene oxide (G… read moreAbstract: Understanding the mechanical properties of graphene oxide (GO) is the primary challenge for applications in materials engineering. The degree of oxidation and concentration of epoxide functional groups have been the main focus of previous mechanochemical studies. This work uses the reactive molecular dynamic simulations to reveal that the mechanical behavior of GO is strongly dependent on the epoxide configuration as well as its distribution. In this study, three main epoxide configurations—including top, bridge, and reside groups—decorate monolayer GO sheets with linear and random distributions. The distortion associated with epoxide groups creates diamond-like structures controlling the mechanical properties. Moreover, the orientation of those epoxide functional groups with applied loads has a dramatic impact on the mechanical response of GO. The effect of external electric fields on the mechanical properties of GO is another objective of this study. Findings exhibit that the electric field enhances the tensile toughness. This study demonstrates new aspects of GO as a functional material with potentials to control the mechanical properties through chemical compositions as well as external electric fields. read less NOT USED (low confidence) H. Jiang et al., “Production mechanism of high-quality carbon black from high-temperature pyrolysis of waste tire.,” Journal of hazardous materials. 2022. link Times cited: 16 Abstract: High-temperature pyrolysis of waste tires is a promising met… read moreAbstract: High-temperature pyrolysis of waste tires is a promising method to produce high-quality carbon black. In this study, carbon black formation characteristics were investigated during tire pyrolysis at 1000-1300 °C with residence times of < 1 s, 1-2 s, and 2-4 s. It is shown that with temperature increasing from 1000 °C to 1300 °C carbon black yield was increased from 10% to 27% with residence times of 2-4 s. Carbon black exhibited a core-shell nanostructure over 1100 °C and the graphitization degree was promoted with the temperature and residence time. While the mean particle diameter decreased with the temperature to 69 nm at 1300 °C and further increased by residence time. The molecular-level evolution from tire to initial carbon black was further revealed by reactive force field molecular dynamics simulations. Light oil, gas, and radicals were transformed to initial cyclic molecules and long carbon chains via carbon-addition-hydrogen-migration, H-abstraction-C2H2-addition, and radical-chain reactions, subsequently forming PAHs. The coupling of PAHs aliphatic side chains formed large graphene layers that gradually bent to fullerene-like cores and generated incipient carbon black. The process mechanism from volatiles evolution to carbon black was proposed, which may be helpful for obtaining high-quality carbon black from high-temperature pyrolysis of waste tires. read less NOT USED (low confidence) Y. Zhao et al., “Macromolecular bridging-enhanced holey graphene oxide-based film and its humidity deformation response,” iScience. 2022. link Times cited: 0 NOT USED (low confidence) J. C. de Faria, R. Paupitz, A. V. van Duin, and M. Bernal, “Evaluation of the Reax Force-Field for Studying the Collision of an Energetic Proton with the DNA.,” Journal of chemical theory and computation. 2022. link Times cited: 1 Abstract: The early DNA damage induced by ionizing radiation depends o… read moreAbstract: The early DNA damage induced by ionizing radiation depends on how ionizing particles transfer energy to this molecule and the surrounding medium, mostly water. In preliminary studies, we found that the energy transferred by a 4 keV proton to a cytosine-guanine base pair in a classical simulation collision using the ReaxFF potential is much smaller than that obtained by a quantum calculation using time-dependent density functional theory (TDDFT). We observed that there are two main reasons for that: no accurate force-field for this situation and problems while dealing with the proton charge during the collision. Here, we only focus on the interaction potential. We calibrated the van der Waals energy term of the ReaxFF potential using TDDFT calculations and a genetic algorithm, specifically for the interaction of a proton with the DNA constituent atoms (carbon, hydrogen, phosphorus, nitrogen, and oxygen). We obtained a significant improvement in the interaction potential and, consequently, in the scattering angle of the proton colliding with the target atoms in question. However, we conclude that despite the improvement for the force-field and scattering angle, the classical charge equilibration method should also be improved to properly describe the proton-DNA collision process. read less NOT USED (low confidence) X. Zhu et al., “Probing Friction Properties of Hydrogen-Free DLC Films in a Nitrogen Environment Based on ReaxFF Molecular Dynamics.,” Langmuir : the ACS journal of surfaces and colloids. 2022. link Times cited: 9 Abstract: In this paper, ReaxFF molecular dynamics simulations were us… read moreAbstract: In this paper, ReaxFF molecular dynamics simulations were used to look at how load and the number of nitrogen molecules affect how friction behavior in hydrogen-free diamond-like carbon (DLC). The presence of nitrogen molecules will inhibit the formation of C-C covalent bonds between the contact surfaces of the upper and lower DLC, thereby effectively suppressing the increase in friction during the initial friction phase. After the initial friction stage, the mechanical mixing of the contact surfaces brought on by the diffusion of nitrogen molecules results in considerable shear stress, which has significant impacts on the friction force. In addition, due to the existence of nitrogen molecules, the effect of graphitization of hydrogen-free DLC on friction is almost negligible. read less NOT USED (low confidence) K. Ganeshan et al., “Importance of Nuclear Quantum Effects on Aqueous Electrolyte Transport under Confinement in Ti3C2 MXenes.,” Journal of chemical theory and computation. 2022. link Times cited: 2 Abstract: Protons display a high chemical activity and strongly affect… read moreAbstract: Protons display a high chemical activity and strongly affect the charge storage capability in confined interlayer spaces of two-dimensional (2D) materials. As such, an accurate representation of proton dynamics under confinement is important for understanding and predicting charge storage dynamics in these materials. While often ignored in atomistic-scale simulations, nuclear quantum effects (NQEs), e.g., tunneling, can be significant under confinement even at room temperature. Using the thermostatted ring polymer molecular dynamics implementation of path integral molecular dynamics (PIMD) in conjunction with the ReaxFF force field, density functional tight binding (DFTB), and NequIP neural network potential simulations, we investigate the role of NQEs on proton and water transport in bulk water and aqueous electrolytes under confinement in Ti3C2 MXenes. Although overall NQEs are relatively small, especially in bulk, we find that they can alter both quantitative values and qualitative trends on both proton transport and water self-diffusion under confinement relative to classical MD predictions. Therefore, our results suggest the need for NQEs to be considered to simulate aqueous systems under confinement for both qualitative and quantitative accuracy. read less NOT USED (low confidence) M. A. Rahman, C. Dionne, and A. Giri, “Thermally Conductive Self-Healing Nanoporous Materials Based on Hydrogen-Bonded Organic Frameworks.,” Nano letters. 2022. link Times cited: 1 Abstract: Hydrogen-bonded organic frameworks (HOFs) are a class of nan… read moreAbstract: Hydrogen-bonded organic frameworks (HOFs) are a class of nanoporous crystalline materials formed by the assembly of organic building blocks that are held together by a network of hydrogen-bonding interactions. Herein, we show that the dynamic and responsive nature of these hydrogen-bonding interactions endows HOFs with a host of unique physical properties that combine ultraflexibility, high thermal conductivities, and the ability to "self-heal". Our systematic atomistic simulations reveal that their unique mechanical properties arise from the ability of the hydrogen-bond arrays to absorb and dissipate energy during deformation. Moreover, we also show that these materials demonstrate relatively high thermal conductivities for porous crystals with low mass densities due to their extended periodic framework structure that is comprised of light atoms. Our results reveal that HOFs mark a new regime of material design combining multifunctional properties that make them ideal candidates for gas storage and separation, flexible electronics, and thermal switching applications. read less NOT USED (low confidence) M. Qamar, M. Mrovec, Y. Lysogorskiy, A. Bochkarev, and R. Drautz, “Atomic Cluster Expansion for Quantum-Accurate Large-Scale Simulations of Carbon.,” Journal of chemical theory and computation. 2022. link Times cited: 17 Abstract: We present an atomic cluster expansion (ACE) for carbon that… read moreAbstract: We present an atomic cluster expansion (ACE) for carbon that improves over available classical and machine learning potentials. The ACE is parametrized from an exhaustive set of important carbon structures over extended volume and energy ranges, computed using density functional theory (DFT). Rigorous validation reveals that ACE accurately predicts a broad range of properties of both crystalline and amorphous carbon phases while being several orders of magnitude more computationally efficient than available machine learning models. We demonstrate the predictive power of ACE on three distinct applications: brittle crack propagation in diamond, the evolution of amorphous carbon structures at different densities and quench rates, and the nucleation and growth of fullerene clusters under high-pressure and high-temperature conditions. read less NOT USED (low confidence) J. Witek et al., “M-Chem: a modular software package for molecular simulation that spans scientific domains,” Molecular Physics. 2022. link Times cited: 0 Abstract: ABSTRACT We present a new software package called M-Chem tha… read moreAbstract: ABSTRACT We present a new software package called M-Chem that is designed from scratch in C++ and parallelised on shared-memory multi-core architectures to facilitate efficient molecular simulations. Currently, M-Chem is a fast molecular dynamics (MD) engine that supports the evaluation of energies and forces from two-body to many-body all-atom potentials, reactive force fields, coarse-grained models, combined quantum mechanics molecular mechanics (QM/MM) models, and external force drivers from machine learning, augmented by algorithms that are focused on gains in computational simulation times. M-Chem also includes a range of standard simulation capabilities including thermostats, barostats, multi-timestepping, and periodic cells, as well as newer methods such as fast extended Lagrangians and high quality electrostatic potential generation. At present M-Chem is a developer friendly environment in which we encourage new software contributors from diverse fields to build their algorithms, models, and methods in our modular framework. The long-term objective of M-Chem is to create an interdisciplinary platform for computational methods with applications ranging from biomolecular simulations, reactive chemistry, to materials research. GRAPHICAL ABSTRACT read less NOT USED (low confidence) S. Liu, L. Shan, G. Li, and B. S. Underwood, “Molecular-based asphalt oxidation reaction mechanism and aging resistance optimization strategies based on quantum chemistry,” Materials & Design. 2022. link Times cited: 10 NOT USED (low confidence) Q. Han, M.-xia Li, X. Liu, H. Xiao, J.-hu Ren, and C. Guo, “A maturation scale for molecular simulation of kerogen thermal degradation,” Organic Geochemistry. 2022. link Times cited: 2 NOT USED (low confidence) D. Hou et al., “Molecular Insights into the Reaction Process of Alkali-Activated Metakaolin by Sodium Hydroxide.,” Langmuir : the ACS journal of surfaces and colloids. 2022. link Times cited: 2 Abstract: When metakaolin (MK) is alkalized with an alkaline activator… read moreAbstract: When metakaolin (MK) is alkalized with an alkaline activator, it depolymerizes under the action of the alkali. However, the process of MK alkalinization is still unrevealed. Here, we supplied a molecular insight into the process of MK alkalinization through reaction molecular dynamics (MD) simulation. The structure, dynamics, and process of MK alkalinization are systematically investigated. The results showed that the layered structure of MK was destroyed and the silicates in MK were dissolved by sodium hydroxide solution during the alkalinization reaction of MK. The aluminates in MK are not dissolved, indicating that aluminates are more stable than silicates. Moreover, the equilibrium structures of MK with H2O and MK with NaOH solution show that only when both sodium hydroxide and water are involved in the alkalinization reaction, the silicates in MK undergo depolymerization. Also, the observed final state of MK alkalinization can be recognized as the precursor of alkali-activated materials (AAMs). read less NOT USED (low confidence) Z.-liang Wang and J. Han, “Heat and Mass Transfer at Interfaces in Decomposition of Methane Hydrate under Combustion,” Journal of Molecular Liquids. 2022. link Times cited: 4 NOT USED (low confidence) X. Zhang, X. Shi, Y. Pan, and J. Jiang, “Microscopic pyrolysis mechanism of tert-butyl hydroperoxide via ReaxFF molecular dynamics,” Journal of Analytical and Applied Pyrolysis. 2022. link Times cited: 2 NOT USED (low confidence) Y. D. Fomin, “Molecular Simulation of the Formation of Carbon Nanoparticles,” Nanobiotechnology Reports. 2022. link Times cited: 0 NOT USED (low confidence) E. J. Gurniak et al., “Anisotropic atomistic shock response mechanisms of aramid crystals.,” The Journal of chemical physics. 2022. link Times cited: 3 Abstract: Aramid fibers composed of poly(p-phenylene terephthalamide) … read moreAbstract: Aramid fibers composed of poly(p-phenylene terephthalamide) (PPTA) polymers are attractive materials due to their high strength, low weight, and high shock resilience. Even though they have widely been utilized as a basic ingredient in Kevlar, Twaron, and other fabrics and applications, their intrinsic behavior under intense shock loading is still to be understood. In this work, we characterize the anisotropic shock response of PPTA crystals by performing reactive molecular dynamics simulations. Results from shock loading along the two perpendicular directions to the polymer backbones, [100] and [010], indicate distinct shock release mechanisms that preserve and destroy the hydrogen bond network. Shocks along the [100] direction for particle velocity Up < 2.46 km/s indicate the formation of a plastic regime composed of shear bands, where the PPTA structure is planarized. Shocks along the [010] direction for particle velocity Up < 2.18 km/s indicate a complex response regime, where elastic compression shifts to amorphization as the shock is intensified. While hydrogen bonds are mostly preserved for shocks along the [100] direction, hydrogen bonds are continuously destroyed with the amorphization of the crystal for shocks along the [010] direction. Decomposition of the polymer chains by cross-linking is triggered at the threshold particle velocity Up = 2.18 km/s for the [010] direction and Up = 2.46 km/s for the [100] direction. These atomistic insights based on large-scale simulations highlight the intricate and anisotropic mechanisms underpinning the shock response of PPTA polymers and are expected to support the enhancement of their applications. read less NOT USED (low confidence) Q. Zhang, Z. Zhou, S.-quan Shan, X. Cai, and W.-juan Yang, “Chemical effect of water addition on the ammonia combustion reaction,” Thermal Science and Engineering Progress. 2022. link Times cited: 8 NOT USED (low confidence) S. A. Khayatian and E. Zaminpayma, “A computational study of mechanical and electrical properties of zigzag graphene nanoribbon force sensor,” Computational Condensed Matter. 2022. link Times cited: 0 NOT USED (low confidence) L. He, Z. Cui, X. Sun, J. Zhao, and D. Wen, “Sensitivity Analysis of the Catalysis Recombination Mechanism on Nanoscale Silica Surfaces,” Nanomaterials. 2022. link Times cited: 2 Abstract: A deep understanding of surface catalysis recombination char… read moreAbstract: A deep understanding of surface catalysis recombination characteristics is significant for accurately predicting the aeroheating between hypersonic non-equilibrium flow and thermal protection materials, while a de-coupling sensitivity analysis of various influential factors is still lacking. A gas–solid interface (GSI) model with a hyperthermal flux boundary was established to investigate the surface catalysis recombination mechanisms on nanoscale silica surfaces. Using the reactive molecular dynamics (RMD) simulation method, the effects of solid surface temperature, gas incident angle, and translational energy on the silica surface catalysis recombination were qualified under hyperthermal atomic oxygen (AO), atomic nitrogen (AN), and various AN/AO gas mixtures’ influence. It can be found that, though the Eley–Rideal (E–R) recombination mechanism plays a dominant role over the Langmuir–Hinshelwood (L–H) mechanism for all the sensitivity analyses, a non-linear increasing pattern of AO recombination coefficient γO2 with the increase in incident angle θin and translational energy Ek is observed. Compared with the surface catalysis under hyperthermal AO impact, the AN surface adsorption fraction shows an inverse trend with the increase in surface temperature, which suggests the potential inadequacy of the traditional proportional relationship assumptions between the surface adsorption concentration and the surface catalysis recombination coefficient for other species’ impact instead of AOs. For the incoming bi-component AO/AN gas mixtures, the corresponding surface catalysis coefficient is not the simple superposition of the effects of individual gases but is affected by both the intramolecular bond energies (e.g., O2, N2) and intermolecular energies (e.g., Si/N, Si/O). read less NOT USED (low confidence) G. Li et al., “Molecular Insight into Pyrolysis Processes via Reactive Force Field Molecular Dynamics: A State-of-the-art Review,” Journal of Analytical and Applied Pyrolysis. 2022. link Times cited: 12 NOT USED (low confidence) E. Duque-Redondo, P. A. Bonnaud, and H. Manzano, “A comprehensive review of C-S-H empirical and computational models, their applications, and practical aspects,” Cement and Concrete Research. 2022. link Times cited: 28 NOT USED (low confidence) C. Li, H. Jiang, F. Hong, and K. Bi, “A new insight into the influence of atomic motion on the mechanical properties of polyethylene chains,” Chemical Physics Letters. 2022. link Times cited: 0 NOT USED (low confidence) S. Sadeghzadeh, H. Hassanloo, and R. Ahmadi, “Reactive Molecular Dynamics Simulation of Thermo-Physicochemical Properties of Non- Covalent Functionalized Graphene Nanofluids,” SSRN Electronic Journal. 2022. link Times cited: 2 NOT USED (low confidence) Y. Yamada, H. Tanaka, Y. Tanaka, S. Kubo, T. Taguchi, and S. Sato, “Toward strategical bottom-up synthesis of carbon materials with exceptionally high pyridinic-nitrogen content: Development of screening techniques,” Carbon. 2022. link Times cited: 8 NOT USED (low confidence) S. Chen, C. Liu, Q. Li, Y. Liu, L. Xin, and W. Yu, “A ReaxFF-based molecular dynamics study of the pyrolysis mechanism of hexamethyldisiloxane,” Journal of Molecular Liquids. 2022. link Times cited: 2 NOT USED (low confidence) Y. Huang, A. Wexler, K. Bein, and R. Faller, “Development of a ReaxFF Force Field for Aqueous Phosphoenolpyruvate as a Novel Biomimetic Carbon Capture Absorbent,” The Journal of Physical Chemistry C. 2022. link Times cited: 1 NOT USED (low confidence) K. Sasikumar, R. Ranganathan, S. Rokkam, T. Desai, R. Burnes, and P. G. Cross, “Development of Chemical Kinetics Models from Atomistic Reactive Molecular Dynamics Simulations: Application to Iso-octane Combustion and Rubber Ablative Degradation.,” The journal of physical chemistry. A. 2022. link Times cited: 1 Abstract: Modeling the complex chemical phenomena resulting from multi… read moreAbstract: Modeling the complex chemical phenomena resulting from multiple active species and long-chain polymers is limited by uncertainties in the reaction rate parameters, which increase rapidly with the number of active species and/or reaction pathways. Reactive molecular dynamics simulations have the potential to help obtain in-depth information on the chemical reactions that occur between the polymer (e.g., ablative material) and the multiple active species in an aggressive environment. In this work, we demonstrate that molecular dynamics (MD) simulations using the ReaxFF interatomic potential can be used to obtain the reaction kinetics of complex reaction pathways at high temperatures. We report two recently developed tools, namely, MolfrACT and KinACT, designed to extract chemical kinetic pathways by postprocessing reactive MD simulation data. The pathway extraction is based on a new algorithm, Consistent Reaction Stoichiometry via an Iterative Scheme (CReSIS), for the automated extraction of reactions and kinetics from MD trajectories. As a validation of the methodology, we first report the kinetic analysis and mechanisms for the high-temperature combustion of iso-octane. The observed reaction pathways are consistent with experimental models. In addition, we compare the activation energies of select iso-octane combustion pathways with experimental data and show that nanosecond timescale molecular dynamics simulations are sufficient to obtain realistic estimates of activation energies for different fuel consumption reaction pathways at high temperatures. The framework developed here can potentially be combined with time-series forecasting and machine learning methods to further reduce the computational complexity of transient molecular dynamics simulations, yet yielding realistic chemical kinetics information. Subsequently, the CReSIS scheme applied to ethylene-propylene-diene-monomer (EPDM) rubber ablative reveals that H2O, C2H4, and HCHO are the major products during the initial stages of the polymer degradation in high-temperature oxidative environments. While prior work involving ReaxFF simulations is restricted to overall rates of formation of any species, we extract kinetic information for individual reaction pathways. In this paper, we present several reaction pathways observed during the EPDM rubber degradation into the dominant products and report the pathway-specific reaction rates. Arrhenius analysis reveals that the dominant reaction pathway activation energies for the formation of water, ethylene, and formaldehyde are 34.42, 27.26, and 6.37 kcal/mol, respectively. In contrast, the activation energies for the overall formation (across all reaction pathways) of these products are in the 40-50 kcal/mol range. read less NOT USED (low confidence) S. Dang et al., “Succulent‐Inspired Ultraflexible and Multifunctional Carbon Aerogel for High‐Performing Strain Sensing and Thermal Management,” Advanced Materials Technologies. 2022. link Times cited: 2 Abstract: Porous carbon materials have exhibited many superior charact… read moreAbstract: Porous carbon materials have exhibited many superior characteristics with extensive applications. To adequately exert their advantages at macroscale, the mechanical property plays a critical role to ensure the structural stability and functionality. Porous carbon monoliths overcome brittleness by endowing compressive superelasticity but are still plagued by poor toughness, easily suffering from the tensile, bending, or torsional fracture. Here, inspired by the biostructure of succulent plants, graphene aerogel is used to mimic the hydrenchyma tissue, carbon nanotube aerogel film as the epidermis, and graphene oxide ethanol solution as the hemicellulose binder to make ultraflexible carbon aerogels (UCAGs), addressing the critical and bottleneck issue between mechanics and functionality. The UCAGs feature a sequence of robust mechanical properties simultaneously, including compressive strain up to 99.5%, tensile strength up to 460 kPa, bending and torsional angle up to 180°. This ultraflexible aerogel is exploited for large‐deformable, and high‐sensitive strain sensor with extended working temperature (−196 to 400 °C), as well as lightweight thermal regulator with record‐high switch ratio (500:1). The high‐performance structures of this type establish a set of fundamental considerations in structural design of inorganic aerogels for a wide spectrum of applications. read less NOT USED (low confidence) W. Zhang, F. Starr, K. Beers, and J. Douglas, “Reactive Molecular Dynamics Simulations of the Depolymerization of Polyethylene Using Graphene-Oxide-Supported Platinum Nanoparticles.,” The journal of physical chemistry. A. 2022. link Times cited: 3 Abstract: While plastic materials offer many benefits to society, the … read moreAbstract: While plastic materials offer many benefits to society, the slow degradation and difficulty in recycling plastics raise important environmental and sustainability concerns. Traditional recycling efforts often lead to materials with inferior properties and correspondingly lower value, making them uneconomical to recycle. Recent efforts have shown promising chemical pathways for converting plastic materials into a wide range of value-added products, feedstocks or monomers. This is commonly referred to as "chemical recycling". Here, we use reactive molecular dynamics (MD) simulations to study the catalytic process of depolymerization of polyethylene (PE) using platinum (Pt) nanoparticles (NPs) in comparison to PE pyrolysis (thermal degradation). We apply a simple kinetic model to our MD results for the catalytic reaction rate as a function of temperature, from which we obtain the activation energy of the reaction, which shows the that the Pt NPs reduce the barrier for depolymerization. We further evaluate the molecular mass distribution of the reaction products to gain insight into the influence of the Pt NPs on reaction selectivity. Our results demonstrate the potential for the reactive MD method to help the design of recycling approaches for polymer materials. read less NOT USED (low confidence) F. Nie, C. Chow, and D. Lau, “A Review on Multiscale Modeling of Asphalt: Development and Applications,” Multiscale Science and Engineering. 2022. link Times cited: 4 NOT USED (low confidence) J. Sun et al., “Molecular interfacial properties and engineering performance of conductive fillers in cementitious composites,” Journal of Materials Research and Technology. 2022. link Times cited: 10 NOT USED (low confidence) X. Chang, D. Chen, and Q. Chu, “Anisotropic Combustion of Aluminum Nanoparticles in Carbon Dioxide and Water Flows,” Journal of Thermal Science. 2022. link Times cited: 3 NOT USED (low confidence) S. Alareeqi, D. Bahamon, K. Polychronopoulou, and L. Vega, “Insights into the thermal stability and conversion of carbon-based materials by using ReaxFF reactive force field: Recent advances and future directions,” Carbon. 2022. link Times cited: 18 NOT USED (low confidence) K. Heijmans, B. K. Holkenborg, S. V. Gaastra-Nedea, and D. Smeulders, “Advanced diffusion methods for H2O in salt hydrates,” Computational Materials Science. 2022. link Times cited: 1 NOT USED (low confidence) C. Xiao, F.-C. Hsia, A. Sutton-Cook, B. Weber, and S. Franklin, “Polishing of polycrystalline diamond using synergies between chemical and mechanical inputs: A review of mechanisms and processes,” Carbon. 2022. link Times cited: 33 NOT USED (low confidence) J. Richardi and M. Fadigas, “ReaxFF Molecular Dynamics Simulations of Large Gold Nanocrystals.,” Journal of chemical theory and computation. 2022. link Times cited: 1 Abstract: A systematic study of gold nanocrystals is carried out using… read moreAbstract: A systematic study of gold nanocrystals is carried out using molecular dynamics simulations with reactive force fields. The nanocrystal size is varied between 2 and 10 nm with methane and butane thiolate as ligands. The reactive force fields allow investigation of the formation of staples. The simulations explain several experimental observations such as the number of staples per thiolate of about 40% and the occupation of the top adsorption sites on the facets. They also show that the frequency of staples is increased on the edges, which leads to a desorption of gold atoms from the nanocrystal edges. In contrast to previous nonreactive simulations, no difference between the distances of the ligands on the nanocrystal edges and facets is observed. Except for the 2 nm particles, the nanocrystal size and the alkane chain length of the ligands have only a small influence on the nanocrystal properties. The occupation of adsorption sites and staple frequencies are very slowly converging properties, taking more than ns. read less NOT USED (low confidence) J. Yu, D. Hou, H. Ma, and P. Wang, “Nanomodified Cement-Based Materials: Review (2015–2020) of Molecular Dynamics Studies,” Journal of Materials in Civil Engineering. 2022. link Times cited: 3 NOT USED (low confidence) X. Yao et al., “Role of nanofillers for high mechanical performance cementitious composites,” Construction and Building Materials. 2022. link Times cited: 8 NOT USED (low confidence) H. Yin, G. Gao, Y. Yang, K. Liu, and G. Wu, “A ReaxFF molecular dynamics study of insulation paper modification by plasma ROS,” Physics of Plasmas. 2022. link Times cited: 3 Abstract: Cold atmospheric-pressure plasma is used widely for treating… read moreAbstract: Cold atmospheric-pressure plasma is used widely for treating material surfaces and can be considered for modifying insulation paper (IP) to improve its surface performance. However, the mechanism for interaction between reactive oxygen species (ROS), which are the dominant components of such plasma, and IP is important for setting experimental parameter values but is difficult to observe experimentally. In this paper, reactive force field molecular simulation technology is used to study the mechanism for interaction between ROS (O atoms, OH radicals, and H2O2 molecules) and cellulose, which is the main component of IP. The results show that the ROS can abstract H atoms, and the H2O2 molecules can also abstract hydroxyl groups from a cellulose chain, resulting in changes to the cellulose chain structure, such as reductions of the hydroxyl groups and pyran rings and formations of aldehyde and vinyl groups. The three types of ROS exhibit different reactivities when reacting with the cellulose chain, and the difficulty of breaking different bonds therein also differs, which influences how the chemical groups change the cellulose chain. This study provides basic insight into the mechanism for interaction between ROS and IP at the atomic level as well as offering some guidance for practical experiments. read less NOT USED (low confidence) F. H. Bhuiyan, S. H. Kim, and A. Martini, “Reactive Molecular Dynamics Simulations of Thermal and Shear-Driven Oligomerization,” Applied Surface Science. 2022. link Times cited: 4 NOT USED (low confidence) X. Zhang, P. Zheng, Y. Ma, Y. Jiang, and H. Li, “Atomic-scale Understanding of Oxidation Mechanisms of Materials by Computational Approaches: A Review,” Materials & Design. 2022. link Times cited: 7 NOT USED (low confidence) L. Krep, I. S. Roy, W. Kopp, F. Schmalz, C. Huang, and K. Leonhard, “Efficient Reaction Space Exploration with ChemTraYzer-TAD,” Journal of chemical information and modeling. 2022. link Times cited: 3 Abstract: The development of a reaction model is often a time-consumin… read moreAbstract: The development of a reaction model is often a time-consuming process, especially if unknown reactions have to be found and quantified. To alleviate the reaction modeling process, automated procedures for reaction space exploration are highly desired. We present ChemTraYzer-TAD, a new reactive molecular dynamics acceleration technique aimed at efficient reaction space exploration. The new method is based on the basin confinement strategy known from the temperature-accelerated dynamics (TAD) acceleration method. Our method features integrated ChemTraYzer bond-order processing steps for the automatic and on-the-fly determination of the positions of virtual walls in configuration space that confine the system in a potential energy basin. We use the example of 1,3-dioxolane-4-hydroperoxide-2-yl radical oxidation to show that ChemTraYzer-TAD finds more than 100 different parallel reactions for the given set of reactants in less than 2 ns of simulation time. Among the many observed reactions, ChemTraYzer-TAD finds the expected typical low-temperature reactions despite the use of extremely high simulation temperatures up to 5000 K. Our method also finds a new concerted β-scission plus O2 addition with a lower reaction barrier than the literature-known and so-far dominant β-scission. read less NOT USED (low confidence) J. Zhang et al., “Insights into the Molecular Structure of Yangchangwan Subbituminous Coal Based on the Combination of Experimental and Multi-Scale Computational Descriptions,” Solid Fuel Chemistry. 2022. link Times cited: 4 NOT USED (low confidence) Q. Xu et al., “How Polytetrafluoroethylene Lubricates Iron: An Atomistic View by Reactive Molecular Dynamics.,” ACS applied materials & interfaces. 2022. link Times cited: 3 Abstract: The tribochemistry and transfer film formation at the metal/… read moreAbstract: The tribochemistry and transfer film formation at the metal/polymer interface plays an essential role in surface protection, wear reduction, and lubrication. Although the topic has been studied for decades, challenges persist in clarifying the nanoscale mechanism and dynamic evolution of tribochemical reactions. To investigate the tribochemistry between iron and polytetrafluoroethylene (PTFE) in ambient and cryogenic environments, we have trained and expanded a ReaxFF reactive force field to describe iron-oxygen-water-PTFE systems (C/H/O/F/Fe). Using ReaxFF molecular dynamics simulations, we find that mechanical shearing of single asperity induced the degradation of PTFE molecules and radicals, showing subsequent oxidation and hydroxylation reactions of the radicals initiated by C-C bond cleavage, in agreement with previous experimental observations. Furthermore, we studied mechanisms of interfacial tribochemical reactions and formation of transfer films. We found that tribochemical wear and Fe-C and Fe-F bonding networks are important mechanisms for anchoring molecular chains to form a transfer film on the iron countersurface. Hydroxyl groups can dehydrogenate to form short and strong chelation bonds with the Fe2O3 countersurface. A friction-induced oriented molecular layer plays a key role in reducing friction, which is responsible for the excellent lubrication property. By varying temperatures in the range of 10-300 K, we found a nonmonotonic change in friction with a maxima at 100 K. At cryogenic temperatures, the molecular mobility was obviously suppressed, while the chain rigidity was enhanced, resulting in the less oriented interface and brittle-like shear interface, which is responsible for nonmonotonic friction. This work elucidates mechanisms of tribochemical reactions and transfer film formation between iron and PTFE at the atomistic level, facilitating design and development of self-lubricating materials, especially under harsh conditions. read less NOT USED (low confidence) A. Lele, P. Krstic, and A. V. van Duin, “ReaxFF Force Field Development for Gas-Phase hBN Nanostructure Synthesis.,” The journal of physical chemistry. A. 2022. link Times cited: 1 Abstract: Two-dimensional (2D) hexagonal boron nitride materials are i… read moreAbstract: Two-dimensional (2D) hexagonal boron nitride materials are isomorphs of carbon nanomaterials and hold promise for electronics applications owing to their unique properties. Despite the recent advances in synthesis, the current production capacity for boron nitride (BN) nanostructures is far behind that for carbon-based nanostructures. Understanding the growth mechanism of BN nanostructures through modeling and experiments is key to improving this situation. In the current work, we present the development of a ReaxFF-based force field capable of modeling the gas-phase chemistry important for the chemical vapor deposition (CVD) synthesis process. This force field is parameterized to model the boron nitride nanostructure (BNNS) formation in the gas phase using BN and HBNH as precursors. Our ReaxFF simulations show that BN is the best of these two precursors in terms of quality and the size of BNNSs. The BN precursors lead to the formation of closed BNNSs. However, BNNSs are replaced with complex polymeric structures at temperatures of 2500 K and higher due to entropic effects. Compared to the BN precursors, the HBNH precursors form relatively small, flat, and low-quality BNNSs, but this structure is less affected by temperature. Additives like H2 significantly affect the BNNS formation by preventing closed BNNS formation. Our results show the ReaxFF capability in predicting the BN gas-phase chemistry and BNNS formation, thus providing key insights for experimental synthesis. read less NOT USED (low confidence) Y. Wang, S. Gong, H. Liu, and G. Liu, “Decomposition Mechanism of Isoprenoid Hydrocarbon p-Menthane in the Presence of Pt@FGS Nanoparticles: A ReaxFF-MD Study.,” The journal of physical chemistry. A. 2022. link Times cited: 0 Abstract: Pt@FGS nanoparticles have shown effective enhancement in the… read moreAbstract: Pt@FGS nanoparticles have shown effective enhancement in the decomposition of hydrocarbon fuels. To further explore the potential enhancing mechanisms of Pt@FGS nanoparticles, the catalytic decomposition of p-menthane, a bioderived isoprenoid "drop-in" fuel with great promise, is investigated here using the reactive force-field molecular dynamics (ReaxFF-MD) simulations. The results show that the Pt@FGS nanoparticles exhibit good catalytic reactivity with a reduction of the activation energy by nearly 62%. Possible initial reactions of enhanced p-menthane (PMT) decomposition are discussed, which suggests that the supported Pt-cluster plays a key role in the dehydrogenation of PMT, as does the oxygen-containing functional group of the functionalized graphene sheets (FGS). It is also interesting to note that the presence of Pt@FGS causes the initial reactions, which are dominated by H-abstraction, favorable in both kinetics and thermodynamics. read less NOT USED (low confidence) M. Kański, S. Hrabar, A. V. van Duin, and Z. Postawa, “Development of a Charge-Implicit ReaxFF for C/H/O Systems,” The Journal of Physical Chemistry Letters. 2022. link Times cited: 5 Abstract: Modeling chemical reactions in condensed phases is difficult… read moreAbstract: Modeling chemical reactions in condensed phases is difficult. Interaction potentials (or force fields) like ReaxFF can perform this modeling with a high overall accuracy, but the disadvantage of ReaxFF is a low simulation speed arising from costly algorithms, in particular charge equilibration. Therefore, we reparametrized ReaxFF to incorporate Coulomb forces into other terms of the force field. Because of this change, our charge-implicit ReaxFF-CHO is >2 times faster than the original parametrization. Despite the lack of explicit electrostatic interactions, our potential can correctly model the reactions and densities of systems containing carbon, hydrogen, and oxygen atoms. We have used the new potential to simulate bombardment of trehalose by water clusters. It has been observed experimentally that these water projectiles can increase the sensitivity of secondary ion mass spectrometry by more than an order of magnitude, but no explanation for this phenomenon was given. Our simulations show that the increase in the intensity of the recorded signal coincides with the emission of trehalose–water complexes. read less NOT USED (low confidence) R. Zhu, “Correlating research octane numbers of gasoline surrogates with high temperature oxidation characteristics.” 2022. link Times cited: 0 Abstract: Due to the rapid combustion nature of gasolines, most of the… read moreAbstract: Due to the rapid combustion nature of gasolines, most of the experimental measurements of research octane number (RON) could only yield macroscopic quantities such as ignition delay time and pressure variations, but fail to yield microscopic quantities such as the time evolution of number of species, which limits deep understanding of combustion mechanisms. In this work, molecular dynamics simulation was used to unveil the correlation between the RON of gasoline surrogates and their combustion behaviors. Results show that the time of turning point obtained from potential energy profile exhibits a strong linear correlation with RON, and the number of hydroxyl radicals per molecule at equilibrium has a clear negative correlation with RON, making both of them good features for predicting the antiknock ability of fuel surrogates. read less NOT USED (low confidence) D. Hou, L. Pascazio, J. W. Martin, Y. Zhou, M. Kraft, and X. You, “On the reactive coagulation of incipient soot nanoparticles,” Journal of Aerosol Science. 2022. link Times cited: 7 NOT USED (low confidence) H. Yu et al., “An investigation of tribochemical reaction kinetics from the perspective of tribo-oxidation,” Tribology International. 2022. link Times cited: 9 NOT USED (low confidence) W. Liu, Y. Wu, Y. Hong, Z. Zhang, Y. Yue, and J. Zhang, “Applications of machine learning in computational nanotechnology,” Nanotechnology. 2021. link Times cited: 1 Abstract: Machine learning (ML) has gained extensive attention in rece… read moreAbstract: Machine learning (ML) has gained extensive attention in recent years due to its powerful data analysis capabilities. It has been successfully applied to many fields and helped the researchers to achieve several major theoretical and applied breakthroughs. Some of the notable applications in the field of computational nanotechnology are ML potentials, property prediction, and material discovery. This review summarizes the state-of-the-art research progress in these three fields. ML potentials bridge the efficiency versus accuracy gap between density functional calculations and classical molecular dynamics. For property predictions, ML provides a robust method that eliminates the need for repetitive calculations for different simulation setups. Material design and drug discovery assisted by ML greatly reduce the capital and time investment by orders of magnitude. In this perspective, several common ML potentials and ML models are first introduced. Using these state-of-the-art models, developments in property predictions and material discovery are overviewed. Finally, this paper was concluded with an outlook on future directions of data-driven research activities in computational nanotechnology. read less NOT USED (low confidence) S. Zhou, T. Khan, K. Jin, J. Lee, and M. Buehler, “Fundamental Investigation of Biomass Interaction for Green Composites: Experiments and Molecular Dynamics Simulations,” Advanced Functional Materials. 2021. link Times cited: 7 Abstract: Understanding biomass interaction is critical for bottom‐up … read moreAbstract: Understanding biomass interaction is critical for bottom‐up design of novel biocomposites and existing manufacturing processes. In this study, interactions between bioadhesives (lignin, carbohydrates, or proteins) and fibers (cellulosic fiber or wood fiber) are elucidated via experimental bonding strength tests and molecular dynamics (MD) simulations. Experimental results reveal a good, nearly linear correlation between the composite's density and tensile strength, a finding which has rarely been reported previously. Adhesives are compared to one another: soy protein isolate is found to be the best for pinewood fiber, while apple pectin and soy protein isolate are the best for α‐cellulose fiber. It is further shown that the fiber type plays an important role in defining the composite strength. In agreement with experiments, the MD simulations at nanoscale predict a linear strength to density correlation; this is driven by the hydrogen bond (H‐bond) content in the composite. The H‐bond content is also found to determine the varied performances of different adhesives. read less NOT USED (low confidence) D. Atkins et al., “Understanding Battery Interfaces by Combined Characterization and Simulation Approaches: Challenges and Perspectives,” Advanced Energy Materials. 2021. link Times cited: 32 Abstract: Driven by the continuous search for improving performances, … read moreAbstract: Driven by the continuous search for improving performances, understanding the phenomena at the electrode/electrolyte interfaces has become an overriding factor for the success of sustainable and efficient battery technologies for mobile and stationary applications. Toward this goal, rapid advances have been made regarding simulations/modeling techniques and characterization approaches, including high‐throughput electrochemical measurements coupled with spectroscopies. Focusing on Li‐ion batteries, current developments are analyzed in the field as well as future challenges in order to gain a full description of interfacial processes across multiple length/timescales; from charge transfer to migration/diffusion properties and interphases formation, up to and including their stability over the entire battery lifetime. For such complex and interrelated phenomena, developing a unified workflow intimately combining the ensemble of these techniques will be critical to unlocking their full investigative potential. For this paradigm shift in battery design to become reality, it necessitates the implementation of research standards and protocols, underlining the importance of a concerted approach across the community. With this in mind, major collaborative initiatives gathering complementary strengths and skills will be fundamental if societal and environmental imperatives in this domain are to be met. read less NOT USED (low confidence) X. Chang, Q. Chu, and D. Chen, “Revealing Pressure Effects in the Anisotropic Combustion of Aluminum Nanoparticles,” The Journal of Physical Chemistry C. 2021. link Times cited: 4 NOT USED (low confidence) H. Kwon and Y. Xuan, “Pyrolysis of bio-derived dioxolane fuels: A ReaxFF molecular dynamics study,” Fuel. 2021. link Times cited: 13 NOT USED (low confidence) V. Gomzi, I. M. Šapić, and A. Vidak, “ReaxFF Force Field Development and Application for Toluene Adsorption on MnMOx (M = Cu, Fe, Ni) Catalysts,” The Journal of Physical Chemistry. a. 2021. link Times cited: 0 Abstract: In numerous studies, the application of the molecular dynami… read moreAbstract: In numerous studies, the application of the molecular dynamics scheme based on the reactive force field (ReaxFF) method has been proven effective in modeling the catalytic behavior of metal–organic compounds. Recently, this method has been successfully applied for MxOy (M = Cu, Fe, Mn, Ni) transition-metal oxides. Yet, bimetallic metal oxides of the type MnMOx (M = Cu, Fe, Ni) were also present in the experimental system but could not be modeled since not all of the force field parameters were available at the time. To bridge this gap, the force field for modeling bimetallic metal oxides had to be developed. Here, we establish the needed force field parameter sets (namely, Cu/Mn/O, Fe/Mn/O, and Ni/Mn/O) and apply them to the problem of toluene adsorption on bimetallic oxide catalyst surfaces to verify their validity. Each training set consisted of at least 10 crystal structures containing at least Cu–Mn–O, Fe–Mn–O, or Ni–Mn–O atoms in contact obtained from the available structure databases. The parameter training has been done using the in-home-compiled version of the ReaxFF code. After training the force fields for geometry reproduction, the parameters were refined using the optimization by atom charges, comparing the ReaxFF values to those obtained for the respective structures using periodic crystal density functional theory (DFT) codes. The as-developed force fields were then applied to the process of toluene adsorption/degradation on MnMOx catalysts. Results obtained show agreement with previous experimental expectations, although some remarks are given since the initially presumed crystal structure of bimetallic oxide Mn1–xMxOy crystallites may still have an impact on theoretical predictions. The presented are, to the best of the authors’ knowledge, the first applications of the ReaxFF approach to the Mn–(Cu|Fe|Ni)–O–C–H interaction. read less NOT USED (low confidence) D. Hong, X. Guo, and C. Wang, “A reactive molecular dynamics study of HCN oxidation during pressurized oxy-fuel combustion,” Fuel Processing Technology. 2021. link Times cited: 20 NOT USED (low confidence) Z. Cui et al., “Competing effects of surface catalysis and ablation in hypersonic reentry aerothermodynamic environment,” Chinese Journal of Aeronautics. 2021. link Times cited: 6 NOT USED (low confidence) Y. Huang et al., “Atomic insight into iron corrosion exposed to supercritical water environment with an improved Fe-H2O reactive force field,” Applied Surface Science. 2021. link Times cited: 10 NOT USED (low confidence) K. Heijmans, I. Tranca, M.-W. Chang, T. Vlugt, S. V. Gaastra-Nedea, and D. Smeulders, “Reactive Grand-Canonical Monte Carlo Simulations for Modeling Hydration of MgCl2,” ACS Omega. 2021. link Times cited: 1 Abstract: Thermochemical heat-storage applications, based on the rever… read moreAbstract: Thermochemical heat-storage applications, based on the reversible endo-/exothermic hydration reaction of salts, are intensively investigated to search for compact heat-storage devices. To achieve a truly valuable storage system, progressively complex salts are investigated. For these salts, the equilibrium temperature and pressure conditions are not always easy to predict. However, these conditions are crucial for the design of thermochemical heat-storage systems. A biased grand-canonical Monte Carlo (GCMC) tool is developed, enabling the study of equilibrium conditions at the molecular level. The GCMC algorithm is combined with reactive force field molecular dynamics (ReaxFF), which allows bond formation within the simulation. The Weeks–Chandler–Andersen (WCA) potential is used to scan multiple trial positions for the GCMC algorithm at a small cost. The most promising trial positions can be selected for recomputation with the more expensive ReaxFF. The developed WCA–ReaxFF–GCMC tool was used to study the hydration of MgCl2·nH2O. The simulation results show a good agreement with experimental and thermodynamic equilibriums for multiple hydration levels. The hydration shows that water, present at the surface of crystalline salt, deforms the surface layers and promotes further hydration of these deformed layers. Additionally, the WCA–ReaxFF–GCMC algorithm can be used to study other, non-TCM-related, reactive sorption processes. read less NOT USED (low confidence) T. Zhang et al., “Atomic-Level Understanding for the Enhanced Generation of Hydrogen Peroxide by the Introduction of an Aryl Amino Group in Polymeric Carbon Nitrides,” ACS Catalysis. 2021. link Times cited: 14 NOT USED (low confidence) H. Wang, T. Zhao, S. Yang, L. Zou, X. Wang, and Y. Zhang, “Reactive force field-based molecular dynamics simulation of the interaction between plasma reactive oxygen species and the receptor-binding domain of the spike protein in the capsid protein of SARS-CoV-2,” Journal of Physics D: Applied Physics. 2021. link Times cited: 2 Abstract: Under the pressures of the current global pandemic, research… read moreAbstract: Under the pressures of the current global pandemic, researchers have been working hard to find a reliable way to suppress infection by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) and prevent the spread of COVID-19. Studies have shown that the recognition and binding of human angiotensin-converting enzyme 2 by the receptor-binding domain (RBD) of the spike protein on the surface of SARS-CoV-2 is a crucial step in viral invasion of human receptor cells, and blocking this process could inhibit the virus from invading normal human cells. Plasma treatment can disrupt the structure of the RBD and effectively block the binding process. However, the mechanism by which plasma blocks recognition and binding is not clear. In this study, the reaction between reactive oxygen species (ROS) in plasma and a molecular model of the RBD was simulated using a reactive molecular dynamics method. The results showed that the destruction of the RBD by ROS was triggered by hydrogen abstraction reactions: O and OH abstracted H atoms from the RBD, while the H atoms of H2O2 and HO2 were abstracted by the RBD. This hydrogen abstraction resulted in the breakage of C–H, N–H, O–H and C=O bonds and the formation of C=C and C=N bonds. The addition reaction of OH increased the number of O–H bonds and caused the formation of C–O, N–O and O–H bonds. The dissociation of N–H bonds led to the destruction of the original peptide bond structure and amino acid residues, changed the type of amino acid residues and caused the conversion of N–C and N=C and C=O and C–O. The simulation partially elucidated the microscopic mechanism of the interaction between ROS in plasma and the capsid protein of SARS-CoV-2, providing theoretical support for the control of SARS-CoV-2 infection by plasma, a contribution to overcoming the global pandemic. read less NOT USED (low confidence) M. Kai and J. Dai, “Understanding geopolymer binder-aggregate interfacial characteristics at molecular level,” Cement and Concrete Research. 2021. link Times cited: 23 NOT USED (low confidence) P. Zhang, H. Wu, X. Song, Y. Liu, and X. Cheng, “Fuel molecular structure influences the polycyclic aromatic hydrocarbons formation of butanol/butane isomers: A ReaxFF molecular dynamics study,” Fuel. 2021. link Times cited: 8 NOT USED (low confidence) H. Yao, J. Liu, M. Xu, J. Ji, Q. Dai, and Z. You, “Discussion on molecular dynamics (MD) simulations of the asphalt materials.,” Advances in colloid and interface science. 2021. link Times cited: 57 NOT USED (low confidence) D. de Camargo Branco and G. Cheng, “Employing Hybrid Lennard-Jones and Axilrod-Teller Potentials to Parametrize Force Fields for the Simulation of Materials’ Properties,” Materials. 2021. link Times cited: 3 Abstract: The development of novel materials has challenges besides th… read moreAbstract: The development of novel materials has challenges besides their synthesis. Materials such as novel MXenes are difficult to probe experimentally due to their reduced size and low stability under ambient conditions. Quantum mechanics and molecular dynamics simulations have been valuable options for material properties determination. However, computational materials scientists may still have difficulty finding specific force field models for their simulations. Force fields are usually hard to parametrize, and their parameters’ determination is computationally expensive. We show the Lennard-Jones (2-body interactions) combined with the Axilrod-Teller (3-body interactions) parametrization process’ applicability for metals and new classes of materials (MXenes). Because this parametrization process is simple and computationally inexpensive, it allows users to predict materials’ behaviors under close-to-ambient conditions in molecular dynamics, independent of pre-existing potential files. Using the process described in this work, we have made the Ti2C parameters set available for the first time in a peer-reviewed work. read less NOT USED (low confidence) N. Dasgupta, C. Chen, and A. V. van Duin, “Development and application of ReaxFF methodology for understanding the chemical dynamics of metal carbonates in aqueous solutions.,” Physical chemistry chemical physics : PCCP. 2021. link Times cited: 7 Abstract: A new ReaxFF reactive force field has been developed for met… read moreAbstract: A new ReaxFF reactive force field has been developed for metal carbonate systems including Na+, Ca2+, and Mg2+ cations and the CO32- anion. This force field is fully transferable with previous ReaxFF water and water/electrolyte descriptions. The Me-O-C (Me = metal) three-body valence angle parameters and Me-C non-reactive parameters of the force field have been optimized against quantum mechanical calculations including equations of state, heats of formation, heats of reaction, angle distortions and vibrational frequencies. The new metal carbonate force field has been validated using molecular dynamics simulations to study the solvation and reactivity of metal and carbonate ions in water at 300 K and 700 K. The coordination radius and self-diffusion coefficient show good consistency with existing experimental and simulation results. The angular distribution analysis explains the structural preference of carbonate ions to form carbonates and bicarbonates, where Na+ predominantly forms carbonates due to weaker angular strain, while Ca2+ and Mg2+ prefer to form bicarbonate monodentate in nature. Residence time distribution analyses on different systems reveal the role of ions in accelerating and decelerating the dynamics of water and carbonate ions under different thermodynamic conditions. The formation and dissolution of bicarbonates and carbonates in solution were explored on the basis of the protonation capability in different systems. The nucleation phenomenon of metal carbonates at ambient and supercritical conditions is explained from the perspective of cluster formation over time: Ca2+ ions can form prenucleation clusters at ambient temperature but show saturation with increasing temperature, whereas Na+ and Mg2+ ions show a rapid increase in cluster size and amount upon increasing time and temperature. read less NOT USED (low confidence) F. Najafi et al., “Fatigue resistance of atomically thin graphene oxide,” Carbon. 2021. link Times cited: 11 NOT USED (low confidence) C. Deo, E. Y. Chen, and R. Dingeville, “Atomistic modeling of radiation damage in crystalline materials,” Modelling and Simulation in Materials Science and Engineering. 2021. link Times cited: 2 Abstract: This review discusses atomistic modeling techniques used to … read moreAbstract: This review discusses atomistic modeling techniques used to simulate radiation damage in crystalline materials. Radiation damage due to energetic particles results in the formation of defects. The subsequent evolution of these defects over multiple length and time scales requiring numerous simulations techniques to model the gamut of behaviors. This work focuses attention on current and new methodologies at the atomistic scale regarding the mechanisms of defect formation at the primary damage state. read less NOT USED (low confidence) G. Schmitz, Ö. Yönder, B. Schnieder, R. Schmid, and C. Hättig, “An automatized workflow from molecular dynamic simulation to quantum chemical methods to identify elementary reactions and compute reaction constants,” Journal of Computational Chemistry. 2021. link Times cited: 2 Abstract: We present an automatized workflow which, starting from mole… read moreAbstract: We present an automatized workflow which, starting from molecular dynamics simulations, identifies reaction events, filters them, and prepares them for accurate quantum chemical calculations using, for example, Density Functional Theory (DFT) or Coupled Cluster methods. The capabilities of the automatized workflow are demonstrated by the example of simulations for the combustion of some polycyclic aromatic hydrocarbons (PAHs). It is shown how key elementary reaction candidates are filtered out of a much larger set of redundant reactions and refined further. The molecular species in question are optimized using DFT and reaction energies, barrier heights, and reaction rates are calculated. The setup is general enough to include at this stage configurational sampling, which can be exploited in the future. Using the introduced machinery, we investigate how the observed reaction types depend on the gas atmosphere used in the molecular dynamics simulation. For the re‐optimization on the DFT level, we show how the additional information needed to switch from reactive force‐field to electronic structure calculations can be filled in and study how well ReaxFF and DFT agree with each other and shine light on the perspective of using more accurate semi‐empirical methods in the MD simulation. read less NOT USED (low confidence) J. Muñiz, A. K. Cuentas-Gallegos, M. Robles, A. Guillén‐López, D. R. Lobato-Peralta, and J. E. Pascoe-Sussoni, “Lignin‐Derived Materials for Supercapacitors,” Handbook of Supercapacitor Materials. 2021. link Times cited: 0 Abstract: The term lignocellulosic biomass makes reference to organic … read moreAbstract: The term lignocellulosic biomass makes reference to organic matter such as dry plants, food, crops, forestry and farming residues, municipal solid wastes, among others [1–3]. At elemental level, its major components are carbon, hydrogen, oxygen, nitrogen, and sulfur, also having traces of metallic species [4]. From the molecular point of view, the principal constituents of lignocellulosic biomass, which are the reason of its name, are cellulose, hemicellulose, and lignin [5]. read less NOT USED (low confidence) W. Li, S. Yu, L. Zhang, J. Chen, W. Cao, and Y. Lan, “ReaxFF molecular dynamics simulations of n-eicosane reaction mechanisms during pyrolysis and combustion,” International Journal of Hydrogen Energy. 2021. link Times cited: 12 NOT USED (low confidence) F. Javid et al., “Hydrothermal deconstruction of local anesthetics (bupivacaine and lignocaine) in pharmaceutical waste,” Journal of environmental chemical engineering. 2021. link Times cited: 9 NOT USED (low confidence) Y. Qian, J. Zhan, W.-C. Xu, Z. Han, X. Liu, and G. Xu, “ReaxFF molecular dynamic simulation of primary and secondary reactions involving in sub-bituminous coal pyrolysis for tar production,” Carbon Resources Conversion. 2021. link Times cited: 3 NOT USED (low confidence) W. Liu et al., “Molecular Dynamics and Machine Learning in Catalysts,” Catalysts. 2021. link Times cited: 10 Abstract: Given the importance of catalysts in the chemical industry, … read moreAbstract: Given the importance of catalysts in the chemical industry, they have been extensively investigated by experimental and numerical methods. With the development of computational algorithms and computer hardware, large-scale simulations have enabled influential studies with more atomic details reflecting microscopic mechanisms. This review provides a comprehensive summary of recent developments in molecular dynamics, including ab initio molecular dynamics and reaction force-field molecular dynamics. Recent research on both approaches to catalyst calculations is reviewed, including growth, dehydrogenation, hydrogenation, oxidation reactions, bias, and recombination of carbon materials that can guide catalyst calculations. Machine learning has attracted increasing interest in recent years, and its combination with the field of catalysts has inspired promising development approaches. Its applications in machine learning potential, catalyst design, performance prediction, structure optimization, and classification have been summarized in detail. This review hopes to shed light and perspective on ML approaches in catalysts. read less NOT USED (low confidence) E. Annevelink, Z.-J. Wang, G. Dong, H. Johnson, and P. Pochet, “A moiré theory for probing grain boundary structure in graphene,” Acta Materialia. 2021. link Times cited: 5 NOT USED (low confidence) D. K. Jacquelín, F. A. Soria, P. Paredes-Olivera, and E. M. Patrito, “Reactive Force Field-Based Molecular Dynamics Simulations on the Thermal Stability of Trimesic Acid on Graphene: Implications for the Design of Supramolecular Networks,” ACS Applied Nano Materials. 2021. link Times cited: 9 NOT USED (low confidence) K. Heijmans, S. Nab, B. A. K. Holkenborg, A. Pathak, S. V. Gaastra-Nedea, and D. Smeulders, “Development of a reactive force field for CaCl2·nH2O, and the application to thermochemical energy storage,” Computational Materials Science. 2021. link Times cited: 9 NOT USED (low confidence) N. Nayir et al., “Theoretical modeling of edge-controlled growth kinetics and structural engineering of 2D-MoSe2,” Materials Science and Engineering B-advanced Functional Solid-state Materials. 2021. link Times cited: 8 NOT USED (low confidence) A. Thompson et al., “LAMMPS - A flexible simulation tool for particle-based materials modeling at the atomic, meso, and continuum scales,” Computer Physics Communications. 2021. link Times cited: 2377 NOT USED (low confidence) K. A. Roshan, M. K. Talkhoncheh, J. Mueller, W. Goddard, and A. V. van Duin, “Development of the ReaxFF Reactive Force Field for Cu/Si Systems with Application to Copper Cluster Formation during Cu Diffusion Inside Silicon,” The Journal of Physical Chemistry C. 2021. link Times cited: 3 NOT USED (low confidence) T. Neng et al., “Experimental and
ReaxFF
‐based molecular dynamics studies of the reaction of oxygen with
DR
‐2 as a low global warming potential working fluid,” International Journal of Quantum Chemistry. 2021. link Times cited: 1 NOT USED (low confidence) P. H. H. Duong et al., “Molecular Interactions and Layer Stacking Dictate Covalent Organic Framework Effective Pore Size.,” ACS applied materials & interfaces. 2021. link Times cited: 14 Abstract: Interactions among ions, molecules, and confining solid surf… read moreAbstract: Interactions among ions, molecules, and confining solid surfaces are universally challenging and intriguing topics. Lacking a molecular-level understanding of such interactions in complex organic solvents perpetuates the intractable challenge of simultaneously achieving high permeance and selectivity in selectively permeable barriers. Two-dimensional covalent organic frameworks (COFs) have demonstrated ultrahigh permeance, high selectivity, and stability in organic solvents. Using reactive force field molecular dynamics modeling and direct experimental comparisons of an imine-linked carboxylated COF (C-COF), we demonstrate that unprecedented organic solvent nanofiltration separation performance can be accomplished by the well-aligned, highly crystalline pores. Furthermore, we show that the effective, as opposed to designed, pore size and solvated solute radii can change dramatically with the solvent environment, providing insights into complex molecular interactions and enabling future application-specific material design and synthesis. read less NOT USED (low confidence) N. Nayir et al., “A ReaxFF Force Field for 2D-WS2 and Its Interaction with Sapphire,” The Journal of Physical Chemistry C. 2021. link Times cited: 8 NOT USED (low confidence) X. Li, M. Zheng, C. Ren, and L. Guo, “ReaxFF Molecular Dynamics Simulations of Thermal Reactivity of Various Fuels in Pyrolysis and Combustion,” Energy & Fuels. 2021. link Times cited: 41 NOT USED (low confidence) S.-Y. Kim and C. Taylor, “Molecular Dynamics of The Early Stages of High Temperature Corrosion,” Physical Review Materials. 2021. link Times cited: 4 Abstract:
We performed molecular dynamics simulations of the high te… read moreAbstract:
We performed molecular dynamics simulations of the high temperature oxidation of metal alloys composed of Al, Cr and Fe and compared their behavior with that of pure Fe. The metal alloy elements (Al and Cr) segregated to the surface during oxidation producing a lower stress gradient at the metal/environment interface compared to pure Fe. We have found that the lowered stress gradients produced in the alloy material appear to play a key role in the development of corrosion. Interfaces with lower stress gradients have reduced rates of H2O adsorption, especially for the ferritic (bcc) alloys. The diffusivity of oxygen and hydrogen drops more rapidly for the interfaces with reduced stress gradients. The stress gradient is also diminished when the gas pressure is increased, indicating that the Fe-Cr-Al alloy system is more resistant to oxidation than pure Fe at higher pressures. Therefore, we conclude that the lower stress gradients at the alloy/environment interface reduce the stress concentration and can slow down the rate of the initial oxide scale growth. We also compared bcc and fcc alloys with pure Fe based on our 3 evaluation criteria (peak stress, stress gradient and summation of stress in the oxide scale). We found that the alloys have lower values under the three criteria compared to pure Fe. The bcc alloy has the best score under a water rich environment and the fcc alloy is proven to be the better for peak stress and summation of stress in the oxide scale under an oxygen rich environment. For surface segregation to occur, we find that a minimum content of Al or Cr content in the near-surface region must be achieved. read less NOT USED (low confidence) A. Lele, H. Kwon, K. Ganeshan, Y. Xuan, and A. Duin, “ReaxFF molecular dynamics study on pyrolysis of bicyclic compounds for aviation fuel,” Fuel. 2021. link Times cited: 28 NOT USED (low confidence) C.-C. Chiang, J. Breslin, S. Weeks, and Z. Meng, “Dynamic Mechanical Behaviors of Nacre-Inspired Graphene-Polymer Nanocomposites Depending on Internal Nanostructures.,” Extreme Mechanics Letters. 2021. link Times cited: 2 NOT USED (low confidence) L. Zhang, J. Pan, and J. Zhang, “Integrated two-phase free radical hydrogel: safe, ultra-fast tooth whitening and antibacterial activity,” Journal of Materials Science & Technology. 2021. link Times cited: 2 NOT USED (low confidence) A. B. Puthirath et al., “Oxygenation of Diamond Surfaces via Hummer’s Method,” Chemistry of Materials. 2021. link Times cited: 3 NOT USED (low confidence) S. Wang, K. Hou, and H. Heinz, “Accurate and Compatible Force Fields for Molecular Oxygen, Nitrogen, and Hydrogen to Simulate Gases, Electrolytes, and Heterogeneous Interfaces.,” Journal of chemical theory and computation. 2021. link Times cited: 26 Abstract: Gas molecules and interfaces with liquids and solids play a … read moreAbstract: Gas molecules and interfaces with liquids and solids play a critical role in living organisms, sorption, catalysis, and the environment. Monitoring adsorption and heterogeneous interfaces remains difficult in experiments, and earlier models for molecular simulations lead to errors over 100% in fundamental molecular properties. We introduce conceptually new force field parameters for molecular oxygen, nitrogen, and hydrogen that reduce deviations to <5%. We employ a combination of a harmonic bond stretching potential and Lennard-Jones parameters with 12-6 and 9-6 options, leading to computed bond lengths, Raman peaks, liquid densities, vaporization enthalpies, and free energies of hydration in impressive agreement with experiments. Reliable free energies of hydration were obtained upon validation of density and vaporization energy without significant further parameter adjustments. We illustrate applications to O2 adsorption on Pt electrocatalysts and N2 adsorption in zeolites, showing <5% deviation in adsorption energies measured in experiments without additional fitting parameters. We discuss the chemical interpretation of all parameters and explain the reasons for discrepancies in earlier models. Compatibility with the Interface Force Field (IFF), CHARMM, AMBER, OPLS-AA, GROMOS, DREIDING, CVFF, PCFF, COMPASS, and QM/MM methods enables reliable simulations of gases and liquid/solid interfaces with biopolymers, minerals, and metals. The parametrization protocol can be applied to similar molecules. read less NOT USED (low confidence) G. Lan et al., “Thermal decomposition mechanism study of 3-nitro-1,2,4-triazol-5-one (NTO): Combined TG-FTIR-MS techniques and ReaxFF reactive molecular dynamics simulations,” Fuel. 2021. link Times cited: 39 NOT USED (low confidence) S. Isbill, A. Shields, D. J. Mattei-Lopez, R. Kapsimalis, and J. Niedziela, “Reviewing computational studies of defect formation and behaviors in carbon fiber structural units,” Computational Materials Science. 2021. link Times cited: 3 NOT USED (low confidence) N. Goga et al., “A Review of Recent Developments in Molecular Dynamics Simulations of the Photoelectrochemical Water Splitting Process,” Catalysts. 2021. link Times cited: 8 Abstract: In this review, we provide a short overview of the Molecular… read moreAbstract: In this review, we provide a short overview of the Molecular Dynamics (MD) method and how it can be used to model the water splitting process in photoelectrochemical hydrogen production. We cover classical non-reactive and reactive MD techniques as well as multiscale extensions combining classical MD with quantum chemical and continuum methods. Selected examples of MD investigations of various aqueous semiconductor interfaces with a special focus on TiO2 are discussed. Finally, we identify gaps in the current state-of-the-art where further developments will be needed for better utilization of MD techniques in the field of water splitting. read less NOT USED (low confidence) H. Chen 陈 et al., “Modification of short-range repulsive interactions in ReaxFF reactive force field for Fe–Ni–Al alloy,” Chinese Physics B. 2021. link Times cited: 1 Abstract: The short-range repulsive interactions of any force field mu… read moreAbstract: The short-range repulsive interactions of any force field must be modified to be applicable for high energy atomic collisions because of extremely far from equilibrium state when used in molecular dynamics (MD) simulations. In this work, the short-range repulsive interaction of a reactive force field (ReaxFF), describing Fe–Ni–Al alloy system, is well modified by adding a tabulated function form based on Ziegler–Biersack–Littmark (ZBL) potential. The modified interaction covers three ranges, including short range, smooth range, and primordial range. The short range is totally predominated by ZBL potential. The primordial range means the interactions in this range is the as-is ReaxFF with no changes. The smooth range links the short-range ZBL and primordial-range ReaxFF potentials with a taper function. Both energies and forces are guaranteed to be continuous, and qualified to the consistent requirement in LAMMPS. This modified force field is applicable for simulations of energetic particle bombardments and reproducing point defects' booming and recombination effectively. read less NOT USED (low confidence) Y. Liu et al., “Predicted Operando Polymerization at Lithium Anode via Boron Insertion,” ACS Energy Letters. 2021. link Times cited: 14 NOT USED (low confidence) M. Biedermann, D. Diddens, and A. Heuer, “Connecting the quantum and classical mechanics simulation world: Applications of reactive step molecular dynamics simulations.,” The Journal of chemical physics. 2021. link Times cited: 3 Abstract: This article presents the application of the reactive step m… read moreAbstract: This article presents the application of the reactive step molecular dynamics simulation method [M. Biedermann, D. Diddens, and A. Heuer, J. Chem. Theory Comput. 17, 1074 (2021)] toward two different atomistic, chemically reactive systems. During reactive steps, transitions from reactant to product molecules are modeled according to physically correct transition probabilities based on quantum chemical information about the reactions such as molecular reaction rates via instant exchange of the employed force field and a subsequent, short relaxation of the structure. In the first application, we study the follow-up reactions of singly reduced ethylene carbonate (EC) radicals in EC solution, first, via extensive ab initio molecular dynamics simulations and, second, with the reactive step algorithm. A direct comparison of both simulation methods shows excellent agreement. Then, we employ the reactive step algorithm to simulate the enolate formation of 2-methylcyclopropanone with the base lithium diisopropylamine. Thereby, we can demonstrate that the reactive step algorithm is also capable of capturing effects from kinetic vs thermodynamic control of chemical reactions during simulation. read less NOT USED (low confidence) H. Liu, J. Wang, Q. Li, and A. Haddad, “Development of ReaxFF
SFOH
Force Field for SF
6
‐H
2
O/O
2
Hybrid System Based on Synergetic Optimization by CMA‐ES and MC Methodology.” 2021. link Times cited: 0 NOT USED (low confidence) M. Alaghemandi et al., “Atomic understanding of structural deformations upon ablation of graphene,” Nano Select. 2021. link Times cited: 2 Abstract: We investigate the atomic rearrangement in graphene under fe… read moreAbstract: We investigate the atomic rearrangement in graphene under femtosecond pulse illumination with reactive molecular dynamics simulations and compare with ultra-fast laser ablation experiments. To model the impact of the laser pulse irra-diation, heat is locally applied to a selected area of the graphene layer and the resulting structural deformation is simulated as a function of time, providing a detailed understanding of the bond breaking process under laser illumination and subsequent re-equilibration after the pulse is turned off. Analysis of the atomic dynamics indicates that the types of defects formed depend on the pulse energy and exposure duration. By varying the exposed area, we determine that the shape of the ablated area is not only a function of the pulse energy, but also of the beam spot size and pulse repetition. Furthermore, we apply a machine learning approach to extrapolate our simulated data to experimental length scales and reproduce the trends in ablated area as a function of temperature. Our study provides a first step towards understanding the design parameters for graphene nano-patterning. read less NOT USED (low confidence) A. Sharma, K. M. Mukut, S. P. Roy, and E. Goudeli, “The coalescence of incipient soot clusters,” Carbon. 2021. link Times cited: 19 NOT USED (low confidence) W. Tanveer et al., “The role of vacuum based technologies in solid oxide fuel cell development to utilize industrial waste carbon for power production,” Renewable & Sustainable Energy Reviews. 2021. link Times cited: 26 NOT USED (low confidence) J. Zhang, X. Gao, Q. Xu, T. Ma, Y.-zhong Hu, and J. Luo, “Atomistic insights into friction and wear mechanisms of graphene oxide,” Applied Surface Science. 2021. link Times cited: 18 NOT USED (low confidence) Y. Lv et al., “Investigation of non-thermal atmospheric plasma for the degradation of avermectin solution,” Plasma Science and Technology. 2021. link Times cited: 0 NOT USED (low confidence) A. Verma, W. Zhang, and A. V. van Duin, “ReaxFF reactive molecular dynamics simulations to study the interfacial dynamics between defective h-BN nanosheets and water nanodroplets.,” Physical chemistry chemical physics : PCCP. 2021. link Times cited: 11 Abstract: In this work, the authors have developed a reactive force fi… read moreAbstract: In this work, the authors have developed a reactive force field (ReaxFF) to investigate the effect of water molecules on the interfacial interactions with vacancy defective hexagonal boron nitride (h-BN) nanosheets by introducing parameters suitable for the B/N/O/H chemistry. Initially, molecular dynamics simulations were performed to validate the structural stability and hydrophobic nature of h-BN nanosheets. The water molecule dissociation mechanism in the vicinity of vacancy defective h-BN nanosheets was investigated, and it was shown that the terminal nitrogen and boron atoms bond with a hydrogen atom and hydroxyl group, respectively. Furthermore, it is predicted that the water molecules arrange themselves in layers when compressed in between two h-BN nanosheets, and the h-BN nanosheet fracture nucleates from the vacancy defect site. Simulations at elevated temperatures were carried out to explore the water molecule trajectory near the functionalized h-BN pores, and it was observed that the intermolecular hydrogen bonds lead to agglomeration of water molecules near these pores when the temperature was lowered to room temperature. The study was extended to observe the effect of pore sizes and temperatures on the contact angle made by a water nanodroplet on h-BN nanosheets, and it was concluded that the contact angle would be less at higher temperatures and larger pore sizes. This study provides important information for the use of h-BN nanosheets in nanodevices for water desalination and underwater applications, as these h-BN nanosheets possess the desired adsorption capability and structural stability. read less NOT USED (low confidence) S. W. Cranford, “Assessing Material Fragility using Nanoscale Incremental Dynamic Analysis,” ChemRxiv. 2021. link Times cited: 0 Abstract: A new methodology to assess material failure subjected to st… read moreAbstract: A new methodology to assess material failure subjected to stochastic loads is proposed, titled Nanoscale Incremental Dynamic Analysis (NIDA), which is adopted from performance-based assessment in structural engineering. Using full atomistic molecular dynamics, proof-of-concept simulations produce the material fragility curve of a simple carbon nanotube. read less NOT USED (low confidence) S. Yuan, S. Liu, X. Wang, H. Zhang, and S. Yuan, “Atomistic insights into heterogeneous reaction of hydrogen peroxide on mineral oxide particles,” Applied Surface Science. 2021. link Times cited: 6 NOT USED (low confidence) L.-Y. Xu, Y. Alrefaei, Y.-S. Wang, and J. Dai, “Recent advances in molecular dynamics simulation of the N-A-S-H geopolymer system: modeling, structural analysis, and dynamics,” Construction and Building Materials. 2021. link Times cited: 34 NOT USED (low confidence) A. Jaramillo-Botero, M. Cable, A. Hofmann, M. Malaska, R. Hodyss, and J. Lunine, “Understanding Hypervelocity Sampling of Biosignatures in Space Missions,” Astrobiology. 2021. link Times cited: 24 Abstract: The atomic-scale fragmentation processes involved in molecul… read moreAbstract: The atomic-scale fragmentation processes involved in molecules undergoing hypervelocity impacts (HVIs; defined as >3 km/s) are challenging to investigate via experiments and still not well understood. This is particularly relevant for the consistency of biosignals from small-molecular-weight neutral organic molecules obtained during solar system robotic missions sampling atmospheres and plumes at hypervelocities. Experimental measurements to replicate HVI effects on neutral molecules are challenging, both in terms of accelerating uncharged species and isolating the multiple transition states over very rapid timescales (<1 ps). Nonequilibrium first-principles-based simulations extend the range of what is possible with experiments. We report on high-fidelity simulations of the fragmentation of small organic biosignature molecules over the range v = 1−12 km/s, and demonstrate that the fragmentation fraction is a sensitive function of velocity, impact angle, molecular structure, impact surface material, and the presence of surrounding ice shells. Furthermore, we generate interpretable fragmentation pathways and spectra for velocity values above the fragmentation thresholds and reveal how organic molecules encased in ice grains, as would likely be the case for those in “ocean worlds,” are preserved at even higher velocities than bare molecules. Our results place ideal spacecraft encounter velocities between 3 and 5 km/s for bare amino and fatty acids and within 4–6 km/s for the same species encased in ice grains and predict the onset of organic fragmentation in ice grains at >5 km/s, both consistent with recent experiments exploring HVI effects using impact-induced ionization and analysis via mass spectrometry and from the analysis of Enceladus organics in Cassini Data. From nanometer-sized ice Ih clusters, we establish that HVI energy is dissipated by ice casings through thermal resistance to the impact shock wave and that an upper fragmentation velocity limit exists at which ultimately any organic contents will be cleaved by the surrounding ice—this provides a fundamental path to characterize micrometer-sized ice grains. Altogether, these results provide quantifiable insights to bracket future instrument design and mission parameters. read less NOT USED (low confidence) X. Chen, D. Chen, and L. Gan, “Molecular dynamics simulation of the partial oxidation of methane to produce acetylene,” Chemical Physics Letters. 2021. link Times cited: 6 NOT USED (low confidence) B. Saha, A. Patra, and A. K. Mukherjee, “Insights on the initial stages of carbonization of sub-bituminous coal.,” Journal of molecular graphics & modelling. 2021. link Times cited: 5 NOT USED (low confidence) L. Shi, M. Sessim, M. Tonks, and S. Phillpot, “Generation and characterization of an improved carbon fiber model by molecular dynamics,” Carbon. 2021. link Times cited: 18 NOT USED (low confidence) Y. Qian, W.-C. Xu, J. Zhan, X. Jia, and F. Zhang, “Atomic insights into the thermal runaway process of hydrogen peroxide and 1,3,5-trimethybenzene mixture: Combining ReaxFF MD and DFT methods,” Process Safety and Environmental Protection. 2021. link Times cited: 16 NOT USED (low confidence) I. Syuhada, N. Hauwali, A. Rosikhin, E. Sustini, F. A. Noor, and T. Winata, “Bond order redefinition needed to reduce inherent noise in molecular dynamics simulations,” Scientific Reports. 2021. link Times cited: 1 NOT USED (low confidence) Q. Fang et al., “Strong and flaw-insensitive two-dimensional covalent organic frameworks,” Matter. 2021. link Times cited: 17 NOT USED (low confidence) N. Nayir et al., “Modeling for Structural Engineering and Synthesis of Two-Dimensional WSe2 Using a Newly Developed ReaxFF Reactive Force Field,” Journal of Physical Chemistry C. 2020. link Times cited: 14 NOT USED (low confidence) E. Kritikos and A. Giusti, “Reactive Molecular Dynamics Investigation of Toluene Oxidation under Electrostatic Fields: Effect of the Modeling of Local Charge Distribution.,” The journal of physical chemistry. A. 2020. link Times cited: 12 Abstract: A reactive Molecular Dynamics (MD) study of toluene oxidatio… read moreAbstract: A reactive Molecular Dynamics (MD) study of toluene oxidation at high temperatures under externally applied electrostatic fields has been performed. The impact of the modeling of local charge distribution has been investigated by comparing the widely used Charge Equilibration (QEq) method with the Charge Transfer with Polarization Current Equalization (QTPIE) method, which shields charge transfers up to atomic orbitals and introduces molecular polarization. Using the latter method, it is possible to improve the computation of the atomic charges, which are a critical aspect for the numerical study of electric fields, and to capture important effects of the electric field on rotational and vibrational energies of the toluene molecule. Results show that a more comprehensive treatment of inter- and intramolecular charge distribution achieved through the QTPIE method leads to substantially different applied forces and oxidation rates of toluene compared to the QEq method. Using the QTPIE method, no significant effects of the electrostatic field on the toluene oxidation rate were observed for the range of temperatures and pressures studied here, which is in disagreement with the results obtained with the QEq method where a clear impact of the electrostatic field on the average oxidation rate was found. Therefore, when studying electric field effects with MD simulations, the choice of the method used for the charge equilibration is a key modeling assumption whose impact should be carefully evaluated. read less NOT USED (low confidence) M. Dewapriya and R. E. Miller, “Superior Dynamic Penetration Resistance of Nanoscale Multilayer Polymer/Metal Films,” Journal of Applied Mechanics. 2020. link Times cited: 13 Abstract:
Recent advances in experimental techniques have enabled im… read moreAbstract:
Recent advances in experimental techniques have enabled impact tests of ultrathin films. For example, microprojectile impact tests of ultrathin polymer films have revealed that their specific penetration energy is about ten times more than that of the conventional armor materials. On the other hand, metallic nanostructures have demonstrated extraordinary mechanical properties. These observations suggest that multilayer arrangements of nanoscale polymer and metal films could possess superior ballistic impact resistance. In order to test this hypothesis, we simulated the impact tests of multilayer aluminum-polyurea nanostructures using molecular dynamics (MD). Our simulations demonstrate that the ballistic limit velocity (V50) and the specific penetration energy of the multilayers and aluminum nanofilms are significantly higher than the experimentally measured values for any material. In order to further investigate the mechanisms associated with the observed superior ballistic performance of multilayers, we computed their V50 using an existing membrane model and another analytical model reflecting a two-stage penetration process. Our results demonstrate a potential bottom-up design pathway for developing flexible barrier materials with superior dynamic penetration resistance. read less NOT USED (low confidence) A. V. Kudinov, S. Gubin, and Y. Bogdanova, “Comparison of molecular dynamics simulation methods of methane shockwave compression,” Journal of Physics: Conference Series. 2020. link Times cited: 1 Abstract: Shockwave compression of methane was simulated using the mol… read moreAbstract: Shockwave compression of methane was simulated using the molecular dynamics method with Hugoniostat and MSST approach. The calculation was carried out employing ReaxFFlg potential. We show comparison of simulated Hugoniots for pressure range 0,1-44 GPa and times required for simulation run of two different methods. We also compare two ReaxFF potentials: ReaxFF(2008) and ReaxFF-lg read less NOT USED (low confidence) J. M. Sousa, A. Aguiar, E. C. Girão, A. F. Fonseca, A. G. S. Filho, and D. Galvão, “Computational study of elastic, structural stability and dynamics properties of penta-graphene membrane,” Chemical Physics. 2020. link Times cited: 18 NOT USED (low confidence) J. Zeng, L. Cao, M. Xu, T. Zhu, and J. Z. H. Zhang, “Complex reaction processes in combustion unraveled by neural network-based molecular dynamics simulation,” Nature Communications. 2020. link Times cited: 87 NOT USED (low confidence) R. Batra, L. Song, and R. Ramprasad, “Emerging materials intelligence ecosystems propelled by machine learning,” Nature Reviews Materials. 2020. link Times cited: 121 NOT USED (low confidence) Ö. Yönder et al., “Can Small Polyaromatics Describe Their Larger Counterparts for Local Reactions? A Computational Study on the H-Abstraction Reaction by an H-Atom from Polyaromatics.,” The journal of physical chemistry. A. 2020. link Times cited: 5 Abstract: Hydrogen abstraction is one of the crucial initial key steps… read moreAbstract: Hydrogen abstraction is one of the crucial initial key steps in the combustion of polycyclic aromatic hydrocarbons. For an accurate theoretical prediction of heterogeneous combustion processes, larger systems need to be treated as compared to pure gas phase reactions. We address here the question on how transferable activation and reaction energies computed for small molecular models are to larger polyaromatics. The approximate transferability of energy contributions is a key assumption for multiscale modeling approaches. To identify efficient levels of accuracy, we start with accurate coupled-cluster and density functional theory (DFT) calculations for different sizes of polyaromatics. More approximate methods as the reactive force-field ReaxFF and the extended semi-empirical tight binding (xTB) methods are then benchmarked against these data sets in terms of reaction energies and equilibrium geometries. Furthermore, we analyze the role of bond-breaking and relaxation energies, vibrational contributions, and post-Hartree-Fock correlation corrections on the reaction, and for the activation energies, we analyze the validity of the Bell-Evans-Polanyi and Hammond principles. First, we find good transferability for this process and that the predictivity of small models at high theoretical levels is way superior than any approximate method can deliver. Second, ReaxFF can serve as a qualitative exploration method, whereas GFN2-xTB in combination with GFN1-xTB appears as a favorable tool to bridge between DFT and ReaxFF so that we propose a multimethod scheme with employing ReaxFF, GFN1/GFN2-xTB, DFT, and coupled cluster to cope effectively with such a complex reactive system. read less NOT USED (low confidence) A. Rahnamoun et al., “ReaxFF/AMBER-A Framework for Hybrid Reactive/Nonreactive Force Field Molecular Dynamics Simulations.,” Journal of chemical theory and computation. 2020. link Times cited: 15 Abstract: Combined quantum mechanical/molecular mechanical (QM/MM) mod… read moreAbstract: Combined quantum mechanical/molecular mechanical (QM/MM) models using semiempirical and ab initio methods have been extensively reported on over the past few decades. These methods have been shown to be capable of providing unique insights into a range of problems, but they are still limited to relatively short time scales, especially QM/MM models using ab initio methods. An intermediate approach between a QM based model and classical mechanics could help fill this time-scale gap and facilitate the study of a range of interesting problems. Reactive force fields represent the intermediate approach explored in this paper. A widely used reactive model is ReaxFF, which has largely been applied to materials science problems and is generally used as a stand-alone (i.e., the full system is modeled using ReaxFF). We report a hybrid ReaxFF/AMBER molecular dynamics (MD) tool, which introduces ReaxFF capabilities to capture bond breaking and formation within the AMBER MD software package. This tool enables us to study local reactive events in large systems at a fraction of the computational costs of QM/MM models. We describe the implementation of ReaxFF/AMBER, validate this implementation using a benzene molecule solvated in water, and compare its performance against a range of similar approaches. To illustrate the predictive capabilities of ReaxFF/AMBER, we carried out a Claisen rearrangement study in aqueous solution. In a first for ReaxFF, we were able to use AMBER's potential of mean force (PMF) capabilities to perform a PMF study on this organic reaction. The ability to capture local reaction events in large systems using combined ReaxFF/AMBER opens up a range of problems that can be tackled using this model to address both chemical and biological processes. read less NOT USED (low confidence) H. Kwon et al., “ReaxFF-based molecular dynamics study of bio-derived polycyclic alkanes as potential alternative jet fuels,” Fuel. 2020. link Times cited: 33 NOT USED (low confidence) J. Chen and L. Li, “Effect of oxidation degree on the thermal properties of graphene oxide,” Journal of materials research and technology. 2020. link Times cited: 23 NOT USED (low confidence) Q. Liu et al., “Atomic-scale insight into the pyrolysis of polycarbonate by ReaxFF-based reactive molecular dynamics simulation,” Fuel. 2020. link Times cited: 59 NOT USED (low confidence) H. Hao, C. Chow, and D. Lau, “Effect of heat flux on combustion of different wood species,” Fuel. 2020. link Times cited: 26 NOT USED (low confidence) Y.-E. Liu, J. Hu, H. Hou, and B. Wang, “Development and application of a ReaxFF reactive force field for molecular dynamics of perfluorinatedketones thermal decomposition,” Chemical Physics. 2020. link Times cited: 12 NOT USED (low confidence) M. Duplančić, V. Gomzi, A. Pintar, S. Kurajica, and V. Tomašić, “Experimental and theoretical (ReaxFF) study of manganese-based catalysts for low-temperature toluene oxidation,” Ceramics International. 2020. link Times cited: 8 NOT USED (low confidence) N. Sitapure, H. Lee, F. Ospina-Acevedo, P. Balbuena, S. Hwang, and J. Kwon, “A computational approach to characterize formation of a passivation layer in lithium metal anodes,” Aiche Journal. 2020. link Times cited: 17 NOT USED (low confidence) X. Chen et al., “ReaxFF Reactive Molecular Dynamics Simulations of Mechano-Chemical Decomposition of Perfluoropolyether Lubricants in Heat-Assisted Magnetic Recording,” The Journal of Physical Chemistry C. 2020. link Times cited: 15 Abstract: A thorough understanding of the decomposition of perfluoropo… read moreAbstract: A thorough understanding of the decomposition of perfluoropolyether (PFPE) lubricants is crucial to achieve heat-assisted magnetic recording (HAMR). In contrast to previous studies, which focused o... read less NOT USED (low confidence) S. Zhou, K. Jin, and M. Buehler, “Understanding Plant Biomass via Computational Modeling,” Advanced Materials. 2020. link Times cited: 35 Abstract: Plant biomass, especially wood, has been used for structural… read moreAbstract: Plant biomass, especially wood, has been used for structural materials since ancient times. It is also showing great potential for new structural materials and it is the major feedstock for the emerging biorefineries for building a sustainable society. The plant cell wall is a hierarchical matrix of mainly cellulose, hemicellulose, and lignin. Herein, the structure, properties, and reactions of cellulose, lignin, and wood cell walls, studied using density functional theory (DFT) and molecular dynamics (MD), which are the widely used computational modeling approaches, are reviewed. Computational modeling, which has played a crucial role in understanding the structure and properties of plant biomass and its nanomaterials, may serve a leading role on developing new hierarchical materials from biomass in the future. read less NOT USED (low confidence) S. Zhao and Y.-hao Luo, “Multiscale Modeling of Lignocellulosic Biomass Thermochemical Conversion Technology: An Overview on the State-of-the-Art,” Energy & Fuels. 2020. link Times cited: 21 Abstract: Biomass is a kind of carbon neutral renewable energy source … read moreAbstract: Biomass is a kind of carbon neutral renewable energy source and considered as a potential alternative to fossil fuels. Thermochemical conversion technologies, including direct combustion, fast pyro... read less NOT USED (low confidence) J. Zeng, L. Zhang, H. Wang, T. Zhu, and T. Zhu, “Explore the Chemical Space of Linear Alkanes Pyrolysis via Deep Potential Generator.” 2020. link Times cited: 13 Abstract:
Reactive molecular dynamics (MD) simulation is a power… read moreAbstract:
Reactive molecular dynamics (MD) simulation is a powerful tool to study the reaction mechanism of complex chemical systems. Central to the method is the potential energy surface (PES) that can describe the breaking and formation of chemical bonds. The development of PES of both accurate and efficent has attracted significant effort in the past two decades. Recently developed Deep Potential (DP) model has the promise to bring ab initio accuracy to large-scale reactive MD simulations. However, for complex chemical reaction processes like pyrolysis, it remains challenging to generate reliable DP models with an optimal training dataset. In this work, a dataset construction scheme for such a purpose was established. The employment of a concurrent learning algorithm allows us to maximize the exploration of the chemical space while minimize the redundancy of the dataset. This greatly reduces the cost of computational resources required by ab initio calculations. Based on this method, we constructed a dataset for the pyrolysis of n-dodecane, which contains 35,496 structures. The reactive MD simulation with the DP model trained based on this dataset revealed the pyrolysis mechanism of n-dodecane in detail, and the simulation results are in good agreement with the experimental measurements. In addition, this dataset shows excellent transferability to different long-chain alkanes. These results demonstrate the advantages of the proposed method for constructing training datasets for similar systems.
read less NOT USED (low confidence) R. S. Ambekar et al., “2D Hexagonal Boron Nitride coated cotton fabric with Self-extinguishing property.,” ACS applied materials & interfaces. 2020. link Times cited: 40 Abstract: Here, we report on the fabrication of flame retardant hydroph… read moreAbstract: Here, we report on the fabrication of flame retardant hydrophobic cotton fabrics based on the coating with two-dimensional Hexagonal Boron Nitride (2D hBN) nanosheets. A simple one-step solution dipping process was used to coat the fabrics by taking advantage of the strong bonding between diethylenetriamine (DETA) and hBN on the cotton surface. Exposure to direct flame confirmed the improvement of the flame retardant properties of the coated cotton fabrics. In turn, removal of the flame source revealed self-extinguishing properties. Molecular dynamics simulations indicate that hBN hinders combustion by reducing the rate by which oxygen molecules reach the cotton surface. This time-saving and one-step approach for the fabrication of flame retardant cotton fabrics offers significant advantages over other, less efficient production methods. read less NOT USED (low confidence) Yao-qiang, Miao-Yulong, Dai-liangjun, and Zeng-fuping, “Self Reduction Characteristics After Overheated Decomposition of C5F10O,” 2020 IEEE International Conference on High Voltage Engineering and Application (ICHVE). 2020. link Times cited: 0 Abstract: C 5f 10O has the potential to replace SF… read moreAbstract: C 5f 10O has the potential to replace SF 6 gas in medium and low voltage gas insulated switchgear because of its excellent insulation performance and low global warming potential. In the case of partial overheating or discharge in the equipment, whether C 5f 10O can recover itself after decomposition is one of the important factors that determine its application prospect. However, there are few researches on the recovery of decomposed C 5f 10O by overheating at home and abroad. In this paper, the recovery experiments of C 5f 10O were carried out on the existing experimental system of partial decomposition of gas insulating medium. The experimental results show that C 5f 10O has a certain self-recover ability after overheating decomposition in the temperature range of 400 °C - 475 °C; the molecular structure of C 5f 10O and its main decomposition products is optimized by the hybrid: B3LYP method in the density functional theory, and the reaction paths of CF 3CFCOCF 3 -, CF 3 - radicals and C3F6 to produce C 5f 10O are studied, and compared with the main decomposition reactions of C 5f 10O under the same conditions, the self-recover characteristics of C 5f 10O were revealed preliminarily in molecular level, which laid a foundation for the industrial application of C 5f 10O gas. read less NOT USED (low confidence) S. Han, X. Li, L. Guo, H. Sun, M. Zheng, and W. Ge, “Refining Fuel Composition of RP-3 Chemical Surrogate Models by Reactive Molecular Dynamics and Machine Learning,” Energy & Fuels. 2020. link Times cited: 10 Abstract: A simple chemical surrogate fuel model may not be able to fu… read moreAbstract: A simple chemical surrogate fuel model may not be able to fully reproduce the chemical behavior in real fuel combustion. A structure–chemical reactivity relationship at the molecular level is belie... read less NOT USED (low confidence) M. S. Elapolu and A. Tabarraei, “An Atomistic Study of the Stress Corrosion Cracking in Graphene.,” The journal of physical chemistry. A. 2020. link Times cited: 4 Abstract: Using molecular dynamics (MD) simulation we study the mechan… read moreAbstract: Using molecular dynamics (MD) simulation we study the mechanism of stress corrosion cracking in graphene. Two sets of modelings are conducted. In the first one large graphene sheets with cracks in the armchair and zigzag directions are exposed to oxygen molecules. The crack growth as a result of chemical reactions between carbon radicals and oxygen molecules at different mechanical tensile stress levels are studied. In the second set of simulations, molecular dynamics simulations are combined with density functional-based tight bonding method to enhance the accuracy. This set of modelings focuses on a smaller zone in the vicinity of crack tip. The impact of initial crack orientation on corrosion is studied by investigating corrosion of cracks in both armchair and zigzag directions. We investigate the sub-critical crack propagation occurring as a result of the combined effects of both mechanical loading and chemical reactions. Our results show that cracks in graphene can grow due to chemical reactions with the environmental molecules. The MD modelings also predict that reaction of carbon atoms with oxygen molecules might lead to a stress relaxation at the crack tip, hence prevent further crack propagation. The results show that sub-critical crack growth can happen by two mechanisms which include the failure of C-C bonds or by removing the carbon atoms from graphene sheets in the form of CO or CO2 molecules. read less NOT USED (low confidence) Y.-E. Liu, J. Hu, H. Hou, and B. Wang, “ReaxFF reactive force field development and application for molecular dynamics simulations of heptafluoroisobutyronitrile thermal decomposition,” Chemical Physics Letters. 2020. link Times cited: 4 NOT USED (low confidence) A. Delcorte et al., “Large cluster ions: soft local probes and tools for organic and bio surfaces.,” Physical chemistry chemical physics : PCCP. 2020. link Times cited: 13 Abstract: Ionised cluster beams have been produced and employed for th… read moreAbstract: Ionised cluster beams have been produced and employed for thin film deposition and surface processing for half a century. In the last two decades, kiloelectronvolt cluster ions have also proved to be outstanding for surface characterisation by secondary ion mass spectrometry (SIMS), because their sputter and ion yields are enhanced in a non-linear fashion with respect to monoatomic projectiles, with a resulting step change of sensitivity for analysis and imaging. In particular, large gas cluster ion beams, or GCIB, have now become a reference in organic surface and thin film analysis using SIMS and X-ray photoelectron spectroscopy (XPS). The reason is that they induce soft molecular desorption and offer the opportunity to conduct damageless depth-profiling and 3D molecular imaging of the most sensitive organic electronics and biological samples, with a nanoscale depth resolution. In line with these recent developments, the present review focuses on rather weakly-bound, light-element cluster ions, such as noble or other gas clusters, and water or alcohol nanodroplets (excluding clusters made of metals, inorganic salts or ionic liquids) and their interaction with surfaces (essentially, but not exclusively, organic). The scope of this article encompasses three aspects. The first one is the fundamentals of large cluster impacts with surfaces, using the wealth of information provided by molecular dynamics simulations and experimental observations. The second focus is on recent applications of large cluster ion beams in surface characterisation, including mass spectrometric analysis and 2D localisation of large molecules, molecular depth-profiling and 3D molecular imaging. Finally, the perspective explores cutting edge developments, involving (i) new types of clusters with a chemistry designed to enhance performance for mass spectrometry imaging, (ii) the use of cluster fragment ion backscattering to locally retrieve physical surface properties and (iii) the fabrication of new biosurface and thin film architectures, where large cluster ion beams are used as tools to transfer biomolecules in vacuo from a target reservoir to any collector substrate. read less NOT USED (low confidence) J. Ren et al., “A unidirectional surface-anchored N-heterocyclic carbene rotor.,” Nano letters. 2020. link Times cited: 17 Abstract: A molecular rotor based on N-heterocyclic carbenes (NHCs) ha… read moreAbstract: A molecular rotor based on N-heterocyclic carbenes (NHCs) has been rationally designed following theoretical predictions, experimentally realized, and characterized. Utilizing the structural tunability of NHCs, a computational screening protocol is first applied to identify NHCs with asymmetric rotational potentials on a surface, as a prerequisite for unidirectional molecular rotors. Suitable candidates are then synthesized and studied using scanning tunneling microscopy/spectroscopy (STM/STS), analytical theoretical models, and molecular dynamics simulations. For our best NHC rotor featuring a mesityl N-substituent on one side and a chiral naphthylethyl substituent on the other, unidirectional rotation is driven by inelastic tunneling of electrons from the NHC to the STM tip. While electrons preferentially tunnel through the mesityl N-substituent, the chiral naphthylethyl substituent controls the directionality. Such NHC-based surface rotors open up new possibilities for designing and constructing functionalized molecular systems with high catalytic applicability and superior stability compared to other classes of molecular rotors. read less NOT USED (low confidence) N. Dasgupta, D. Yilmaz, and A. V. van Duin, “Simulations of the Biodegradation of Citrate Based Polymers for Artificial Scaffolds Using Accelerated Reactive Molecular Dynamics.,” The journal of physical chemistry. B. 2020. link Times cited: 11 Abstract: In this study, we investigate the reactivity and mechanical … read moreAbstract: In this study, we investigate the reactivity and mechanical properties of poly(1,6-hexanediol-co-Citric acid) via ReaxFF molecular dynamics simulations. We implement an accelerated scheme within the ReaxFF framework to study the hydrolysis reaction of the polymer which is provided with sufficient amount of energy known as the restrain energy after a suitable pre-transition state configuration is obtained to overcome the activation energy barrier and the desired product is obtained. The validity of the ReaxFF force field is established by comparing the ReaxFF energy barriers of ester and ether hydrolysis with benchmark DFT values in literature. We perform chemical and mechanical degradation of polymer chain bundles at 300 K. We find that ester hydrolyzes faster than ether due to lower activation energy barrier of the reaction. The selectivity of the bond-boost scheme has been demonstrated by lowering the boost parameters of the accelerated simulation which almost stops the ether hydrolysis. Mechanical degradation of pre-hydrolyzed and intermittent hydrolyzed polymer bundles is performed along the longitudinal direction at two different strain rates. We find that the tensile modulus of the polymers are increases with increase in strain rates which shows that polymers show a strain dependent behavior. The tensile modulus of the Polyester-ether is higher than Polyester but reaches yield-stress faster than Polyester. This makes Polyester more ductile than Polyester-ether. read less NOT USED (low confidence) Z. Chen, A. Khajeh, A. Martini, and S. H. Kim, “Identifying physical and chemical contributions to friction: A comparative study of chemically inert and active graphene step edges.,” ACS applied materials & interfaces. 2020. link Times cited: 13 Abstract: Friction has both physical and chemical origins. To differen… read moreAbstract: Friction has both physical and chemical origins. To differentiate these origins and understand their combined effects, we study friction at graphene step edges with the same height and different terminating chemical moieties using atomic force microscopy (AFM) and reactive molecular dynamics (MD) simulations. A step edge produced by physical exfoliation of graphite layers in ambient air is terminated with hydroxyl (OH) groups. Measurements with a silica counter-surface at this exposed step edge in dry nitrogen provide a reference where both physical topography effects and chemical hydrogen bonding (H-bonding) interactions are significant. H-bonding is then suppressed in AFM experiments performed in alcohol vapor environments, where the OH groups at the step edge are covered with physisorbed alcohol molecules. Lastly, a step edge buried under another graphene layer provides a chemically inert topographic feature with the same height. These systems are modeled by reactive MD simulations of sliding on an OH-terminated step edge, a step edge with alkoxide group termination, or a buried step edge. Results from AFM experiments and MD simulations demonstrate hysteresis in friction measured during the step-up versus step-down processes in all cases except the buried step edge. The origin of this hysteresis is shown to be the anisotropic deflection of terminal groups at the exposed step edge, which varies depending on their chemical functionality. The findings explain why friction is high on atomically corrugated and chemically active surfaces, which provides the insight needed to achieve superlubricity more broadly. read less NOT USED (low confidence) C. Dulong, B. Madebène, S. Monti, and J. Richardi, “Optimization of a new reactive force field for silver-based materials.,” Journal of chemical theory and computation. 2020. link Times cited: 3 Abstract: A new reactive force field based on the ReaxFF formalism is … read moreAbstract: A new reactive force field based on the ReaxFF formalism is effectively parametrized against an extended training set of quantum chemistry data (containing more than 120 different structures) to describe accurately silver- and silver-thiolate systems. The results obtained with this novel representation demonstrate that the novel ReaxFF paradigm is a powerful methodology to reproduce more appropriately average geometric and energetic properties of metal clusters and slabs when compared to the earlier ReaxFF parametrizations dealing with silver and gold. ReaxFF cannot describe adequately specific geometrical features such as the observed shorter distances between the under-coordinated atoms at the cluster edges. Geometric and energetic properties of thiolates adsorbed on a silver Ag20 pyramid are correctly represented by the new ReaxFF and compared with results for gold. The simulation of self-assembled monolayers of thiolates on a silver (111) surface does not indicate the formation of staples in contrast to the results for gold-thiolate systems. read less NOT USED (low confidence) H. Kwon et al., “Reactive Molecular Dynamics Simulations and Quantum Chemistry Calculations to Investigate Soot-Relevant Reaction Pathways for Hexylamine Isomers.,” The journal of physical chemistry. A. 2020. link Times cited: 12 Abstract: Sooting tendencies of a series of nitrogen-containing hydroc… read moreAbstract: Sooting tendencies of a series of nitrogen-containing hydrocarbons (NHCs) have been recently characterized experimentally using the yield sooting index (YSI) methodology. This work aims to identify soot-relevant reaction pathways for three selected C6H15N amines, namely, dipropylamine (DPA), di-isopropylamine (DIPA), and 3,3-dimethylbutylamine (DMBA) using ReaxFF molecular dynamics (MD) simulations and quantum mechanical (QM) calculations and to interpret the experimentally observed trends. ReaxFF MD simulations are performed to determine the important intermediate species and radicals involved in the fuel decomposition and soot formation processes. QM calculations are employed to extensively search for chemical reactions involving these species and radicals based on the ReaxFF MD results and also to quantitatively characterize the potential energy surfaces. Specifically, ReaxFF simulations are carried out in the NVT ensemble at 1400, 1600, and 1800 K, where soot has been identified to form in the YSI experiment. These simulations account for the interactions among test fuel molecules and pre-existing radicals and intermediate species generated from rich methane combustion, using a recently proposed simulation framework. ReaxFF simulations predict that the reactivity of the amines decrease in the order of DIPA > DMBA > DPA, independent of temperature. Both QM calculations and ReaxFF simulations predict that C2H4, C3H6, and C4H8 are the main soot precursors formed during the decomposition of DPA, DIPA, and DMBA, respectively, and the associated reaction pathways are identified for each amine. Both theoretical methods predict that sooting tendency increases in the order of DPA, DIPA, and DMBA, consistent with the experimentally measured trend in YSI. This work demonstrates that sooting tendencies and soot-relevant reaction pathways of fuels with unknown chemical kinetics can be identified efficiently through combined ReaxFF and QM simulations. Overall, predictions from ReaxFF simulations and QM calculations are consistent, in terms of fuel reactivity, major intermediates, and major soot precursors. read less NOT USED (low confidence) Q. Mao, S. Rajabpour, M. Kowalik, and A. V. van Duin, “Predicting cost-effective carbon fiber precursors: Unraveling the functionalities of oxygen and nitrogen-containing groups during carbonization from ReaxFF simulations,” Carbon. 2020. link Times cited: 48 NOT USED (low confidence) C. M. Miliante et al., “Unveiling the Origin of the Giant Barocaloric Effect in Natural Rubber,” Macromolecules. 2020. link Times cited: 15 Abstract: The barocaloric effect (BCE) is characterized as thermal res… read moreAbstract: The barocaloric effect (BCE) is characterized as thermal responses (variations of temperature or entropy) in a material resulting from compression. Several materials exhibit a BCE suitable for deve... read less NOT USED (low confidence) L. Wen-chao, W. Bao-rong, L. Ting, G. Rui, L. Guang-yue, and W. Jie-Ping, “Theoretical insight into tar carbonization mechanism,” Chemical Physics Letters. 2020. link Times cited: 1 NOT USED (low confidence) A. Pathak et al., “Mass diffusivity and thermal conductivity estimation of chloride-based salt hydrates for thermo-chemical heat storage: A molecular dynamics study using the reactive force field.,” International Journal of Heat and Mass Transfer. 2020. link Times cited: 15 NOT USED (low confidence) B. Faria, N. Silvestre, C. E. S. Bernardes, and J. Lopes, “Towards the development of nanosprings from confined carbyne chains,” Physica E-low-dimensional Systems & Nanostructures. 2020. link Times cited: 7 NOT USED (low confidence) Y. Zhang, Q. Zhang, D. Hou, and J. Zhang, “Tuning interfacial structure and mechanical properties of graphene oxide sheets/polymer nanocomposites by controlling functional groups of polymer,” Applied Surface Science. 2020. link Times cited: 48 NOT USED (low confidence) J. Liu et al., “Fatigue-resistant adhesion of hydrogels,” Nature Communications. 2020. link Times cited: 152 NOT USED (low confidence) H. Kwon, S. Shabnam, A. V. van Duin, and Y. Xuan, “Numerical simulations of yield-based sooting tendencies of aromatic fuels using ReaxFF molecular dynamics,” Fuel. 2020. link Times cited: 30 NOT USED (low confidence) P. Restuccia, M. Ferrario, and M. Righi, “Quantum Mechanics/Molecular Mechanics (QM/MM) applied to tribology: Real-time monitoring of tribochemical reactions of water at graphene edges,” Computational Materials Science. 2020. link Times cited: 11 NOT USED (low confidence) M. Soleymanibrojeni, H. Shi, F. Liu, and E. Han, “Atomistic simulations of Epoxy/Water/Aluminum systems using the ReaxFF method,” Computational Materials Science. 2020. link Times cited: 10 NOT USED (low confidence) F. Rahmani, S. Nouranian, and Y. Chiew, “3D Graphene as an Unconventional Support Material for Ionic Liquid Membranes: Computational Insights into Gas Separations,” Industrial & Engineering Chemistry Research. 2020. link Times cited: 9 Abstract: Three-dimensional graphene (3DGr) is explored as an unconven… read moreAbstract: Three-dimensional graphene (3DGr) is explored as an unconventional support material for supported ionic liquid membranes (SILMs) in gas separations. Herein, molecular dynamics/grand canonical Monte... read less NOT USED (low confidence) M. Krynski, F. Mocanu, and S. Elliott, “Elucidation of the Nature of Structural Relaxation in Glassy D-Sorbitol.,” The journal of physical chemistry. B. 2020. link Times cited: 2 Abstract: The nature and origin of the glass transition is one of the … read moreAbstract: The nature and origin of the glass transition is one of the great unsolved problems of condensed-matter science. With the rapid increase of viscosity upon cooling the liquid near the glass-transition temperature, a range of dynamical motifs are observed, revealing the sheer complexity of interactions between the amorphous units. Yet, the causal link between those motifs and the solidification process remains unclear. Here, we apply a novel approach for exploring nontrivial interactions between structural units in d-sorbitol, a canonical example of a hydrogen-bonded organic glass, by introducing a dihedral-rearrangement indicator analysis to shed light on relaxation processes and dynamical heterogeneity, which are known for their association with stability of a glass. We find that both α- and β-relaxation processes are governed by cooperative and heterogeneous changes in hydrogen-bond dynamics that can be described by spatial and dihedral-angle rearrangement indicators. The methodology and findings are of general applicability to other glass-forming systems. read less NOT USED (low confidence) A. Vashisth, M. Kowalik, J. Gerringer, C. M. Ashraf, A. V. van Duin, and M. J. Green, “ReaxFF Simulations of Laser-Induced Graphene (LIG) Formation for Multifunctional Polymer Nanocomposites.” 2020. link Times cited: 64 Abstract: Irradiation of polymer films by a CO2 infrared laser under a… read moreAbstract: Irradiation of polymer films by a CO2 infrared laser under ambient conditions converts the polymer into porous graphene or laser-induced graphene (LIG). Here, we simulate the formation of LIG from ... read less NOT USED (low confidence) Y. Qiu, W. Zhong, Y. Shao, and A. Yu, “Reactive force field molecular dynamics (ReaxFF MD) simulation of coal oxy-fuel combustion,” Powder Technology. 2020. link Times cited: 34 NOT USED (low confidence) J. Cui, F. Zheng, S. Wu, and Z.-zhong Zhu, “ReaxFF Molecular Dynamics Simulations on Silicon Suboxide as Anode Material for Lithium-Ion Batteries,” Journal of The Electrochemical Society. 2020. link Times cited: 4 NOT USED (low confidence) F. Schmalz, W. Kopp, L. C. Kröger, and K. Leonhard, “Correcting Rate Constants from Anharmonic Molecular Dynamics for Quantum Effects,” ACS Omega. 2020. link Times cited: 9 Abstract: Anharmonicity can greatly affect rate constants. One or even… read moreAbstract: Anharmonicity can greatly affect rate constants. One or even several orders of magnitude of deviation are found for obtaining rate constants using the standard rigid-rotor harmonic-oscillator model. In turn, reactive molecular dynamics (MD) simulations are a powerful way to explore chemical reaction networks and calculate rate constants from the fully anharmonic potential energy surface. However, the classical nature of the dynamics and the required numerical efficiency of the force field limit the accuracy of the resulting kinetics. We combine the best of both worlds by presenting an approximation that pairs anharmonic information intrinsic to classical MD with high-accuracy energies and frequencies from quantum-mechanical electronic structure calculations. The proposed scheme is applied to hydrogen abstractions in the methane system, which allows for the benchmarking of rate constants corrected by our approach against experimental rate constants. This comparison reveals a standard deviation of factor 2.6. Two archetypes of possible failure are identified in the course of a detailed investigation of the CH3• + H• → CH22• + H2 reaction. From this follows the application range of the method, within which the method shows a standard deviation of factor 2.1. The computational efficiency and beneficial scaling of the method allow for application to larger systems, as shown for hydrogen abstraction from 2-butanone by HO2•. read less NOT USED (low confidence) A. Moura, B. Ipaves, D. Galvão, and P. A. da Silva Autreto, “Ballistic properties of highly stretchable graphene kirigami pyramid,” Computational Materials Science. 2020. link Times cited: 0 NOT USED (low confidence) S. Arvelos and C. E. Hori, “A ReaxFF study of Ethanol oxidation in O2/N2 and O2/CO2 environments at high temperatures.,” Journal of chemical information and modeling. 2020. link Times cited: 17 Abstract: The goal of this study was to investigate the reaction mecha… read moreAbstract: The goal of this study was to investigate the reaction mechanisms linked with the oxy-fuel combustion of ethanol (C2H6O). The oxidation of ethanol in O2/N2 and O2/CO2 environments were examined using reactive molecular dynamics in the temperature range from 2200 to 3000 K at constant density media and O2/fuel ratio equals to 0.5. The main reactions were examined to supply a description of the ethanol oxidation behavior, the main products distribution, and the corresponding time evolution behavior in the atomic scale. It has been noted that the oxidation of C2H6O was initiated mainly from the same routes in both environments generating the same main species. However, the key reaction pathways were different depending on the media. We noticed an increase of CO formation when N2 was replaced by CO2 molecules, increasing the net flux of the following reactions: by CO2 + H ↔ CO + OH and CO2 + CHO ↔ O=COH + CO. This work also studied the effect of increasing O2 concentration (O2/fuel ratio equals to 0.5, 1.0, and 2.0) in O2/CO2 combustion. During the simulations, high oxygenated and unstable species were detected such as carbonates and carboxyl radicals. The change of the O2/fuel ratio from 0.5 to 2.0 lead to an increase of CO2 formation mainly from O2 + O=COH ↔ CO2 + HO2 and O2 + CO ↔ CO2 + O reactions. In addition, the increase of O2 concentration attenuated the effect of CO2 and could increase the occurrence of reactions that lead to flame cessation. read less NOT USED (low confidence) H. Oschinski, I. Kesuma, T. Gebensleben, and J. Becker, “Structures and Thermodynamics of MgO/SiO Interfaces,” Journal of Physical Chemistry C. 2020. link Times cited: 2 Abstract: Silicon monoxide is a complex material which tends to form a… read moreAbstract: Silicon monoxide is a complex material which tends to form atomic and nanoscale amorphous structures. The question is in which ways can the stability of SiO on suitable carriers or interfaces be en... read less NOT USED (low confidence) T. Cui et al., “Fatigue of graphene,” Nature Materials. 2020. link Times cited: 90 NOT USED (low confidence) M. Samimi and K. Zare, “Comparative study of the structure and dynamics of water confined between nickel nanosheets and bulk water, a study using reactive force fields,” Journal of Molecular Liquids. 2020. link Times cited: 2 NOT USED (low confidence) L. Krep, W. Kopp, L. C. Kröger, M. Döntgen, and K. Leonhard, “Exploring the Chemistry of Low‐Temperature Ignition by Pressure‐Accelerated Dynamics.” 2020. link Times cited: 6 NOT USED (low confidence) B. Kirchhoff, L. Braunwarth, C. Jung, H. Jónsson, D. Fantauzzi, and T. Jacob, “Simulations of the Oxidation and Degradation of Platinum Electrocatalysts.,” Small. 2019. link Times cited: 23 Abstract: Improved understanding of the fundamental processes leading … read moreAbstract: Improved understanding of the fundamental processes leading to degradation of platinum nanoparticle electrocatalysts is essential to the continued advancement of their catalytic activity and stability. To this end, the oxidation of platinum nanoparticles is simulated using a ReaxFF reactive force field within a grand-canonical Monte Carlo scheme. 2-4 nm cuboctahedral particles serve as model systems, for which electrochemical potential-dependent phase diagrams are constructed from the thermodynamically most stable oxide structures, including solvation and thermochemical contributions. Calculations in this study suggest that surface oxide structures should become thermodynamically stable at voltages around 0.80-0.85 V versus standard hydrogen electrode, which corresponds to typical fuel cell operating conditions. The potential presence of a surface oxide during catalysis is usually not accounted for in theoretical studies of Pt electrocatalysts. Beyond 1.1 V, fragmentation of the catalyst particles into [Pt6 O8 ]4- clusters is observed. Density functional theory calculations confirm that [Pt6 O8 ]4- is indeed stable and hydrophilic. These results suggest that the formation of [Pt6 O8 ]4- may play an important role in platinum catalyst degradation as well as the electromotoric transport of Pt2+/4+ ions in fuel cells. read less NOT USED (low confidence) J. J. Varghese, “Computational design of catalysts for bio-waste upgrading,” Current opinion in chemical engineering. 2019. link Times cited: 5 NOT USED (low confidence) F. Xu et al., “ReaxFF-based molecular dynamics simulation of the initial pyrolysis mechanism of lignite,” Fuel Processing Technology. 2019. link Times cited: 50 NOT USED (low confidence) B. Rennekamp, F. Kutzki, A. Obarska-Kosińska, C. Zapp, and F. Gräter, “Hybrid Kinetic Monte Carlo / Molecular Dynamics Simulations of Bond Scissions in Proteins.,” Journal of chemical theory and computation. 2019. link Times cited: 6 Abstract: Proteins are exposed to various mechanical loads that can le… read moreAbstract: Proteins are exposed to various mechanical loads that can lead to covalent bond scissions even before macroscopic failure occurs. Knowledge of these molecular breakages is important to understand mechanical properties of the protein. In regular Molecular Dynamics (MD) simulations covalent bonds are predefined and reactions cannot occur. Existing approaches that tackle this limitation either rely on computationally expensive quantum calculations (e.g. QM/MM) or complex bond order formalism in force fields (e.g. ReaxFF). To circumvent these limitations, we present a new reactive Kinetic Monte Carlo / Molecular Dynamics (KIMMDY) scheme. Here, bond rupture rates are calculated based on the interatomic distances in the MD simulation and then used as an input for a Kinetic Monte Carlo step. This easily scalable hybrid approach drastically increases the accessible timescales. Using this new technique, we investigate bond ruptures in a multi-million atom system of tensed collagen, a structural protein found in skin, bones and tendons. We show a clear concentration of bond scissions near chemical crosslinks in collagen. We also examine subsequent dynamic relaxation steps. Our method exhibits only a minor slowdown compared to classical MD and is straightforwardly applicable to other complex (bio)materials under load and related chemistries. read less NOT USED (low confidence) M. Bhati and T. Senftle, “Identifying Adhesion Properties at Si/Polymer Interfaces with ReaxFF,” The Journal of Physical Chemistry C. 2019. link Times cited: 6 Abstract: High capacity lithium-ion battery anodes based on silicon (S… read moreAbstract: High capacity lithium-ion battery anodes based on silicon (Si) undergo large volume fluctuations during operation that can compromise the structural integrity of the electrode. This issue can be mi... read less NOT USED (low confidence) M. Keller, T. de Bruin, M. Matrat, A. Nicolle, and L. Catoire, “A Theoretical Multiscale Approach to Study the Initial Steps Involved in the Chemical Reactivity of Soot Precursors,” Energy & Fuels. 2019. link Times cited: 6 Abstract: In the present study, bond formation reactions between soot … read moreAbstract: In the present study, bond formation reactions between soot precursors and their role in the soot inception process are investigated. The soot precursors were generated in macroscopic detailed gas-phase kinetic calculations and according to certain criteria introduced in simulation boxes to model bond formation between soot precursor molecules with reactive force field molecular dynamics modeling. The impacts of temperature, fuel mixture, and equivalence ratio have been investigated on the rate and structure of the newly formed molecules. The resulting structures compare well to previously reported experimental results. Furthermore, the bond formation rate between PAHs is found to be linearly correlated with the temperature at which the PAH precursors are generated, while fuel and equivalence ratio do not have a direct impact on the reaction rate. The generated growth structures are lumped in (1) directly linked, (2) aliphatically linked, and (3) pericondensed polycyclic hydrocarbons. It is found that the... read less NOT USED (low confidence) C. Pramanik et al., “Polyacrylonitrile Interactions with Carbon Nanotubes in Solution: Conformations and Binding as a Function of Solvent, Temperature, and Concentration,” Advanced Functional Materials. 2019. link Times cited: 17 Abstract: Polyacrylonitrile (PAN) is among the most promising precurso… read moreAbstract: Polyacrylonitrile (PAN) is among the most promising precursor polymers to produce strong and lightweight carbon fiber. Conformations in solution and the extent of binding to carbon nanotubes (CNTs) are critical during gel spinning and for alignment of graphitic layers upon carbonization. Here, quantitative insights into these processes are reported using molecular dynamics simulations at the atomic scale including virtual π electrons and comparisons to experimental data. Common solvents for fiber spinning induce significant differences in PAN conformation in dilute solutions at 25 °C with persistence lengths between 0.5 and 2 nm. Variations in conformation become smaller at 75 °C, in the presence of CNTs, and at higher PAN concentration. “Aging” of PAN conformations in dimethylformamide and dimethylsulfoxide at higher temperature is explained and a correlation between extended polymer conformations and increased binding to CNTs is identified in dilute solutions. PAN is overall barely attracted to CNTs under common solution conditions and enters significant surface contact only at higher concentration as solvent is physically removed. The impact of temperature is small, whereby binding increases at lower temperatures. The results provide guidance to control interactions of polymers with CNTs to induce distinct conformations and specific binding at the early stages of assembly. read less NOT USED (low confidence) C. Jung, L. Braunwarth, and T. Jacob, “Grand Canonical ReaxFF Molecular Dynamics Simulations for Catalytic Reactions.,” Journal of chemical theory and computation. 2019. link Times cited: 15 Abstract: In order to study the time-dependent behavior of catalytic s… read moreAbstract: In order to study the time-dependent behavior of catalytic systems during operation, we have developed a Grand Canonical Molecular Dynamics approach based on the ReaxFF reactive forcefield framework. After describing the details of the implementation, the capabilities of this method are demonstrated by studying the gas phase water formation from oxygen and hydrogen on platinum catalysts during steady state, where we discuss the effects of the surface structure as well as the importance of kinetics. The approach presented here can be extended to other dynamic (catalytic) systems, providing a framework for exploring catalytic as well as electrocatalytic processes, in particular allowing studies on the effects of reaction conditions on a system's behavior, characteristics, and stability. read less NOT USED (low confidence) M. E. Abbassi et al., “Robust graphene-based molecular devices,” Nature Nanotechnology. 2019. link Times cited: 40 NOT USED (low confidence) B. Hamilton, M. Kroonblawd, M. M. Islam, and A. Strachan, “Sensitivity of the Shock Initiation Threshold of 1,3,5-Triamino-2,4,6-trinitrobenzene (TATB) to Nuclear Quantum Effects,” The Journal of Physical Chemistry C. 2019. link Times cited: 28 Abstract: Approximating the dynamics of atomic nuclei with classical e… read moreAbstract: Approximating the dynamics of atomic nuclei with classical equations of motion in molecular dynamics (MD) simulations causes an overprediction of the specific heat and omits zero-point energy which can have a significant effect on predictions of the response of materials under dynamical loading. We use quantum and classical thermostats in reactive MD simulations to characterize the effect of energy distribution on the initiation and decomposition of the explosive 1,3,5-triamino-2,4,6-trinitrobenzene (TATB) under shock and thermal loading. Shock simulations using the multiscale shock technique (MSST) show that nuclear quantum effects not only increase the temperature rise during dynamical loading but also lower the shock temperature corresponding to the threshold for initiation of chemical reactions. The lower specific heat and presence of zero point energy contribute approximately equally to these effects. Thermal decomposition simulations show that nuclear quantum effects lower the activation barrier ass... read less NOT USED (low confidence) D. Depew et al., “Thermal Decomposition of Hydroxylammonium Nitrate: ReaxFF Training Set Development for Molecular Dynamics Simulations,” AIAA Propulsion and Energy 2019 Forum. 2019. link Times cited: 1 NOT USED (low confidence) E. Serpini et al., “Nanoscale frictional properties of ordered and disordered MoS2,” Tribology International. 2019. link Times cited: 31 NOT USED (low confidence) T. Gorelik et al., “Towards quantitative treatment of electron pair distribution function.,” Acta crystallographica Section B, Structural science, crystal engineering and materials. 2019. link Times cited: 21 Abstract: The pair distribution function (PDF) is a versatile tool to … read moreAbstract: The pair distribution function (PDF) is a versatile tool to describe the structure of disordered and amorphous materials. Electron PDF (ePDF) uses the advantage of strong scattering of electrons, thus allowing small volumes to be probed and providing unique information on structure variations at the nano-scale. The spectrum of ePDF applications is rather broad: from ceramic to metallic glasses and mineralogical to organic samples. The quantitative interpretation of ePDF relies on knowledge of how structural and instrumental effects contribute to the experimental data. Here, a broad overview is given on the development of ePDF as a structure analysis method and its applications to diverse materials. Then the physical meaning of the PDF is explained and its use is demonstrated with several examples. Special features of electron scattering regarding the PDF calculations are discussed. A quantitative approach to ePDF data treatment is demonstrated using different refinement software programs for a nanocrystalline anatase sample. Finally, a list of available software packages for ePDF calculation is provided. read less NOT USED (low confidence) S. Arvelos, O. Abrahão, and C. E. Hori, “ReaxFF molecular dynamics study on the pyrolysis process of cyclohexanone,” Journal of Analytical and Applied Pyrolysis. 2019. link Times cited: 33 NOT USED (low confidence) G. Zhang, J. Li, and Z. Liu, “Multiple Objective NSGA-II-Based Optimization Program and Its Application in Reactive Force Field for 2,4,6-Trinitrotoluene Diffusion in the Aqueous Phase,” The Journal of Physical Chemistry C. 2019. link Times cited: 4 Abstract: The reactive force field (ReaxFF) molecular dynamics simulat… read moreAbstract: The reactive force field (ReaxFF) molecular dynamics simulation is an effective method to study the behavior of energetic materials in the aqueous phase. In order to optimize the ReaxFF of energeti... read less NOT USED (low confidence) T. Saha, A. Bhowmick, T. Oda, T. Miyauchi, and N. Fujii, “Influence of layered nanofillers on the mechanical properties and thermal degradation of polyacrylicester polymer: Theoretical and experimental investigations,” Composites Part B: Engineering. 2019. link Times cited: 20 NOT USED (low confidence) K. Jones, J. Lane, and N. W. Moore, “A reactive molecular dynamics study of phenol and phenolic polymers in extreme environments,” Bulletin of the American Physical Society. 2019. link Times cited: 2 NOT USED (low confidence) Z. Zhang, H. Zhang, J. Chai, L. Zhao, and Z. Li, “Reactive molecular dynamics simulation of oil shale combustion using the ReaxFF reactive force field,” Energy Sources, Part A: Recovery, Utilization, and Environmental Effects. 2019. link Times cited: 8 Abstract: ABSTRACT Oil shale is a kind of complex carbonaceous materia… read moreAbstract: ABSTRACT Oil shale is a kind of complex carbonaceous material which is an important energy source for electricity production. Reactive molecular dynamics (RMD) simulation is a useful tool to examine the chemical reactions occurring in complex processes, providing a realistic structural representation and an applicable reactive force field (ReaxFF). The molecular dynamics (MD) simulations and Reaxff were employed to investigate the chemical mechanisms and products distribution in the process of oil shale combustion. The combustion process was explored by dividing it into three stages: the process of kerogen oxidation was primarily initialized by the cleavages of weak bonds in stage I; in stage II, kerogen structure was devolatilized to form char particles, then char and most of shale oil combusted; the small molecules (gases and a small of shale oil) generated water and carbon dioxide by O2 molecules, O and OH radicals attacking in stage III. The purpose of the present study was deeply understanding the combustion mechanism and conversion reactions associated with sulfur and nitrogen species of oil shale kerogen during this period by investigating the bond breaking, characteristic products distribution, and typical reaction pathways. read less NOT USED (low confidence) C. M. Ashraf, A. Vashisth, C. Bakis, and A. V. van Duin, “Reactive Molecular Dynamics Simulations of the Atomic Oxygen Impact on Epoxies with Different Chemistries,” The Journal of Physical Chemistry C. 2019. link Times cited: 22 Abstract: Atomic oxygen (AO) is one of the most abundant species prese… read moreAbstract: Atomic oxygen (AO) is one of the most abundant species present in the lower earth orbit and is responsible for the aggressive degradation of polymers used in spacecraft structures. In this investigation, we use ReaxFF reactive force field molecular dynamics simulations to evaluate the disintegration of several different thermosetting epoxy polymers subjected to hypervelocity AO impact. Our simulations indicate that epoxy with aromatic curative displays higher resistance to the AO impact because of its stable benzene functionality. Decreased cross-linking density and increased simulation temperature both lead to faster disintegration of the polymer. Our simulation results indicate that ReaxFF force field simulations can be a useful tool to evaluate the response of various thermosetting epoxies to AO impact and identify promising candidate materials for spacecraft applications. read less NOT USED (low confidence) S. Smidstrup et al., “QuantumATK: an integrated platform of electronic and atomic-scale modelling tools,” Journal of Physics: Condensed Matter. 2019. link Times cited: 638 Abstract: QuantumATK is an integrated set of atomic-scale modelling to… read moreAbstract: QuantumATK is an integrated set of atomic-scale modelling tools developed since 2003 by professional software engineers in collaboration with academic researchers. While different aspects and individual modules of the platform have been previously presented, the purpose of this paper is to give a general overview of the platform. The QuantumATK simulation engines enable electronic-structure calculations using density functional theory or tight-binding model Hamiltonians, and also offers bonded or reactive empirical force fields in many different parametrizations. Density functional theory is implemented using either a plane-wave basis or expansion of electronic states in a linear combination of atomic orbitals. The platform includes a long list of advanced modules, including Green’s-function methods for electron transport simulations and surface calculations, first-principles electron-phonon and electron-photon couplings, simulation of atomic-scale heat transport, ion dynamics, spintronics, optical properties of materials, static polarization, and more. Seamless integration of the different simulation engines into a common platform allows for easy combination of different simulation methods into complex workflows. Besides giving a general overview and presenting a number of implementation details not previously published, we also present four different application examples. These are calculations of the phonon-limited mobility of Cu, Ag and Au, electron transport in a gated 2D device, multi-model simulation of lithium ion drift through a battery cathode in an external electric field, and electronic-structure calculations of the composition-dependent band gap of SiGe alloys. read less NOT USED (low confidence) T. Mahadevan, W. Sun, and J. Du, “Development of Water Reactive Potentials for Sodium Silicate Glasses.,” The journal of physical chemistry. B. 2019. link Times cited: 22 Abstract: Molecular dynamics (MD) simulations provide important insigh… read moreAbstract: Molecular dynamics (MD) simulations provide important insights into atomistic phenomena and are complement to experimental methods of studying glass-water interaction and glass corrosion. For simulations of glass-water systems using MD, there is a need to for a reactive potential that is capable not only to describe the bulk and surface glass structures but also reactions between glass and water. An important aspect of the glass water interaction is the dissociation of water and its interaction with glass components that can result in the dissolution and alteration in the structure of glass. These phenomena can be efficiently simulated using "Reactive" potentials that allow for the dissociation of water while properly describing the bulk physical properties of water. We demonstrate a method to develop parameters for simulations of sodium silicate glasses and their interactions with bulk water. The developed parameter set was used to simulate sodium silicate glasses of different compositions, and the local structure of the simulated glass is in good compliance with experimentally obtained structural information. We also demonstrate that the parameter set predicts an accurate value for the hydration number and dissociation reactions of NaOH in water. Based on these results, we posit that these simple and computationally efficient reactive potentials can be used for further studies of water-induced structural modifications in sodium silicate glasses. read less NOT USED (low confidence) W. Ge, Q. Chang, C. Li, and J. Wang, “Multiscale structures in particle–fluid systems: Characterization, modeling, and simulation,” Chemical Engineering Science. 2019. link Times cited: 76 NOT USED (low confidence) N. Nayir, A. V. van Duin, and S. Erkoç, “Development of the ReaxFF Reactive Force Field for Inherent Point Defects in the Si/Silica System.,” The journal of physical chemistry. A. 2019. link Times cited: 16 Abstract: We redeveloped the ReaxFF force field parameters for Si/O/H … read moreAbstract: We redeveloped the ReaxFF force field parameters for Si/O/H interactions that enable molecular dynamics (MD) simulations of Si/SiO2 interfaces and O diffusion in bulk Si at high temperatures, in particular with respect to point defect stability and migration. Our calculations show that the new force field framework (ReaxFFpresent), which was guided by the extensive quantum mechanical-based training set, describes correctly the underlying mechanism of the O-migration in Si network, namely, the diffusion of O in bulk Si occurs by jumping between the neighboring bond-centered sites along a path in the (110) plane, and during the jumping, O goes through the asymmetric transition state at a saddle point. Additionally, the ReaxFFpresent predicts the diffusion barrier of O-interstitial in the bulk Si of 64.8 kcal/mol, showing a good agreement with the experimental and density functional theory values in the literature. The new force field description was further applied to MD simulations addressing O diffusion in bulk Si at different target temperatures ranging between 800 and 2400 K. According to our results, O diffusion initiates at the temperatures over 1400 K, and the atom diffuses only between the bond-centered sites even at high temperatures. In addition, the diffusion coefficient of O in Si matrix as a function of temperature is in overall good agreement with experimental results. As a further step of the force field validation, we also prepared amorphous SiO2 (a-SiO2) with a mass density of 2.21 gr/cm3, which excellently agrees with the experimental value of 2.20 gr/cm3, to model a-SiO2/Si system. After annealing the a-SiO2/Si system at high temperatures until below the computed melting point of bulk Si, the results show that ReaxFFpresent successfully reproduces the experimentally and theoretically defined diffusion mechanism in the system and succeeded in overcoming the diffusion problem observed with ReaxFFSiOH(2010), which results in O diffusion in the Si substrate even at the low temperature such as 300 K. read less NOT USED (low confidence) S. Caro-Ortiz, R. Hens, E. Zuidema, M. Rigutto, D. Dubbeldam, and T. Vlugt, “Molecular simulation of the vapor-liquid equilibria of xylene mixtures: Force field performance, and Wolf vs. Ewald for electrostatic interactions,” Fluid Phase Equilibria. 2019. link Times cited: 7 NOT USED (low confidence) G. Ostroumova, N. Orekhov, and V. Stegailov, “Reactive molecular-dynamics study of onion-like carbon nanoparticle formation,” Diamond and Related Materials. 2019. link Times cited: 21 NOT USED (low confidence) Y.-L. Liu, G.-Y. Li, and J. Ding, “Insights into the high-temperature oxidation of methylcyclohexane,” Fuel. 2019. link Times cited: 8 NOT USED (low confidence) A. Z. Summers, C. Iacovella, O. M. Cane, P. Cummings, and C. McCabe, “A Transferable, Multi-Resolution Coarse-Grained Model for Amorphous Silica Nanoparticles.,” Journal of chemical theory and computation. 2019. link Times cited: 6 Abstract: Despite the ubiquity of nanoparticles in modern materials re… read moreAbstract: Despite the ubiquity of nanoparticles in modern materials research, computational scientists are often forced to choose between simulations featuring detailed models of only a few nanoparticles or simplified models with many nanoparticles. Herein, we present a coarse-grained model for amorphous silica nanoparticles with parameters derived via potential matching to atomistic nanoparticle data, thus enabling large-scale simulations of realistic models of silica nanoparticles. Interaction parameters are optimized to match a range of nanoparticle diameters in order to increase transferability with nanoparticle size. Analytical functions are determined such that interaction parameters can be obtained for nanoparticles with arbitrary coarse-grained fidelity. The procedure is shown to be extensible to the derivation of cross-interaction parameters between coarse-grained nanoparticles and other moieties and validated for systems of grafted nanoparticles. The optimization procedure used is available as an open-source Python package and should be readily extensible to models of non-silica nanoparticles. read less NOT USED (low confidence) R. E. Jones, W. C. Tucker, M. J. L. Mills, and S. Mukerjee, “Insight into hydrogen production through molecular simulation of an electrode-ionomer electrolyte system.,” The Journal of chemical physics. 2019. link Times cited: 2 Abstract: In this work, we examine metal electrode-ionomer electrolyte… read moreAbstract: In this work, we examine metal electrode-ionomer electrolyte systems at high voltage (negative surface charge) and at high pH to assess factors that influence hydrogen production efficiency. We simulate the hydrogen evolution electrode interface investigated experimentally in the work of Bates et al. [J. Phys. Chem. C 119, 5467 (2015)] using a combination of first principles calculations and classical molecular dynamics. With this detailed molecular information, we explore the hypotheses posed in the work of Bates et al. In particular, we examine the response of the system to increased bias voltage and oxide coverage in terms of the potential profile, changes in solvation and species concentrations away from the electrode, surface concentrations, and orientation of water at reactive surface sites. We discuss this response in the context of hydrogen production. read less NOT USED (low confidence) Z. Chen, W. Sun, and L. Zhao, “Initial Mechanism and Kinetics of Diesel Incomplete Combustion: ReaxFF Molecular Dynamics Based on a Multicomponent Fuel Model,” The Journal of Physical Chemistry C. 2019. link Times cited: 18 Abstract: This work attempts to investigate the incomplete combustion … read moreAbstract: This work attempts to investigate the incomplete combustion of a multicomponent fuel model using ReaxFF-MD simulations. The main products of incomplete combustion simulation included H2, CO, H2O, and CO2. Temperatures produced different effects on different products. At lower temperatures, a larger increasing rate of the number of products was found at a later stage, whereas the increasing rate of the number of products would be diminished over time at higher temperatures. The pressure-dependent simulations indicated that the high pressure could promote the combustion process, especially the production of H2. The analysis of mechanisms and pathways of the combustion process indicated that the C–C bond dissociation dominated the early stage of the combustion mechanism of paraffin, whereas isomerization, H-abstraction, and C–C bond formation were observed in other systems. Ethylene (C2H4) was the product of β-scission of paraffin and naphthene, whereas ethyne (C2H2) was the product of β-scission of aromatic... read less NOT USED (low confidence) C. D. Fu, Y. He, and J. Pfaendtner, “Diagnosing the Impact of External Electric Fields Chemical Kinetics: Application to Toluene Oxidation and Pyrolysis.,” The journal of physical chemistry. A. 2019. link Times cited: 13 Abstract: In this study we utilize biased, reactive molecular dynamics… read moreAbstract: In this study we utilize biased, reactive molecular dynamics (ReaxFF MD) simulations to quantitatively assess the impact of external electric fields on the kinetics of toluene oxidation and pyrolysis. We observe that the application of a strong external electric field significantly accelerates the kinetics of toluene oxidation, while having no effect on the pyrolysis reactions. When viewed through the lens of harmonic transition state theory, this phenomenon can be ascribed to the increase in the change of entropy between the transition state and reactants for the oxidation reactions. This conclusion is further verified with a model that relates the change in entropy as a function of field strength to predict the kinetics of toluene oxidation, which accounts for the total variance in the data recovered from simulation. read less NOT USED (low confidence) Q. Qiao, C. Liu, W. Gao, and L. Huang, “Graphene oxide model with desirable structural and chemical properties,” Carbon. 2019. link Times cited: 22 NOT USED (low confidence) Z. Cao et al., “Molecular dynamics study of mechanical properties of HMX–PS interface,” AIMS Materials Science. 2019. link Times cited: 3 Abstract: The interface between explosive crystal and binder polymer p… read moreAbstract: The interface between explosive crystal and binder polymer plays a critical role in the stabilities of energetic materials. In the present work, we investigate the mechanical properties of cyclotetramethylenetetranitramine (HMX)–polystyrene (PS) interface by performing molecular dynamics simulations of uniaxial tension, nanoindentation and nanoscratching tests. Our simulation results indicate that the HMX–PS interface has a mediate strength between HMX of high strength and PS of low strength. In particular for nanoindentation and nanoscratching, the distance of indentation position or scratching position to the HMX–PS interface has a strong influence on mechanical deformation behavior of HMX–PS system. Specifically, the HMX–PS interface has the lowest indentation force and scratching force than both the HMX and the PS. read less NOT USED (low confidence) L. Ai, Y. Zhou, and M. Chen, “A reactive force field molecular dynamics simulation of the dynamic properties of hydrogen bonding in supercritical water,” Journal of Molecular Liquids. 2019. link Times cited: 15 NOT USED (low confidence) S. Masoumi, S. Zare, H. Valipour, and M. J. A. Qomi, “Effective Interactions between Calcium-Silicate-Hydrate Nanolayers,” The Journal of Physical Chemistry C. 2019. link Times cited: 44 Abstract: Calcium-silicate-hydrate (C-S-H), the main binding phase in … read moreAbstract: Calcium-silicate-hydrate (C-S-H), the main binding phase in cementitious materials, possesses a complex multiscale porous texture where nanosized particles interact effectively and contribute to th... read less NOT USED (low confidence) V. Mishra and T. G. Gopakumar, “Comparing interactions in three-fold symmetric molecules at solid–air interface,” Surface Science. 2019. link Times cited: 5 NOT USED (low confidence) S. Grimme, “Exploration of Chemical Compound, Conformer, and Reaction Space with Meta-Dynamics Simulations Based on Tight-Binding Quantum Chemical Calculations.,” Journal of chemical theory and computation. 2019. link Times cited: 369 Abstract: The semiempirical tight-binding based quantum chemistry meth… read moreAbstract: The semiempirical tight-binding based quantum chemistry method GFN2-xTB is used in the framework of meta-dynamics (MTD) to globally explore chemical compound, conformer, and reaction space. The biasing potential given as a sum of Gaussian functions is expressed with the root-mean-square-deviation (RMSD) in Cartesian space as a metric for the collective variables. This choice makes the approach robust and generally applicable to three common problems (i.e., conformer search, chemical reaction space exploration in a virtual nanoreactor, and for guessing reaction paths). Because of the inherent locality of the atomic RMSD, functional group or fragment selective treatments are possible facilitating the investigation of catalytic processes where, for example, only the substrate is thermally activated. Due to the approximate character of the GFN2-xTB method, the resulting structure ensembles require further refinement with more sophisticated, for example, density functional or wave function theory methods. However, the approach is extremely efficient running routinely on common laptop computers in minutes to hours of computation time even for realistically sized molecules with a few hundred atoms. Furthermore, the underlying potential energy surface for molecules containing almost all elements ( Z = 1-86) is globally consistent including the covalent dissociation process and electronically complicated situations in, for example, transition metal systems. As examples, thermal decomposition, ethyne oligomerization, the oxidation of hydrocarbons (by oxygen and a P450 enzyme model), a Miller-Urey model system, a thermally forbidden dimerization, and a multistep intramolecular cyclization reaction are shown. For typical conformational search problems of organic drug molecules, the new MTD(RMSD) algorithm yields lower energy structures and more complete conformer ensembles at reduced computational effort compared with its already well performing predecessor. read less NOT USED (low confidence) C. Zhang, X. Fu, J. Li, X. Fan, and G. Zhang, “Desensitizing Effect of Graphene Oxide on Thermolysis Mechanisms of 4,4’-Azo-1,2,4-triazole Studied by Reactive Molecular Dynamics Simulations.,” The journal of physical chemistry. A. 2019. link Times cited: 15 Abstract: Graphene oxide (GO) has obvious desensitizing effect on the … read moreAbstract: Graphene oxide (GO) has obvious desensitizing effect on the thermal decomposition of energetic materials such as HMX, CL-20, etc. 4,4'-Azo-1,2,4-triazole (ATRZ) is known as a new type of energetic material with high N content; the underlying thermal decomposition mechanism of graphene oxide-ATRZ (GO-ATRZ) complex with low sensitivity has not been studied. The present work studies the thermal decomposition mechanisms of GO, ATRZ,and the GO-ATRZ complex (the number of carboxyl groups on GO:ATRZ = 2:1) by the ReaxFF molecular reactive dynamic simulations and kinetics calculations. As a result, it has been found that the main decomposition pathway of GO is the exfoliation of hydroxyl and carboxyl groups on the graphene sheet, whereas ATRZ breaks its five-membered ring as the main decomposition path, and the ring further decomposes into small molecules, such as CHN, N2, HN2, H2N2, etc. The major effect of GO on ATRZ is probably derived from the stable graphene sheet, which has a space effect on ATRZ, and the strong oxidizing hydroxyl groups produced during GO decomposition, which results in the formation of CON and CHON. By calculating the activation energy of N2 generation in the reactions, it can be concluded that the addition of GO can increase the decomposition activation energy of ATRZ (41.1 kJ·mol-1) in comparison with that of its pure substance (25.0 kJ·mol-1). Therefore, GO can be combined with ATRZ as a desensitizer where GO can improve the molecular stability of ATRZ. read less NOT USED (low confidence) H. Rafatijo, M. Monge-Palacios, and D. Thompson, “Identifying Collisions of Various Molecularities in Molecular Dynamics Simulations.,” The journal of physical chemistry. A. 2019. link Times cited: 34 Abstract: We present a method based on kinetic molecular theory that i… read moreAbstract: We present a method based on kinetic molecular theory that identifies reactions of various molecularities in molecular dynamics (MD) simulations of bulk gases. The method allows characterization of the thermodynamic conditions at which higher than bimolecular reactions are a factor in the mechanisms of complex gas-phase chemistry. Starting with Bodenstein's definition of termolecular collisions we derive analytical expressions for the frequency of higher molecularity collisions. We have developed a relationship for the ratio of the frequencies of termolecular to bimolecular collisions in terms of the temperature, density, and collision times. To demonstrate the method, we used ReaxFF in LAMMPS to carry out MD simulations for NVT ensembles of mixtures of H2-O2 over the density range 120.2-332.7 kg m-3 and temperature range 3000-5000 K. The simulations yield ReaxFF-based predictions of the relative importance of termolecular collisions O2···H2···O2 and bimolecular collisions O2···H2 in the early chemistry of hydrogen combustion. read less NOT USED (low confidence) N. Nayir, A. V. van Duin, and S. Erkoç, “Development of a ReaxFF Reactive Force Field for Interstitial Oxygen in Germanium and Its Application to GeO2/Ge Interfaces,” The Journal of Physical Chemistry C. 2019. link Times cited: 10 Abstract: We developed the ReaxFF force field parameters for Ge/O/H in… read moreAbstract: We developed the ReaxFF force field parameters for Ge/O/H interactions, specifically targeted for the applications of Ge/GeO2 interfaces and O-diffusion in bulk Ge. The original training set, taken... read less NOT USED (low confidence) H. Chan et al., “Machine Learning Classical Interatomic Potentials for Molecular Dynamics from First-Principles Training Data,” The Journal of Physical Chemistry C. 2019. link Times cited: 62 Abstract: The ever-increasing power of modern supercomputers, along wi… read moreAbstract: The ever-increasing power of modern supercomputers, along with the availability of highly scalable atomistic simulation codes, has begun to revolutionize predictive modeling of materials. In partic... read less NOT USED (low confidence) J. Gołębiowski, J. Kermode, A. Mostofi, and P. Haynes, “Multiscale simulations of critical interfacial failure in carbon nanotube-polymer composites.,” The Journal of chemical physics. 2018. link Times cited: 2 Abstract: Computational investigation of interfacial failure in compos… read moreAbstract: Computational investigation of interfacial failure in composite materials is challenging because it is inherently multi-scale: the bond-breaking processes that occur at the covalently bonded interface and initiate failure involve quantum mechanical phenomena, yet the mechanisms by which external stresses are transferred through the matrix occur on length and time scales far in excess of anything that can be simulated quantum mechanically. In this work, we demonstrate and validate an adaptive quantum mechanics (QM)/molecular mechanics simulation method that can be used to address these issues and apply it to study critical failure at a covalently bonded carbon nanotube (CNT)-polymer interface. In this hybrid approach, the majority of the system is simulated with a classical forcefield, while areas of particular interest are identified on-the-fly and atomic forces in those regions are updated based on QM calculations. We demonstrate that the hybrid method results are in excellent agreement with fully QM benchmark simulations and offers qualitative insights missing from classical simulations. We use the hybrid approach to show how the chemical structure at the CNT-polymer interface determines its strength, and we propose candidate chemistries to guide further experimental work in this area. read less NOT USED (low confidence) G. Pishehvarz, H. Erfan-Niya, and E. Zaminpayma, “The role of hydrogen bonding in interaction energy at the interface of conductive polymers and modified graphene-based nanosheets: A reactive molecular dynamics study,” Computational Materials Science. 2018. link Times cited: 11 NOT USED (low confidence) Z. Mei, Q. An, F. Zhao, S. Xu, and X. Ju, “Reactive molecular dynamics simulation of thermal decomposition for nano-aluminized explosives.,” Physical chemistry chemical physics : PCCP. 2018. link Times cited: 41 Abstract: Aluminized explosives have important applications in civil c… read moreAbstract: Aluminized explosives have important applications in civil construction and military armaments, but their thermal decomposition mechanisms are not well characterized. Here, the thermal decomposition of TNT, RDX, HMX and CL-20 on Al nanoparticles is examined by reactive dynamics simulations using a newly parameterized reactive force field with low gradient correction (ReaxFF-lg). Partially passivated Al nanoparticles were constructed and mixed with TNT, RDX, HMX and CL-20 crystals and then the mixed systems are heated to a high temperature in which the explosives are fully decomposed. The simulation results show that the aluminized explosives undergo three main steps of thermal decomposition, which were denoted "adsorption period" (0-20 ps), "diffusion period" (20-80 ps) and "formation period" (80-210 ps). These stages in sequence are the chemical adsorption between Al and surrounding explosive molecules (R-NO2-Al bonding), the decomposition of the explosives and the diffusion of O atoms into the Al nanoparticles, and the formation of final products. In the first stage, the Al nanoparticles decrease the decomposition reaction barriers of RDX (1.90 kJ g-1), HMX (1.95 kJ g-1) and CL-20 (1.18 kJ g-1), respectively, and decrease the decomposition reaction barrier of TNT from 2.99 to 0.29 kJ g-1. Comparing with the crystalline RDX, HMX and CL-20, the energy releases are increased by 4.73-4.96 kJ g-1 in the second stage. The number of produced H2O molecules increased by 25.27-27.81% and the number of CO2 molecules decreased by 47.73-68.01% in the third stage. These three stages are further confirmed by the evolutive diagram of the structure and temperature distribution for the CL-20/Al system. The onset temperatures (To) of generating H2O for all the aluminized explosives decrease, while those of generating CO2 for aluminized HMX and CL-20 increase, which are in accord with the experiment of aluminized RDX. read less NOT USED (low confidence) Y. Huang, Y. Chen, T. Cheng, L.-wang Wang, and W. Goddard, “Identification of the Selective Sites for Electrochemical Reduction of CO to C2+ Products on Copper Nanoparticles by Combining Reactive Force Fields, Density Functional Theory, and Machine Learning,” ACS Energy Letters. 2018. link Times cited: 57 Abstract: Recent experiments have shown that CO reduction on oxide der… read moreAbstract: Recent experiments have shown that CO reduction on oxide derived Cu nanoparticles (NP) are highly selective toward C2+ products. However, understanding of the active sites on such NPs is limited, because the NPs have ∼200 000 atoms with more than 10 000 surface sites, far too many for direct quantum mechanical calculations and experimental identifications. We show here how to overcome the computational limitation by combining multiple levels of theoretical computations with machine learning. This approach allows us to map the machine learned CO adsorption energies on the surface of the copper nanoparticle to construct the active site visualization (ASV). Furthermore, we identify the structural criteria for optimizing selective reduction by predicting the reaction energies of the potential determining step, ΔEOCCOH, for the C2+ product. Based on this structural criterion, we design a new periodic copper structure for CO reduction with a theoretical faradaic efficiency of 97%. read less NOT USED (low confidence) H. Zhao et al., “Anomalous thermal stability in supergiant onion-like carbon fullerenes,” Carbon. 2018. link Times cited: 15 NOT USED (low confidence) M. Sakano, B. Hamilton, M. M. Islam, and A. Strachan, “Role of Molecular Disorder on the Reactivity of RDX,” The Journal of Physical Chemistry C. 2018. link Times cited: 25 Abstract: Shock initiation of heterogeneous high-energy materials is o… read moreAbstract: Shock initiation of heterogeneous high-energy materials is often preceded by the loss of crystalline order around hotspots where mechanical energy is localized and chemical reactions start. We use ... read less NOT USED (low confidence) Y. Yamada, M. Kawai, H. Yorimitsu, S. Otsuka, M. Takanashi, and S. Sato, “Carbon Materials with Zigzag and Armchair Edges.,” ACS applied materials & interfaces. 2018. link Times cited: 40 Abstract: Carbon materials such as graphene and graphene nanoribbon wi… read moreAbstract: Carbon materials such as graphene and graphene nanoribbon with zigzag and armchair edges have attracted much attention because of various applications such as electronics, batteries, adsorbents, and catalyst supports. Preparation of carbon materials with different edge structures at a large scale is essential for the future of carbon materials, but it is generally difficult and expensive because of the necessity of organic synthesis on metal substrates. This work demonstrated a simple preparation method of carbon materials with zigzag and armchair edges with/without nonmetallic silica supports from aromatic compounds such as tetracene with zigzag edges and chrysene with armchair edges and also determined the edge structures in detail by three types of analyses such as (1) reactive molecular dynamic simulation with a reactive force field, (2) Raman and infrared (IR) spectra combined with calculation of spectra, and (3) reactivity analyzed by oxidative gasification using thermogravimetric analysis. Two different types of carbon materials with characteristic Raman and IR spectra could be prepared. These carbon materials with different edge structures also clearly showed different tendency in oxidative gasification. This work did not only show the simple preparation method of carbon materials with different edge structures, but also contributes to the development of detailed analyses for carbon materials. read less NOT USED (low confidence) Q. Mao, D. Hou, K. Luo, and X. You, “Dimerization of Polycyclic Aromatic Hydrocarbon Molecules and Radicals under Flame Conditions.,” The journal of physical chemistry. A. 2018. link Times cited: 26 Abstract: This work presents a dynamic and kinetic study on the dimeri… read moreAbstract: This work presents a dynamic and kinetic study on the dimerization of polycyclic aromatic hydrocarbon (PAH) molecules and radicals under flame conditions using reactive force field (ReaxFF) molecular dynamics (MD) simulations. The accuracy of the ReaxFF force field is evaluated through comparing with quantum chemistry (QC) calculations of the barrier heights and species concentrations of PAHs reacting with H and OH radicals. A series of homobinary collisions between PAH molecules/radicals are performed to reveal the influence of temperature, molecular size, PAH composition, and the number of radical sites on the dynamics and kinetics of PAH dimerization. Instead of directly forming the strong covalent bonds, the majority of the binary collisions between PAH radicals are bound with weak intermolecular interactions. Effects of oxygen on PAH radical dimerization are also investigated, which indicates that the oxygenated PAH radicals are less likely to contribute to soot nucleation. In addition, the temperature, PAH characteristic, and radical site dependent collision efficiency for PAH radical-radical combinations is extracted from this study. read less NOT USED (low confidence) D. Yilmaz and A. Duin, “Investigating structure property relations of poly (p-phenylene terephthalamide) fibers via reactive molecular dynamics simulations,” Polymer. 2018. link Times cited: 21 NOT USED (low confidence) J. Xuewu et al., “Explosion characteristics of mixtures containing hydrogen peroxide and working solution in the anthraquinone route to hydrogen peroxide,” Process Safety and Environmental Protection. 2018. link Times cited: 16 NOT USED (low confidence) F. Soria, W. Zhang, P. Paredes-Olivera, A. V. van Duin, and E. M. Patrito, “Si/C/H ReaxFF Reactive Potential for Silicon Surfaces Grafted with Organic Molecules,” The Journal of Physical Chemistry C. 2018. link Times cited: 26 Abstract: In this work, we developed Si/C/H ReaxFF force field for the… read moreAbstract: In this work, we developed Si/C/H ReaxFF force field for the study of the functionalization and decomposition of alkyl monolayers on silicon surface. The parameterization was performed based on the... read less NOT USED (low confidence) S. Ling et al., “Combining In Silico Design and Biomimetic Assembly: A New Approach for Developing High‐Performance Dynamic Responsive Bio‐Nanomaterials,” Advanced Materials. 2018. link Times cited: 28 Abstract: Major challenge remains in the design and fabrication of art… read moreAbstract: Major challenge remains in the design and fabrication of artificial hierarchical materials that mimic the structural and functional features of these natural materials. Here, a novel biomimetic strategy to assemble hierarchical materials from biological nanobuilding blocks is demonstrated. The constituents and structures of the materials are designed by multiscale modeling and then experimentally constructed by multiscale self‐assembly. The resultant materials that consist of silk nanofibrils (SNFs), hydroxyapatite (HAP), and chitin nanofibrils (CNFs) show nacre‐like structures with mechanical strength and toughness better than most natural nacre and nacre‐like nanocomposites. In addition, these SNF/HAP:CNF nanocomposites can be programmed into “grab‐and‐release” actuators due to the gradient structure of the nanocomposites as well as the high water sensitivity of each of the components, and thusshow potential applications in the design of novel third‐generation biomaterials for potential clinical applications. In addition, this “in silico design and biomimetic assembly” route represents a rational, low‐cost, and efficient strategy for the design and preparation of robust, hierarchical, and functional nanomaterials to meet a variety of application requirements in bio‐nanotechnologies. read less NOT USED (low confidence) Y. Li, W. Fu, R. Tian, and C. Liang, “Mechanisms and stereoselectivities of phosphine-catalyzed (3+3) cycloaddition reaction between azomethine imine and ynone: A computational study,” International Journal of Quantum Chemistry. 2018. link Times cited: 1 NOT USED (low confidence) A. Marion, H. Gokcan, and G. Monard, “Semi-Empirical Born-Oppenheimer Molecular Dynamics (SEBOMD) within the Amber Biomolecular Package,” Journal of chemical information and modeling. 2018. link Times cited: 4 Abstract: Semi-empirical quantum methods from the neglect of different… read moreAbstract: Semi-empirical quantum methods from the neglect of differential diatomic overlap (NDDO) family such as MNDO, AM1, or PM3 are fast albeit approximate quantum methods. By combining them with linear scaling methods like the divide & conquer (D&C) method, it is possible to quickly evaluate the energy of systems containing hundreds to thousands of atoms. We here present our implementation in the Amber biomolecular package of a SEBOMD module that provides a way to run semi-empirical Born-Oppenheimer molecular dynamics. At each step of a SEBOMD, a fully converged self-consistent field (SCF) calculation is performed to obtain the semiempirical quantum potential energy of a molecular system encaged or not in periodic boundary conditions. We describe the implementation and the features of our SEBOMD implementation. We show the requirements to conserve the total energy in NVE simulations, and how to accelerate SCF convergence through density matrix extrapolation. Specific ways of handling periodic boundary conditions using mechanical embedding or electrostatic embedding through a tailored quantum Ewald summation is developed. The parallel performance of SEBOMD simulations using the D&C scheme are presented for liquid water systems of various sizes, and a comparison between the traditional full diagonalization scheme and the D&C approach for the reproduction of the structure of liquid water illustrates the potentiality of SEBOMD to simulate molecular systems containing several hundreds of atoms for hundreds of picoseconds with a quantum mechanical potential in a reasonable amount of CPU time. read less NOT USED (low confidence) E. Huo, C. Liu, X. Xu, Q. Li, and C. Dang, “A ReaxFF-based molecular dynamics study of the oxidation decomposition mechanism of HFO-1336mzz(Z),” International Journal of Refrigeration. 2018. link Times cited: 35 NOT USED (low confidence) C. Pramanik et al., “Molecular engineering of interphases in polymer/carbon nanotube composites to reach the limits of mechanical performance,” Composites Science and Technology. 2018. link Times cited: 53 NOT USED (low confidence) A. Chipara et al., “Underwater adhesive using solid–liquid polymer mixes,” Materials Today Chemistry. 2018. link Times cited: 21 NOT USED (low confidence) Y. K. Shin et al., “Development of a ReaxFF reactive force field for lithium ion conducting solid electrolyte Li1+xAlxTi2-x(PO4)3 (LATP).,” Physical chemistry chemical physics : PCCP. 2018. link Times cited: 17 Abstract: We developed a ReaxFF reactive force field for NASICON-type … read moreAbstract: We developed a ReaxFF reactive force field for NASICON-type Li1+xAlxTi2-x(PO4)3 (LATP) materials, which is a promising solid-electrolyte that may enable all-solid-state lithium-ion batteries. The force field parameters were optimized based on density functional theory (DFT) data, including equations of state and the heats of formation of ternary metal oxides and metal phosphate crystal phases (e.g., LixTiO2, Al2TiO5, LiAlO2, AlPO4, Li3PO4 and LiTi2(PO4)3 (LTP)), and the energy barriers for Li diffusion in TiO2 and LTP via vacancies and interstitial sites. Using ReaxFF, the structural and the energetic features of LATP were described properly across various compositions - Li occupies more preferentially the interstitial site next to Al than next to Ti. Also, as observed in experimental data, the lattice parameters decrease when Ti is partly substituted by Al because of the smaller size of the Al cation. Using this force field, the diffusion mechanism and the ionic conductivity of Li in LTP and LATP were investigated at T = 300-1100 K. Low ionic conductivity (5.9 × 10-5 S cm-1 at 300 K) was obtained in LTP as previously reported. In LATP at x = 0.2, the ionic conductivity was slightly improved (8.4 × 10-5 S cm-1), but it is still below the experimental value, which is on the order of 10-4 to 10-3 S cm-1 at x = 0.3-0.5. At higher x (higher Al composition), LATP has a configurational diversity due to the Al substitution and the concomitant insertion of Li. By performing a hybrid MC/MD simulation for LATP at x = 0.5, a thermodynamically stable LATP configuration was obtained. The ionic conductivity of this LATP configuration was calculated to be 7.4 × 10-4 S cm-1 at 300 K, which is one order of magnitude higher than the ionic conductivity for LTP and LATP at x = 0.2. This value is in good agreement with our experimental value (2.5 × 10-4 S cm-1 at 300 K) and the literature values. The composition-dependent ionic conductivity of LATP was successfully demonstrated using the ReaxFF reactive force field, verifying the applicability of the LATP force field for the understanding of Li diffusion and the design of highly Li ion conductive solid electrolytes. Furthermore, our results also demonstrate the feasibility of the MC/MD method in modeling LATP configuration, and provide compelling evidence for the solid solution sensitivity on ionic conductivity. read less NOT USED (low confidence) J. Harrison, J. Schall, S. Maskey, P. Mikulski, M. T. Knippenberg, and B. Morrow, “Review of force fields and intermolecular potentials used in atomistic computational materials research,” Applied Physics Reviews. 2018. link Times cited: 99 Abstract: Molecular simulation is a powerful computational tool for a … read moreAbstract: Molecular simulation is a powerful computational tool for a broad range of applications including the examination of materials properties and accelerating drug discovery. At the heart of molecular simulation is the analytic potential energy function. These functions span the range of complexity from very simple functions used to model generic phenomena to complex functions designed to model chemical reactions. The complexity of the mathematical function impacts the computational speed and is typically linked to the accuracy of the results obtained from simulations that utilize the function. One approach to improving accuracy is to simply add more parameters and additional complexity to the analytic function. This approach is typically used in non-reactive force fields where the functional form is not derived from quantum mechanical principles. The form of other types of potentials, such as the bond-order potentials, is based on quantum mechanics and has led to varying levels of accuracy and transferability. When selecting a potential energy function for use in molecular simulations, the accuracy, transferability, and computational speed must all be considered. In this focused review, some of the more commonly used potential energy functions for molecular simulations are reviewed with an eye toward presenting their general forms, strengths, and weaknesses.Molecular simulation is a powerful computational tool for a broad range of applications including the examination of materials properties and accelerating drug discovery. At the heart of molecular simulation is the analytic potential energy function. These functions span the range of complexity from very simple functions used to model generic phenomena to complex functions designed to model chemical reactions. The complexity of the mathematical function impacts the computational speed and is typically linked to the accuracy of the results obtained from simulations that utilize the function. One approach to improving accuracy is to simply add more parameters and additional complexity to the analytic function. This approach is typically used in non-reactive force fields where the functional form is not derived from quantum mechanical principles. The form of other types of potentials, such as the bond-order potentials, is based on quantum mechanics and has led to varying levels of accuracy and transferabilit... read less NOT USED (low confidence) T. Cheng, A. Jaramillo-Botero, Q. An, D. Ilyin, S. Naserifar, and W. Goddard, “First principles-based multiscale atomistic methods for input into first principles nonequilibrium transport across interfaces,” Proceedings of the National Academy of Sciences. 2018. link Times cited: 7 Abstract: This issue of PNAS features “nonequilibrium transport and mi… read moreAbstract: This issue of PNAS features “nonequilibrium transport and mixing across interfaces,” with several papers describing the nonequilibrium coupling of transport at interfaces, including mesoscopic and macroscopic dynamics in fluids, plasma, and other materials over scales from microscale to celestial. Most such descriptions describe the materials in terms of the density and equations of state rather than specific atomic structures and chemical processes. It is at interfacial boundaries where such atomistic information is most relevant. However, there is not yet a practical way to couple these phenomena with the atomistic description of chemistry. The starting point for including such information is the quantum mechanics (QM). However, practical QM calculations are limited to a hundred atoms for dozens of picoseconds, far from the scales required to inform the continuum level with the proper atomistic description. To bridge this enormous gap, we need to develop practical methods to extend the scale of the atomistic simulation by several orders of magnitude while retaining the level of QM accuracy in describing the chemical process. These developments would enable continuum modeling of turbulent transport at interfaces to incorporate the relevant chemistry. In this perspective, we will focus on recent progress in accomplishing these extensions in first principles-based atomistic simulations and the strategies being pursued to increase the accuracy of very large scales while dramatically decreasing the computational effort. read less NOT USED (low confidence) B. Saha and A. Datta, “Reactive Molecular Dynamics Simulations of Self-Assembly of Polytwistane and Its Application for Nanofibers,” The Journal of Physical Chemistry C. 2018. link Times cited: 10 Abstract: We investigated the self-assembly and mechanical properties … read moreAbstract: We investigated the self-assembly and mechanical properties of polytwistane (PT), particularly a seven-strand PT rope, using reactive force field-based molecular dynamics simulations at different temperatures. We show that upon self-assembly due to strong van der Waals interaction among PT units, PTs form a twisted structure (ropelike) with a twisting angle of ∼0.16 rad/nm at 300 K, which makes them mechanically stronger. The PT rope has high Young’s modulus (∼0.45 TPa) at 300 K. Interestingly, Young’s modulus increases with temperature for the seven-strand PT rope, whereas it decreases with temperature for a single-strand PT. This is because in the case of the seven-strand PT, the twisting angle also contributes to the elastic property of the PT rope and twisting depends on the temperature. We estimate a maximum load transfer of ∼1.1 and ∼3.3 nN to the central unit at 100 and 300 K, respectively. Hence, the amount of load transfer critically depends on the twisting in the rope. The fracture behavior of t... read less NOT USED (low confidence) T. Morresi et al., “A novel combined experimental and multiscale theoretical approach to unravel the structure of SiC/SiOx core/shell nanowires for their optimal design.,” Nanoscale. 2018. link Times cited: 4 Abstract: In this work we propose a realistic model of nanometer-thick… read moreAbstract: In this work we propose a realistic model of nanometer-thick SiC/SiOx core/shell nanowires (NWs) using a combined first-principles and experimental approach. SiC/SiOx core/shell NWs were first synthesised by a low-cost carbothermal method and their chemical-physical experimental analysis was accomplished by recording X-ray absorption near-edge spectra. In particular, the K-edge absorption lineshapes of C, O, and Si are used to validate our computational model of the SiC/SiOx core/shell NW architectures, obtained by a multiscale approach, including molecular dynamics, tight-binding and density functional simulations. Moreover, we present ab initio calculations of the electronic structure of hydrogenated SiC and SiC/SiOx core/shell NWs, studying the modification induced by several different substitutional defects and impurities into both the surface and the interfacial region between the SiC core and the SiOx shell. We find that on the one hand the electron quantum confinement results in a broadening of the band gap, while hydroxyl surface terminations decrease it. This computational investigation shows that our model of SiC/SiOx core/shell NWs is capable to deliver an accurate interpretation of the recorded X-ray absorption near-edge spectra and proves to be a valuable tool towards the optimal design and application of these nanosystems in actual devices. read less NOT USED (low confidence) A. Vashisth, C. M. Ashraf, W. Zhang, C. Bakis, and A. V. van Duin, “Accelerated ReaxFF Simulations for Describing the Reactive Cross-Linking of Polymers.,” The journal of physical chemistry. A. 2018. link Times cited: 81 Abstract: Various methods have been developed to perform atomistic-sca… read moreAbstract: Various methods have been developed to perform atomistic-scale simulations for the cross-linking of polymers. Most of these methods involve connecting the reactive sites of the monomers, but these typically do not capture the entire reaction process from the reactants to final products through transition states. Experimental time scales for cross-linking reactions in polymers range from minutes to hours, which are time scales that are inaccessible to atomistic-scale simulations. Because simulating reactions on realistic time scales is computationally expensive, in this investigation, an accelerated simulation method was developed within the ReaxFF reactive force field framework. In this method, the reactants are tracked until they reach a nonreactive configuration that provides a good starting point for a reactive event. Subsequently, the reactants are provided with a sufficient amount of energy-equivalent or slightly larger than their lowest-energy reaction barrier-to overcome the barrier for the cross-linking process and form desired products. This allows simulation of cross-linking at realistic, low temperatures, which helps to mimic chemical reactions and avoids unwanted high-temperature side reactions and still allows us to reject high-barrier events. It should be noted that not all accelerated events are successful as high local strain can lead to reaction rejections. The validity of the ReaxFF force field was tested for three different types of transition state, possibly for polymerization of epoxides, and good agreement with quantum mechanical methods was observed. The accelerated method was further implemented to study the cross-linking of diglycidyl ether of bisphenol F (bis F) and diethyltoluenediamine (DETDA), and a reasonably high percentage (82%) of cross-linking was obtained. The simulated cross-linked polymer was then tested for density, glass transition temperature, and modulus and found to be in good agreement with experiments. Results indicate that this newly developed accelerated simulation method in ReaxFF can be a useful tool to perform atomistic-scale simulations on polymerization processes that have a relatively high reaction barrier at a realistic, low temperature. read less NOT USED (low confidence) G. Shchygol, A. Yakovlev, T. Trnka, A. C. T. van Duin, and T. Verstraelen, “Systematic Comparison of Monte Carlo Annealing and Covariance Matrix Adaptation for the Optimization of ReaxFF Parameters.” 2018. link Times cited: 3 Abstract: ReaxFF is a computationally efficient force field to simulat… read moreAbstract: ReaxFF is a computationally efficient force field to simulate complex reactive dynamics in extended molecular models with diverse chemistries, if reliable force-field parameters are available for the chemistry of interest. If not, they must be calibrated by minimizing the error ReaxFF makes on a relevant training set. Because this optimization is far from trivial, many methods, in particular genetic algorithms (GAs), have been developed to search for the global optimum in parameter space. Recently, two alternative parameter calibration techniques were proposed, i.e.\ Monte-Carlo Force Field optimizer (MCFF) and Covariance Matrix Adaptation Evolutionary Strategy (CMA-ES), which have the potential to find good parameters at a relatively low computational cost. In this work, these two methods are tested, as implemented in ADF2018, using three ReaxFF training sets, which have previously been used to benchmark GAs. Even though MCFF and CMA-ES should not be considered as exhaustive global optimizers, they can find parameters that are comparable in quality to those obtained with GAs. We observe that CMA-ES leads to slightly better results and is less sensitive to the initial guess of the parameters. Concrete recipes are provided for obtaining similar results with new training sets.Besides optimization recipes, a successful ReaxFF parameterization requires the design of a good training set. At every trial set of parameters, ReaxFF is used to optimize molecular geometries in the training set. When the optimization of some geometries fails easily, it becomes increasingly difficult to find the optimal parameters. We have addressed this issue by fixing several bugs in the ReaxFF forces and by improving the robustness of the geometry optimization. These improvements cannot eliminate all geometry convergence issues and we recommend to avoid very flexible geometries in the training set.Both MCFF and CMA-ES are still liable to converge to sub- or near-optimal parameters, which we detected by repeating the calibration with different random seeds. The existence of distinct near-optimal parameter vectors is a general pattern throughout our study and provides opportunities to improve the training set or to detect overfitting artifacts. read less NOT USED (low confidence) C. Zhu, S. Monti, and A. Mathew, “Cellulose Nanofiber-Graphene Oxide Biohybrids: Disclosing the Self-Assembly and Copper-Ion Adsorption Using Advanced Microscopy and ReaxFF Simulations.,” ACS nano. 2018. link Times cited: 42 Abstract: The self-assembly of nanocellulose and graphene oxide into h… read moreAbstract: The self-assembly of nanocellulose and graphene oxide into highly porous biohybrid materials has inspired the design and synthesis of multifunctional membranes for removing water pollutants. The mechanisms of self-assembly, metal ion capture, and cluster formation on the biohybrids at the nano- and molecular scales are quite complex. Their elucidation requires evidence from the synergistic combination of experimental data and computational models. The AFM-based microscopy studies of (2,2,6,6-tetramethylpiperidine-1-oxylradical)-mediated oxidized cellulose nanofibers (TOCNFs), graphene oxide (GO), and their biohybrid membranes provide strong, direct evidence of self-assembly; small GO nanoparticles first attach and accumulate along a single TOCNF fiber, while the long, flexible TOCNF filaments wrap around the flat, wide GO planes, thus forming an amorphous and porous biohybrid network. The layered structure of the TOCNFs and GO membrane, derived from the self-assembly and its surface properties before and after the adsorption of Cu(II), is investigated by advanced microscopy techniques and is further clarified by the ReaxFF molecular dynamics (MD) simulations. The dynamics of the Cu(II)-ion capture by the TOCNF and GO membranes in solution and the ion cluster formation during drying are confirmed by the MD simulations. The results of this multidisciplinary investigation move the research one step forward by disclosing specific aspects of the self-assembly behavior of biospecies and suggesting effective design strategies to control the pore size and robust materials for industrial applications. read less NOT USED (low confidence) R. Soler-Crespo et al., “The Role of Water in Mediating Interfacial Adhesion and Shear Strength in Graphene Oxide.,” ACS nano. 2018. link Times cited: 60 Abstract: Graphene oxide (GO), whose highly tunable surface chemistry … read moreAbstract: Graphene oxide (GO), whose highly tunable surface chemistry enables the formation of strong interfacial hydrogen-bond networks, has garnered increasing interest in the design of devices that operate in the presence of water. For instance, previous studies have suggested that controlling GO's surface chemistry leads to enhancements in interfacial shear strength, allowing engineers to manage deformation pathways and control failure mechanisms. However, these previous reports have not explored the role of ambient humidity and only offer extensive chemical modifications to GO's surface as the main pathway to control GO's interfacial properties. Herein, through atomic force microscopy experiments on GO-GO interfaces, the adhesion energy and interfacial shear strength of GO were measured as a function of ambient humidity. Experimental evidence shows that adhesion energy and interfacial shear strength can be improved by a factor of 2-3 when GO is exposed to moderate (∼30% water weight) water content. Furthermore, complementary molecular dynamics simulations uncovered the mechanisms by which these nanomaterial interfaces achieve their properties. They reveal that the strengthening mechanism arises from the formation of strongly interacting hydrogen-bond networks, driven by the chemistry of the GO basal plane and intercalated water molecules between two GO surfaces. In summary, the methodology and findings here reported provide pathways to simultaneously optimize GO's interfacial and in-plane mechanical properties, by tailoring the chemistry of GO and accounting for water content, in engineering applications such as sensors, filtration membranes, wearable electronics, and structural materials. read less NOT USED (low confidence) T. Mattox et al., “Highly scalable discrete-particle simulations with novel coarse-graining: accessing the microscale,” Molecular Physics. 2018. link Times cited: 16 Abstract: ABSTRACT Simulating energetic materials with complex microst… read moreAbstract: ABSTRACT Simulating energetic materials with complex microstructure is a grand challenge, where until recently, an inherent gap in computational capabilities had existed in modelling grain-scale effects at the microscale. We have enabled a critical capability in modelling the multiscale nature of the energy release and propagation mechanisms in advanced energetic materials by implementing, in the widely used LAMMPS molecular dynamics (MD) package, several novel coarse-graining techniques that also treat chemical reactivity. Our innovative algorithmic developments rooted within the dissipative particle dynamics framework, along with performance optimisations and application of acceleration technologies, have enabled extensions in both the length and time scales far beyond those ever realised by atomistic reactive MD simulations. In this paper, we demonstrate these advances by modelling a shockwave propagating through a microstructured material and comparing performance with the state-of-the-art in atomistic reactive MD techniques. As a result of this work, unparalleled explorations in energetic materials research are now possible. GRAPHICAL ABSTRACT read less NOT USED (low confidence) A. Torres-Knoop, I. Kryven, V. Schamboeck, and P. Iedema, “Modeling the free-radical polymerization of hexanediol diacrylate (HDDA): a molecular dynamics and graph theory approach.,” Soft matter. 2018. link Times cited: 32 Abstract: In the printing, coating and ink industries, photocurable sy… read moreAbstract: In the printing, coating and ink industries, photocurable systems are becoming increasingly popular and multi-functional acrylates are one of the most commonly used monomers due to their high reactivity (fast curing). In this paper, we use molecular dynamics and graph theory tools to investigate the thermo-mechanical properties and topology of hexanediol diacrylate (HDDA) polymer networks. The gel point was determined as the point where a giant component was formed. For the conditions of our simulations, we found the gel point to be around 0.18 bond conversion. A detailed analysis of the network topology showed, unexpectedly, that the flexibility of the HDDA molecules plays an important role in increasing the conversion of double bonds, while delaying the gel point. This is due to a back-biting type of reaction mechanism that promotes the formation of small cycles. The glass transition temperature for several degrees of curing was obtained from the change in the thermal expansion coefficient. For a bond conversion close to experimental values we obtained a glass transition temperature around 400 K. For the same bond conversion we estimate a Young's modulus of 3 GPa. Both of these values are in good agreement with experiments. read less NOT USED (low confidence) T. Mahadevan and J. Du, “Evaluating Water Reactivity at Silica Surfaces Using Reactive Potentials,” Journal of Physical Chemistry C. 2018. link Times cited: 31 Abstract: Understanding the interactions between amorphous silica surf… read moreAbstract: Understanding the interactions between amorphous silica surfaces and water provides insight into material degradation of silicate glasses and minerals in aqueous environment. Molecular dynamics (MD) simulations of water and nanometer sized silica structures were used in this work to evaluate the reactivity of flat silica surface and surfaces with curvature. We compared two dissociable water/silica potentials, namely the Reactive Force Field (ReaxFF) and the Mahadevan–Garofalini water/silica force field (MGFF) that have been in development over the past decade, to study their performance in simulating bulk water as well as silica–water interactions. Significant differences in the properties of bulk water as well as surface interactions were observed between the two types of potentials, as well in the same potential type with two parametrizations for ReaxFF, suggesting a need for improvement of the existing water/silica ReaxFF potentials. Our simulation results show that a majority of the silanols were form... read less NOT USED (low confidence) J. Rimsza, R. Jones, and L. Criscenti, “Interaction of NaOH solutions with silica surfaces.,” Journal of colloid and interface science. 2018. link Times cited: 32 NOT USED (low confidence) C. D. Fu and J. Pfaendtner, “Lifting the Curse of Dimensionality on Enhanced Sampling of Reaction Networks with Parallel Bias Metadynamics.,” Journal of chemical theory and computation. 2018. link Times cited: 21 Abstract: A common challenge to applying metadynamics to the study of … read moreAbstract: A common challenge to applying metadynamics to the study of complex systems is selecting the proper collective variables to bias. The advent of generic collective variables, specifically social permutation invariant (SPRINT) coordinates, has helped to address this challenge by reducing the level of a priori knowledge required to just basic chemical fundamentals. However, the efficiency of biasing SPRINT coordinates can be severely handicapped by the high dimensionality of the bias potential. Here, we circumvent this deficiency by biasing SPRINT coordinates using the parallel bias metadynamics framework. We demonstrate the efficacy of this method to efficiently explore a complex system, without any prior knowledge about transition pathways, by applying it to study the decomposition of γ-ketohydroperoxide and generating a comprehensive reaction network of relevant pathways. The reduction in both computational cost and chemical intuition makes this method a promising option for studying complex reacting systems. read less NOT USED (low confidence) C. Cao et al., “Nonlinear fracture toughness measurement and crack propagation resistance of functionalized graphene multilayers,” Science Advances. 2018. link Times cited: 69 Abstract: Functionalized graphene multilayer is tougher than graphene.… read moreAbstract: Functionalized graphene multilayer is tougher than graphene. Despite promising applications of two-dimensional (2D) materials, one major concern is their propensity to fail in a brittle manner, which results in a low fracture toughness causing reliability issues in practical applications. We show that this limitation can be overcome by using functionalized graphene multilayers with fracture toughness (J integral) as high as ~39 J/m2, measured via a microelectromechanical systems–based in situ transmission electron microscopy technique coupled with nonlinear finite element fracture analysis. The measured fracture toughness of functionalized graphene multilayers is more than two times higher than graphene (~16 J/m2). A linear fracture analysis, similar to that previously applied to other 2D materials, was also conducted and found to be inaccurate due to the nonlinear nature of the stress-strain response of functionalized graphene multilayers. A crack arresting mechanism of functionalized graphene multilayers was experimentally observed and identified as the main contributing factor for the higher fracture toughness as compared to graphene. Molecular dynamics simulations revealed that the interactions among functionalized atoms in constituent layers and distinct fracture pathways in individual layers, due to a random distribution of functionalized carbon atoms in multilayers, restrict the growth of a preexisting crack. The results inspire potential strategies for overcoming the relatively low fracture toughness of 2D materials through chemical functionalization. read less NOT USED (low confidence) A. Harpale, S. S. Sawant, R. Kumar, D. Levin, and H. Chew, “Ablative thermal protection systems: Pyrolysis modeling by scale-bridging molecular dynamics,” Carbon. 2018. link Times cited: 37 NOT USED (low confidence) D. Hou, T. Yang, J. Tang, and S. Li, “Reactive force-field molecular dynamics study on graphene oxide reinforced cement composite: functional group de-protonation, interfacial bonding and strengthening mechanism.,” Physical chemistry chemical physics : PCCP. 2018. link Times cited: 65 Abstract: Graphene oxide (GO) reinforced cement nanocomposites open up… read moreAbstract: Graphene oxide (GO) reinforced cement nanocomposites open up a new path for sustainable concrete design. In this paper, reactive force-field molecular dynamics was utilized to investigate the structure, reactivity and interfacial bonding of calcium silicate hydrate (C-S-H)/GO nanocomposite functionalized by hydroxyl (C-OH), epoxy (C-O-C), carboxyl (COOH) and sulfonic (SO3H) groups with a coverage of 10%. The silicate chains in the hydrophilic C-S-H substrate provided numerous non-bridging oxygen sites and counter ions (Ca ions) with high reactivity, which allowed interlayer water molecules to dissociate into Si-OH and Ca-OH. On the other hand, protons dissociated from the functional groups and transferred to non-bridging sites in C-S-H, producing carbonyl (C[double bond, length as m-dash]O) and Si-OH. The de-protonation degree of the different groups in the vicinity of the C-S-H surface was in the following order: COOH (SO3H) > C-OH > C-O-C. In the GO-COOH sheet, most COOH groups were de-protonated to COO- groups, which enhanced the polarity and hydrophilicity of the GO sheets and formed stable COOCa bonds with neighboring Ca ions. The de-protonated COO- could also accept H bonds from Si-OH in the C-S-H gel, which further strengthened the interfacial connection. On the contrary, in the GO-Oo sheet, only 8% of the epoxy group was stretched open by the Ca ions and transformed to carbonyl group, showing weak polarity and connection with the C-S-H sheet. Furthermore, uniaxial tensile test on different C-S-H/GO models revealed that C-S-H reinforced with GO-COOH and GO-OH had better interfacial cohesive strength and ductility than that observed under tensile loading. Under the reaction force field, the dissociation of water, the proton exchange between the C-S-H and GO structure, and Oc-Ca-Os bond breakage occurred to resist tensile loading. The weakest mechanical behavior observed in the G/C-S-H, GO-Oo/C-S-H and GO-SO3H/C-S-H composites was attributed to the poor bonding, dissociation of functional groups and instability of atoms in the interface region. Hopefully, the molecular-scale strengthening mechanisms could provide a scientific guide for sustainable design of cement composites. read less NOT USED (low confidence) T. Saha, A. Bhowmick, T. Oda, T. Miyauchi, and N. Fujii, “Reactive molecular dynamics simulation for analysis of thermal decomposition of oligomeric polyacrylicester model nanocomposite and its experimental verification,” Polymer. 2018. link Times cited: 19 NOT USED (low confidence) M. Shishehbor, F. Dri, R. Moon, and P. Zavattieri, “A continuum-based structural modeling approach for cellulose nanocrystals (CNCs),” Journal of The Mechanics and Physics of Solids. 2018. link Times cited: 23 NOT USED (low confidence) K. Wu, Z. Song, L. He, and Y. Ni, “Analysis of optimal crosslink density and platelet size insensitivity in graphene-based artificial nacres.,” Nanoscale. 2018. link Times cited: 11 Abstract: Exploration of graphene-based artificial nacres with excelle… read moreAbstract: Exploration of graphene-based artificial nacres with excellent mechanical properties demonstrates the potential to surpass natural nacre. Recent experimental studies report that optimal crosslink density defined as concentration of the surface functional groups is usually observed in these artificial nacres towards superb mechanical performance. A hybrid model integrating a nonlinear shear-lag model and atomistic simulations reveals the emergence of an optimal crosslink density at which the maximum strength and toughness are achieved. The origin is due to the balance among the reduction of in-plane tensile properties of the graphene sheets, the enhancement of the shear strength of the interlayer and the reduction of interface plasticity. In addition, our results also reveal that the size insensitivity of the graphene sheet appears when the shear stress of the interlayer is highly localized, the increase of the crosslink density intensifies the nonuniformity of the shear stress and the optimal mechanical properties of the artificial nacre cannot be further enhanced by tuning the size of the graphene sheets. Three kinds of interface molecular interactions with their optimal crosslink densities are also proposed to simultaneously maximize the strength and toughness of graphene-based artificial nacres. read less NOT USED (low confidence) S. Chowdhury, R. Elder, T. Sirk, A. Duin, and J. Gillespie, “Modeling of glycidoxypropyltrimethoxy silane compositions using molecular dynamics simulations,” Computational Materials Science. 2017. link Times cited: 8 NOT USED (low confidence) Y. Ma, X. He, L. Meng, X. Xue, and C. Zhang, “Ionization and separation as a strategy for significantly enhancing the thermal stability of an instable system: a case for hydroxylamine-based salts relative to that for pure hydroxylamine.,” Physical chemistry chemical physics : PCCP. 2017. link Times cited: 5 Abstract: Energetic ionic salts (EISs) are attracting extensive attent… read moreAbstract: Energetic ionic salts (EISs) are attracting extensive attention because of their ready preparation and some excellent properties and performances that are comparable to those of common explosives with neutral molecules. Hydroxylamine (HA) is protonated or ionized as H-HA+ and preferred to be introduced into EISs to form HA-based EISs with almost all kinds of anions since these EISs possess higher packing densities and thus more excellent detonation performances than others with the same anions. Moreover, relative to that of pure HA, the thermal stability of HA-based EISs is significantly enhanced. This significantly enhanced thermal stability can extend the application of HA via deprotonation of H-HA+ back to HA; however, the mechanism for stabilization of HA by salification remains unclear. Herein, we employed thermodynamic and kinetic calculations and molecular dynamics simulations to reveal the thermal stability mechanisms of many currently synthesized HA-based EISs and some previously reported EISs with inorganic anions as well as those of pure HA and its aqueous solution. As a result, we have found that the enhanced stability of HA-based EISs is mainly due to the ionization and separation of HA molecules themselves. That is, H-HA+, as an ionized product, is more molecularly stable than HA, with significantly strengthened covalent bonds. The separation of H-HA+ ions or HA molecules makes decomposition more difficult as decomposition initiation varies from bimolecular to unimolecular reactions of HA, with a significant increase in the energy barrier. We have, therefore, proposed a strategy for the stabilization of unstable systems, such as neutral N-rich energetic compounds, by ionization and separation to strengthen these systems and change the decomposition mechanism by increasing the energy barriers of trigger steps such that these barriers become more difficult to overcome, respectively. read less NOT USED (low confidence) M. Wood, D. Kittell, C. Yarrington, and A. Thompson, “Multiscale modeling of shock wave localization in porous energetic material,” Physical Review B. 2017. link Times cited: 57 Abstract: Shock wave interactions with defects, such as pores, are kno… read moreAbstract: Shock wave interactions with defects, such as pores, are known to play a key role in the chemical initiation of energetic materials. The shock response of hexanitrostilbene is studied through a combination of large scale reactive molecular dynamics and mesoscale hydrodynamic simulations. In order to extend our simulation capability at the mesoscale to include weak shock conditions (< 6 GPa), atomistic simulations of pore collapse are used to define a strain rate dependent strength model. Comparing these simulation methods allows us to impose physically-reasonable constraints on the mesoscale model parameters. In doing so, we have been able to study shock waves interacting with pores as a function of this viscoplastic material response. We find that the pore collapse behavior of weak shocks is characteristically different to that of strong shocks. read less NOT USED (low confidence) E. Huo, C. Liu, X. Xu, and C. Dang, “A ReaxFF-based molecular dynamics study of the pyrolysis mechanism of HFO-1336mzz(Z),” International Journal of Refrigeration-revue Internationale Du Froid. 2017. link Times cited: 65 NOT USED (low confidence) L. D. Jacobson et al., “Automated Transition State Search and Its Application to Diverse Types of Organic Reactions.,” Journal of chemical theory and computation. 2017. link Times cited: 111 Abstract: Transition state search is at the center of multiple types o… read moreAbstract: Transition state search is at the center of multiple types of computational chemical predictions related to mechanistic investigations, reactivity and regioselectivity predictions, and catalyst design. The process of finding transition states in practice is, however, a laborious multistep operation that requires significant user involvement. Here, we report a highly automated workflow designed to locate transition states for a given elementary reaction with minimal setup overhead. The only essential inputs required from the user are the structures of the separated reactants and products. The seamless workflow combining computational technologies from the fields of cheminformatics, molecular mechanics, and quantum chemistry automatically finds the most probable correspondence between the atoms in the reactants and the products, generates a transition state guess, launches a transition state search through a combined approach involving the relaxing string method and the quadratic synchronous transit, and finally validates the transition state via the analysis of the reactive chemical bonds and imaginary vibrational frequencies as well as by the intrinsic reaction coordinate method. Our approach does not target any specific reaction type, nor does it depend on training data; instead, it is meant to be of general applicability for a wide variety of reaction types. The workflow is highly flexible, permitting modifications such as a choice of accuracy, level of theory, basis set, or solvation treatment. Successfully located transition states can be used for setting up transition state guesses in related reactions, saving computational time and increasing the probability of success. The utility and performance of the method are demonstrated in applications to transition state searches in reactions typical for organic chemistry, medicinal chemistry, and homogeneous catalysis research. In particular, applications of our code to Michael additions, hydrogen abstractions, Diels-Alder cycloadditions, carbene insertions, and an enzyme reaction model involving a molybdenum complex are shown and discussed. read less NOT USED (low confidence) P. López-Albarrán, A. Pizzi, P. Navarro‐Santos, R. Hernández-Esparza, and J. Garza, “Oligolignols within lignin-adhesive formulations drive their Young’s modulus: A ReaxFF-MD study,” International Journal of Adhesion and Adhesives. 2017. link Times cited: 6 NOT USED (low confidence) K. L. Joshi and S. Chaudhuri, “Observation of deflagration wave in energetic materials using reactive molecular dynamics,” Combustion and Flame. 2017. link Times cited: 17 NOT USED (low confidence) Y. Yamada et al., “Carbon materials with controlled edge structures,” Carbon. 2017. link Times cited: 54 NOT USED (low confidence) B. Saha, S. M. Pratik, and A. Datta, “Coexistence of Normal and Auxetic Behavior in a Thermally and Chemically Stable sp3 Nanothread: Poly[5]asterane.,” Chemistry. 2017. link Times cited: 8 Abstract: A one-dimensional nanostructure with sp3 -hybridized carbon … read moreAbstract: A one-dimensional nanostructure with sp3 -hybridized carbon atoms, namely, poly[5]asterane (PA), is predicted by means of electronic structure calculations and reactive molecular dynamics simulations. Thermochemical analysis based on homodesmotic reactions showed that the formation of poly[5]asterane is more favorable than that of polytriangulane and comparable to that of polytwistane. A plane-wave DFT approach gave a computed Young's modulus of about 0.84 TPa, which is quite promising and comparable to those of other sp3 -hybridized nanothreads. Simulations of the desorption of hydrogen atoms from PA showed a high activation energy (Ea ≈52 kcal mol-1 ), which again indicates substantial chemical stability. Interestingly, PA was shown to exhibit auxetic behavior (negative Poisson's ratio). Thus, PA is advocated as a new mechanically and chemically stable nanothread with exotic auxetic behavior. read less NOT USED (low confidence) C. Chia, C. Avendaño, F. Siperstein, and S. V. Filip, “Liquid Adsorption of Organic Compounds on Hematite α-Fe2O3 Using ReaxFF.,” Langmuir : the ACS journal of surfaces and colloids. 2017. link Times cited: 18 Abstract: ReaxFF-based molecular dynamics simulations are used in this… read moreAbstract: ReaxFF-based molecular dynamics simulations are used in this work to study the effect of the polarity of adsorbed molecules in the liquid phase on the structure and polarization of hematite (α-Fe2O3). We compared the adsorption of organic molecules with different polarities on a rigid hematite surface and on a flexible and polarizable surface. We show that the displacements of surface atoms and surface polarization in a flexible hematite model are proportional to the adsorbed molecule's polarity. The increase in electrostatic interactions resulting from charge transfer in the outermost solid atoms in a flexible hematite model results in better-defined adsorbed layers that are less ordered than those obtained assuming a rigid solid. These results suggest that care must be taken when parametrizing empirical transferable force fields because the calculated charges on a solid slab in vacuum may not be representative of a real system, especially when the solid is in contact with a polar liquid. read less NOT USED (low confidence) N.-H. Kalson, D. Furman, and Y. Zeiri, “Cavitation-Induced Synthesis of Biogenic Molecules on Primordial Earth,” ACS Central Science. 2017. link Times cited: 16 Abstract: Despite decades of research, how life began on Earth remains… read moreAbstract: Despite decades of research, how life began on Earth remains one of the most challenging scientific conundrums facing modern science. It is agreed that the first step was synthesis of organic compounds essential to obtain amino acids and their polymers. Several possible scenarios that could accomplish this step, using simple inorganic molecules, have been suggested and studied over the years. The present study examines, using atomistic reactive molecular dynamics simulations, the long-standing suggestion that natural cavitation in primordial oceans was a dominant mechanism of organic molecule synthesis. The simulations allow, for the first time, direct observation of the rich and complex sonochemistry occurring inside a collapsing bubble filled with water and dissolved gases of the early atmosphere. The simulation results suggest that dissolved CH4 is the most efficient carbon source to produce amino acids, while CO and CO2 lead to amino acid synthesis with lower yields. The efficiency of amino acid synthesis also depends on the nitrogen source used (i.e., N2, NH3) and on the presence of HCN. Moreover, cavitation may have contributed to the increase in concentration of NH3 in primordial oceans and to the production and liberation of molecular O2 into the early atmosphere. Overall, the picture that emerges from the simulations indicates that collapsing bubbles may have served as natural bioreactors in primordial oceans, producing the basic chemical ingredients required for the beginning of life. read less NOT USED (low confidence) R. Rodríguez-Fernández, F. B. Pereira, J. Marques, E. Martínez-Núñez, and S. Vázquez, “GAFit: A general-purpose, user-friendly program for fitting potential energy surfaces,” Comput. Phys. Commun. 2017. link Times cited: 17 NOT USED (low confidence) J. Lu, C. Miller, and V. Molinero, “Parameterization of a coarse-grained model with short-ranged interactions for modeling fuel cell membranes with controlled water uptake.,” Physical chemistry chemical physics : PCCP. 2017. link Times cited: 11 Abstract: The design of polymer electrolyte membranes with controlled … read moreAbstract: The design of polymer electrolyte membranes with controlled water uptake is of high importance for high-performance fuel cells, because the water content of the membranes modulates their conductivity, chemical stability and mechanical strength. The water activity aw controls the equilibrium water uptake of a system. Predicting aw of materials is currently a daunting challenge for molecular simulations, because calculations of water activity require grand canonical simulations that are extremely expensive even with classical non-polarizable force fields. Moreover, force fields do not generally reproduce aw of solutions. Here, we first present a general strategy to parameterize force fields that reproduce the experimental aw of solutions, and then implement that strategy to re-parameterize the interactions in FFcomp, a coarse-grained model for hydrated polyphenylene oxide/trimethylamine chloride (PPO/TMACl) membranes in which the TMA cation is attached to the PPO backbone and the Cl anion is in the mobile water nanophase. Coarse-grained models based on short-ranged potentials successfully model fuel cell membranes and other concentrated aqueous electrolyte solutions because electrostatic interactions are highly screened in these systems. The new force field, FFpvap, differs from the original FFcomp only in the parameters of the ion-ion interactions, yet it reproduces aw in TMACl solutions with accuracy within 0.5 and 3% of the experimental value in all the concentration range relevant to the operation of fuel cell membranes. We find that the heat needed to vaporize water in solutions with as little as five water molecules per ion pair is essentially the same as in pure water, despite the strong water-ion interactions and their impact on the water activity. We review the literature to demonstrate that this is independent of the model and a general feature of water solutions. FFpvap reproduces the radial distribution functions and captures well the relative diffusivities of water and ions in the ionic solution as predicted by the reference atomistic GAFF-TIP4P/2005 model, while providing a hundred-fold gain in computing efficiency with respect to the atomistic model. With the backbone fragments inherited from FFcomp, the new FFpvap force field can be used to model hydrated polymer electrolyte membranes and advance the design of fuel cell membranes with controlled water uptake and conductivity. read less NOT USED (low confidence) I. Grubova, M. Surmeneva, S. Huygh, R. Surmenev, and E. Neyts, “Density Functional Theory Study of Interface Interactions in Hydroxyapatite/Rutile Composites for Biomedical Applications,” Journal of Physical Chemistry C. 2017. link Times cited: 16 Abstract: To gain insight into the nature of the adhesion mechanism be… read moreAbstract: To gain insight into the nature of the adhesion mechanism between hydroxyapatite (HA) and rutile (rTiO2), the mutual affinity between their surfaces was systematically studied using density functional theory (DFT). We calculated both bulk and surface properties of HA and rTiO2, and explored the interfacial bonding mechanism of amorphous HA (aHA) surface onto amorphous as well as stoichiometric and nonstoichiometric crystalline rTiO2. Formation energies of bridging and subbridging oxygen vacancies considered in the rTiO2(110) surface were evaluated and compared with other theoretical and experimental results. The interfacial interaction was evaluated through the work of adhesion. For the aHA/rTiO2(110) interfaces, the work of adhesion is found to depend strongly on the chemical environment of the rTiO2(110) surface. Electronic analysis indicates that the charge transfer is very small in the case of interface formation between aHA and crystalline rTiO2(110). In contrast, significant charge transfer occurs b... read less NOT USED (low confidence) M. Elert, R. Le, S. Emery, P. Giannuzzi, D. McCarthy, and I. Schweigert, “Molecular Dynamics Simulations of Rapidly Heated RDX,” Bulletin of the American Physical Society. 2017. link Times cited: 4 Abstract: As part of a study of the possible use of explosively genera… read moreAbstract: As part of a study of the possible use of explosively generated plasmas to induce deflagration in energetic materials, we have investigated the short-time dynamics of rapidly heated RDX using a version of the ReaxFF reactive potential model optimized for energetic materials simulations. For an RDX crystal heated at one end, we have examined the propagation of energy and reactivity as a function of time. We have also performed MD simulations on a uniformly heated RDX crystal at a range of temperatures up to 10000 K, to investigate the temperature vs. time profile and the detailed kinetics of the deflagration process.As part of a study of the possible use of explosively generated plasmas to induce deflagration in energetic materials, we have investigated the short-time dynamics of rapidly heated RDX using a version of the ReaxFF reactive potential model optimized for energetic materials simulations. For an RDX crystal heated at one end, we have examined the propagation of energy and reactivity as a function of time. We have also performed MD simulations on a uniformly heated RDX crystal at a range of temperatures up to 10000 K, to investigate the temperature vs. time profile and the detailed kinetics of the deflagration process. read less NOT USED (low confidence) D. Hogoboom, Y. Han, and D. Kilin, “A Computational Study of the Combustion of Hydrazine with Dinitrogen Tetroxide.” 2017. link Times cited: 0 Abstract: Inthisarticle,densityfunctionaltheory(DFT)basedonab… read moreAbstract: Inthisarticle,densityfunctionaltheory(DFT)basedonabinitiomoleculardynamics (AIMD)isusedtostudythecombustionreactionofaspecificrocketfuel,hydrazine (N2H4),accomplishedbyusingdinitrogentetroxide(N2O4)astheoxidant.Theatomic modelconsistsof1:1ratioofN2H4andN2O4molecules.Nanodropletsoffueland oxidizerareinjectedintothecombustionchamberwhichexperiencecollision,mixture, and chemical interaction. The AIMD simulation of chemical reaction of fuel and oxidizerisperformedundertheinitialconditionsofhightemperatureandpressure. IntheAIMDtrajectory,oneobservesseveralenergeticallyfavorableproductssuch asNO,NO2,andH2O.ThemechanismfortheformationofH2Oandothertoxicand non-toxicproductsareproposedbasedonsimulationresults. KeywoRDS Ab Initio Molecular Dynamics, Combustion, Dinitrogen Tetroxide, Hydrazine, Hypergolic, Mass Spectroscopy, Molecular Dynamics, Nano-Droplets, Reaction Dynamics read less NOT USED (low confidence) Z. Lei, D.-S. Yang, Y. Zhang, and P. Cui, “Constructions of coal and char molecular models based on the molecular simulation technology,” Journal of Fuel Chemistry and Technology. 2017. link Times cited: 15 NOT USED (low confidence) X. Li et al., “Substantially enhanced durability of polyhedral oligomeric silsequioxane-polyimide nanocomposites against atomic oxygen erosion,” European Polymer Journal. 2017. link Times cited: 30 NOT USED (low confidence) A. S. Sinitsa, I. Lebedeva, A. Popov, and A. Knizhnik, “Transformation of Amorphous Carbon Clusters to Fullerenes,” Journal of Physical Chemistry C. 2017. link Times cited: 19 Abstract: Transformation of amorphous carbon clusters into fullerenes … read moreAbstract: Transformation of amorphous carbon clusters into fullerenes under high temperature is studied using molecular dynamics simulations at microsecond times. On the basis of the analysis of both the structure and energy of the system, it is found that fullerene formation occurs in two stages. First, fast transformation of the initial amorphous structure into a hollow sp2 shell with a few chains attached occurs with a considerable decrease of the potential energy and the number of atoms belonging to chains and to the amorphous domain. Then insertion of the remaining carbon chains into the sp2 network takes place at the same time as the fullerene shell formation. Two types of defects remaining after the formation of the fullerene shell are revealed: seven-membered rings and single one-coordinated atoms. One of the fullerene structures obtained contains no defects at all, which demonstrates that defect-free carbon cages can be occasionally formed from amorphous precursors directly without defect healing. No struc... read less NOT USED (low confidence) W. Zhang and A. V. van Duin, “Second-Generation ReaxFF Water Force Field: Improvements in the Description of Water Density and OH-Anion Diffusion.,” The journal of physical chemistry. B. 2017. link Times cited: 72 Abstract: Hydronium (H3O+) and hydroxide (OH-) ions have anomalously l… read moreAbstract: Hydronium (H3O+) and hydroxide (OH-) ions have anomalously large diffusion constants in aqueous solutions due to their combination of vehicular and Grotthuss hopping diffusion mechanisms. An improvement of the ReaxFF reactive water force field on the basis of our first-generation water force field (water-2010) is presented to describe the proton transfer (PT) mechanisms of H3O+ and OH- in water. Molecular dynamics simulation studies with the water-2017 force field support the Eigen-Zundel-Eigen mechanism for PT in acidic aqueous solution and reproduce the hypercoordinated solvation structure of the OH- in a basic environment. In particular, it predicts the correct order of the diffusion constants of H2O, H3O+, and OH- and their values are in agreement with the experimental data. Another interesting observation is that the diffusion constants of H3O+ and OH- are close to each other at high concentration due to the strong correlation between OH- ions in basic aqueous solution. On the basis of our results, it is shown that ReaxFF provides a novel approach to study the complex acid-base chemical reactions in aqueous solution with any pH value. read less NOT USED (low confidence) L. C. Lin, D. Paik, and J. Kim, “Understanding gas adsorption in MOF-5/graphene oxide composite materials.,” Physical chemistry chemical physics : PCCP. 2017. link Times cited: 19 Abstract: Metal-organic framework (MOF) and graphene oxide (GO) compos… read moreAbstract: Metal-organic framework (MOF) and graphene oxide (GO) composite materials (MOF/GO) have been regarded as promising for separation applications due to their synergistically enhanced adsorption properties. Molecular-level understandings of these materials, however, remain unknown to date. In this study, molecular simulations were used, for the first time, to model these composite materials. Specifically, the composite MOF-5/GO material was modeled as stacks of sandwich-like layers on top of one another, consistent with experimental observations inferred from XRD and the SEM images. Simulations indicate that CO2 and CH4 bind strongly in the MOF/GO interface region, resulting in synergistically enhanced adsorption properties. To exploit the interface region, we found that in simulating linear alkanes, larger guest molecules show substantially improved adsorption properties in composites compared to the parent MOF-5 structure, illustrating that the performance of adsorption in these molecules will benefit the most from the MOF/GO composites. read less NOT USED (low confidence) D. Hou, Z. Lu, X. Li, H. Ma, and Z. Li, “Reactive molecular dynamics and experimental study of graphene-cement composites: Structure, dynamics and reinforcement mechanisms,” Carbon. 2017. link Times cited: 280 NOT USED (low confidence) C. Galván, J. M. Cabrera-Trujillo, I. J. Hernández-Hernández, and L. A. Pérez, “Molecular dynamics approach for crystal structures of methane A and B,” International Journal of Modern Physics C. 2017. link Times cited: 1 Abstract: The carbon structures of phases A and B of methane are inves… read moreAbstract: The carbon structures of phases A and B of methane are investigated through classical molecular dynamics simulations using optimized potentials for liquid simulations all-atom force fields as well as ReaxFF reactive force fields. Both final thermodynamic states were obtained by the proper ramping of temperature and pressure through well-known regions of methane’s phase diagram using the isothermal–isobaric (NPT) ensemble. Our calculated structures are in good agreement with very recent experimental data. The knowledge of these phases is the basis for the study of methane at high pressures. read less NOT USED (low confidence) M. Chen, H. Zhan, Y. Zhu, H. Wu, and Y. T. Gu, “Mechanical Properties of Penta-Graphene Nanotubes,” Journal of Physical Chemistry C. 2017. link Times cited: 24 Abstract: Penta-graphene is the name given to a novel puckered monolay… read moreAbstract: Penta-graphene is the name given to a novel puckered monolayer of carbon atoms tightly packed into an inerratic pentagonal network, theoretically, which exhibits excellent thermal and mechanical stability and can be rolled into penta-graphene nanotubes (PGNTs). Herein, we perform the first simulation study of mechanical properties of PGNTs under uniaxial tension. In addition to comparable mechanical properties with that of carbon nanotubes (CNT), it is found that PGNTs possess promising extensibility with typical plastic behavior due to the irreversible pentagon-to-polygon structural transformation and the hexagon carbon ring becomes the dominating structural motif after the transformation. The plastic characteristic of PGNTs is inherent with strain-rate and tube-diameter independences. Moreover, within ultimate temperature (T < 1100 K), tensile deformed PGNTs manifest similar phase transition with an approximate transition ratio from pentagon to hexagon. The intrinsic insight provides a fundamental under... read less NOT USED (low confidence) M. Wood, M. Cherukara, E. Antillon, and A. Strachan, “Molecular Dynamics Simulations of Shock Loading of Materials: A Review and Tutorial.” 2017. link Times cited: 14 NOT USED (low confidence) V. Chaban and O. Prezhdo, “Microwave reduction of graphene oxide rationalized by reactive molecular dynamics.,” Nanoscale. 2017. link Times cited: 23 Abstract: Obtaining graphene (GRA) in industrial quantities is among t… read moreAbstract: Obtaining graphene (GRA) in industrial quantities is among the most urgent goals in today's nanotechnology. Elegant methods involve the oxidation of graphite with its subsequent solvent-assisted exfoliation. The reduction of graphene oxide (GO) is challenging leading to a highly-disordered oxygen-rich material. A particularly successful microwave-induced reduction of GO was reported recently (Science, 2016, 353, 1413-1416). We mimic the experiment by reactive molecular dynamics and establish the molecular mechanisms of reduction and their time scales as functions of temperature. We show that the rapid removal of oxygen groups achieved by microwave heating leaves GRA sheets intact. The epoxy groups are most stable within GO. They can rearrange into the carbonyl groups upon quick heating. It is important to avoid creating holes upon graphite oxidation. They cannot be healed easily and undermine GRA thermal stability and electronic properties. The edge oxygen groups cannot be removed by irradiation, but their effect is marginal on the properties of μm GRA sheets. We demonstrate that different oxygen groups are removed from GO at drastically different temperatures. Therefore, it is possible to obtain separate fractions, e.g. carbonyl-, hydroxyl- and carboxyl-free partially reduced GO. Our results guide the improvement of the GO reduction methods and can be tested directly by experiment. read less NOT USED (low confidence) Y. Deng and S. W. Cranford, “Thermal conductivity of 1D carbyne chains,” Computational Materials Science. 2017. link Times cited: 19 NOT USED (low confidence) B. Rai and Pradip, “Modeling self-assembly of surfactants at interfaces,” Current opinion in chemical engineering. 2017. link Times cited: 11 NOT USED (low confidence) Y. Long and J. Chen, “Theoretical Study of the Interfacial Force-Field, Thermodynamic Property, and Heat Stress for Plastic Bonded Explosives,” Journal of Physical Chemistry C. 2017. link Times cited: 12 Abstract: The force-fields across the TATB/(paraffin, fluoropolymer), … read moreAbstract: The force-fields across the TATB/(paraffin, fluoropolymer), RDX/TATB, RDX/graphite and fluoropolymer/graphite interfaces are obtained by first-principles calculations and parameter optimization. Based on them, the composite materials are simulated in atomistic scale, and a set of thermodynamic properties are calculated, including the heat capacity, thermal expansion coefficient, Gruneisen coefficient, isothermal curve, Hugoniot curve, pressure field, and tension field. We find that the thermal expansion coefficient difference across the explosive/additive interface induces interfacial tension in warming process, the interfacial tension induces positive pressure on the explosive particle, and the positive pressure restrains the thermal expansion of the composite material. A physical picture to describe the influence mechanism of the interface effect on the composite property is obtained. read less NOT USED (low confidence) C. M. Ashraf and A. V. van Duin, “Extension of the ReaxFF Combustion Force Field toward Syngas Combustion and Initial Oxidation Kinetics.,” The journal of physical chemistry. A. 2017. link Times cited: 170 Abstract: A detailed insight of key reactive events related to oxidati… read moreAbstract: A detailed insight of key reactive events related to oxidation and pyrolysis of hydrocarbon fuels further enhances our understanding of combustion chemistry. Though comprehensive kinetic models are available for smaller hydrocarbons (typically C3 or lower), developing and validating reaction mechanisms for larger hydrocarbons is a daunting task, due to the complexity of their reaction networks. The ReaxFF method provides an attractive computational method to obtain reaction kinetics for complex fuel and fuel mixtures, providing an accuracy approaching ab-initio-based methods but with a significantly lower computational expense. The development of the first ReaxFF combustion force field by Chenoweth et al. (CHO-2008 parameter set) in 2008 has opened new avenues for researchers to investigate combustion chemistry from the atomistic level. In this article, we seek to address two issues with the CHO-2008 ReaxFF description. While the CHO-2008 description has achieved significant popularity for studying large hydrocarbon combustion, it fails to accurately describe the chemistry of small hydrocarbon oxidation, especially conversion of CO2 from CO, which is highly relevant to syngas combustion. Additionally, the CHO-2008 description was obtained faster than expected H abstraction by O2 from hydrocarbons, thus underestimating the oxidation initiation temperature. In this study, we seek to systemically improve the CHO-2008 description and validate it for these cases. Additionally, our aim was to retain the accuracy of the 2008 description for larger hydrocarbons and provide similar quality results. Thus, we expanded the ReaxFF CHO-2008 DFT-based training set by including reactions and transition state structures relevant to the syngas and oxidation initiation pathways and retrained the parameters. To validate the quality of our force field, we performed high-temperature NVT-MD simulations to study oxidation and pyrolysis of four different hydrocarbon fuels, namely, syngas, methane, JP-10, and n-butylbenzene. Results obtained from syngas and methane oxidation simulation indicated that our redeveloped parameters (named as the CHO-2016 parameter set) has significantly improved the C1 chemistry predicted by ReaxFF and has solved the low-temperature oxidation initiation problem. Moreover, Arrhenius parameters of JP-10 decomposition and initiation mechanism pathways of n-butylbenzene pyrolysis obtained using the CHO-2016 parameter set are also in good agreement with both experimental and CHO-2008 simulation results. This demonstrated the transferability of the CHO-2016 description for a wide range of hydrocarbon chemistry. read less NOT USED (low confidence) J. Wen, T. Ma, W. Zhang, A. V. van Duin, and X. Lu, “Surface Orientation and Temperature Effects on the Interaction of Silicon with Water: Molecular Dynamics Simulations Using ReaxFF Reactive Force Field.,” The journal of physical chemistry. A. 2017. link Times cited: 19 Abstract: In this work, we use ReaxFF molecular dynamics simulations t… read moreAbstract: In this work, we use ReaxFF molecular dynamics simulations to investigate the interaction between water molecules and silicon surfaces with different orientations under ambient temperatures of 300 and 500 K. We studied the water adsorption and dissociation processes as well as the silicon oxidation process on the Si (100), (110), and (111) surfaces. The simulation results indicate that water can adsorb on the Si surfaces in the forms of molecular adsorption and dissociative adsorption, making the surfaces terminated by H2O, OH, and H species. The molecular adsorption of H2O dominates the (100) and (110) surfaces, whereas the dissociative adsorption dominates the (111) surface. Besides, the adsorbed hydroxyl oxygen can insert into the Si-Si bond of the substrate to make the surface oxidized, forming the Si-O-Si bonds. Our simulation results also indicate that the (100) surface is mostly terminated by H whereas (111) is mostly terminated by OH. The higher temperature causes more H2O to dissociate and also make all these surfaces more oxidized. Our results are consistent with most experiments. This study sheds lights on the wet oxidation process of Si and Si surface structure evolution in microelectromechanical systems as well as the Si chemical mechanical polishing process. read less NOT USED (low confidence) K. L. Joshi and S. Chaudhuri, “Extending atomistic scale chemistry to mesoscale model of condensed-phase deflagration.” 2017. link Times cited: 1 Abstract: Predictive simulations connecting chemistry that follow the … read moreAbstract: Predictive simulations connecting chemistry that follow the shock or thermal initiation of energetic materials to subsequent deflagration or detonation events is currently outside the realm of possibilities. Molecular dynamics and first-principles based dynamics have made progress in understanding reactions in picosecond to nanosecond time scale. Results from thermal ignition of different phases of RDX show a complex reaction network and emergence of a deterministic behavior for critical temperature before ignition and hot spot growth rates. The kinetics observed is dependent on the hot spot temperature, system size and thermal conductivity. For cases where ignition is observed, the incubation period is dominated by intermolecular and intramolecular hydrogen transfer reactions. The gradual temperature and pressure increase in the incubation period is accompanied by accumulation of heavier polyradicals. The challenge of connecting such chemistry in mesoscale simulations remain in reducing the complexity of... read less NOT USED (low confidence) E. Fahrenthold and J. Zhang, “Simulation for Explosive Sensing Materials Design.” 2017. link Times cited: 1 NOT USED (low confidence) Y. Tang and H. Zhang, “Theoretical understanding of bio-interfaces/bio-surfaces by simulation: A mini review,” Biosurface and Biotribology. 2016. link Times cited: 3 NOT USED (low confidence) Y. Jin, F. Duan, and X. Mu, “Functionalization enhancement on interfacial shear strength between graphene and polyethylene,” Applied Surface Science. 2016. link Times cited: 50 NOT USED (low confidence) S. Manzetti and O. Andersen, “A molecular dynamics study of nanoparticle-formation from bioethanol-gasoline blend emissions,” Fuel. 2016. link Times cited: 9 NOT USED (low confidence) A. Bharti and T. Banerjee, “Reactive force field simulation studies on the combustion behavior of n-octanol,” Fuel Processing Technology. 2016. link Times cited: 36 NOT USED (low confidence) M. Grujicic, J. Snipes, and S. Ramaswami, “A computational analysis of the utility of chemical reactions within protective structures in mitigating shockwave-impact effects,” Multidiscipline Modeling in Materials and Structures. 2016. link Times cited: 2 Abstract: Purpose
The purpose of this paper is to introduce a… read moreAbstract: Purpose
The purpose of this paper is to introduce and analyze a new blast-wave impact-mitigation concept using advanced computational methods and tools. The concept involves the use of a protective structure consisting of bimolecular reactants displaying a number of critical characteristics, including: a high level of thermodynamic stability under ambient conditions (to ensure a long shelf-life of the protective structure); the capability to undergo fast/large-yield chemical reactions under blast-impact induced shock-loading conditions; large negative activation and reaction volumes to provide effective attenuation of the pressure-dominated shockwave stress field through the volumetric-energy storing effects; and a large activation energy for efficient energy dissipation. The case of a particular bimolecular chemical reaction involving polyvinyl pyridine and cyclohexyl chloride as reactants and polyvinyl pyridinium ionic salt as the reaction product is analyzed.
Design/methodology/approach
Direct simulations of single planar shockwave propagations through the reactive mixture are carried out, and the structure of the shock front examined, as a function of the occurrence of the chemical reaction. To properly capture the shockwave-induced initiation of the chemical reactions during an impact event, all the calculations carried out in the present work involved the use of all-atom molecular-level equilibrium and non-equilibrium reactive molecular-dynamics simulations. In other words, atomic bonding is not pre-assigned, but is rather determined dynamically and adaptively using the concepts of the bond order and atomic valence.
Findings
The results obtained clearly reveal that when the chemical reactions are allowed to take place at the shock front and in the shockwave, the resulting shock front undergoes a considerable level of dispersion. Consequently, the (conserved) linear momentum is transferred (during the interaction of the protective-structure borne shockwaves with the protected structure) to the protected structure over a longer time period, while the peak loading experienced by the protected structure is substantially reduced.
Originality/value
To the authors’ knowledge, the present work is the first attempt to simulate shock-induced chemical reactions at the molecular level, for purposes of blast-mitigation. read less NOT USED (low confidence) Y. Shin, L. Gai, S. Raman, and A. V. van Duin, “Development of a ReaxFF Reactive Force Field for the Pt-Ni Alloy Catalyst.,” The journal of physical chemistry. A. 2016. link Times cited: 59 Abstract: We developed the ReaxFF force field for Pt/Ni/C/H/O interact… read moreAbstract: We developed the ReaxFF force field for Pt/Ni/C/H/O interactions, specifically targeted for heterogeneous catalysis application of the Pt-Ni alloy. The force field is trained using the DFT data for equations of state of Pt3Ni, PtNi3 and PtNi alloys, the surface energy of the PtxNi1-x(111) (x = 0.67-0.83), and binding energies of various atomic and molecular species (O, H, C, CH, CH2, CH3, CO, OH, and H2O) on these surfaces. The ReaxFF force field shows a Pt surface segregation at x ≥ 0.67 for the (111) surface and x ≥ 0.62 for the (100) surface in vacuum. In addition, from the investigation of the preferential alloy component of the adsorbates, it is expected that H and CH3 on the alloy surface to induce a segregation of Pt whereas the oxidation intermediates and products such as C, O, OH, H2O, CO, CH, and CH2 are found to induce Ni segregation. The relative order of binding strengths among adsorbates is a function of alloy composition and the force field is trained to describe the trend observed in DFT calculations, namely, H2 < H2O < CH3 ≈ O2 ≈ CO < OH < CH2 < C ≈ CH on Pt8Ni4, H2 < H2O < CO ≈ O2 < CH3 < OH < CH2 < CH < C on Pt9Ni3, and H2 < H2O < O2 < CO < CH3 < OH < CH2 < C ≈ CH on Pt10Ni2. Using this force field, we performed the grand-canonical Monte Carlo (GCMC) and molecular dynamics (MD) simulations for a Pt3Ni slab and a truncated cuboctahedral nanoparticle terminated by (111) and (100) faces, to examine the surface segregation trend under different gas environments. It is found that Pt segregates to the alloy surface when the surface is exposed to vacuum and/or H2 environment while Ni segregates under the O2 environment. These results suggest that the Pt/Ni alloy force field can be successfully used for the preparation of Pt-Ni nanobimetallic catalysts structure using GCMC and run MD simulations to investigate its role and the catalytic chemistry in catalytic oxidation, dehydrogenation and coupling reactions. The current Pt/Ni force field still is found to have difficulties in describing the observed segregation trend in Ni-rich alloy compositions (x < 0.6), suggesting the need for additional force field training and evaluation for its application to describe the characteristics and chemistry of Ni-rich alloys. read less NOT USED (low confidence) E. M. Redline, D. Bolintineanu, J. M. Lane, M. J. Stevens, T. M. Alam, and M. C. Celina, “Improved Mechanical Performance Fracture Properties and Reliability of Radical-Cured Thermosets.” 2016. link Times cited: 0 Abstract: The aim of this study was to alter polymerization chemistry … read moreAbstract: The aim of this study was to alter polymerization chemistry to improve network homogeneity in free-radical crosslinked systems. It was hypothesized that a reduction in heterogeneity of the network would lead to improved mechanical performance. Experiments and simulations were carried out to investigate the connection between polymerization chemistry, network structure and mechanical properties. Experiments were conducted on two different monomer systems the first is a single monomer system, urethane dimethacrylate (UDMA), and the second is a two-monomer system consisting of bisphenol A glycidyl dimethacrylate (BisGMA) and triethylene glycol dimethacrylate (TEGDMA) in a ratio of 70/30 BisGMA/TEGDMA by weight. The methacrylate systems were crosslinked using traditional radical polymerization (TRP) with azobisisobutyronitrile (AIBN) or benzoyl peroxide (BPO) as an initiator; TRP systems were used as the control. The monomers were also cross-linked using activator regenerated by electron transfer atom transfer radical polymerization (ARGET ATRP) as a type of controlled radical polymerization (CRP). FTIR and DSC were used to monitor reaction kinetics of the systems. The networks were analyzed using NMR, DSC, X-ray diffraction (XRD), atomic force microscopy (AFM), and small angle X-ray scattering (SAXS). These techniques were employed in an attempt to quantify differences between the traditional and controlled radical polymerizations. While a quantitative methodology for characterizing network morphology was not established, SAXS and AFM have shown some promising initial results. Additionally, differences in mechanical behavior were observed between traditional and controlled radical polymerized thermosets in the BisGMA/TEGDMA system but not in the UDMA materials; this finding may be the result of network ductility variations between the two materials. Coarse-grained molecular dynamics simulations employing a novel model of the CRP reaction were carried out for the UDMA system, with parameters calibrated read less NOT USED (low confidence) S. Wang, Y. Si, J. Yuan, B.-cheng Yang, and H. Chen, “Tunable thermal transport and mechanical properties of graphyne heterojunctions.,” Physical chemistry chemical physics : PCCP. 2016. link Times cited: 46 Abstract: By employing molecular dynamics simulations, a family of gra… read moreAbstract: By employing molecular dynamics simulations, a family of graphyne heterojunctions (GYHJs) made by two different graphynes (GYs) have been designed and prepared. The dependence of tunable properties of GYHJs, such as thermal conductivity, mechanical properties, interfacial thermal resistance and rectification, on the composition and type of GYHJs is determined. Upon changing the composition of a GYHJ, one can keep a constant value of its fracture strength (and/or Young's modulus), while tuning its thermal conductivity. The thermal conductivities of GYHJs in the zigzag direction are larger than those in the armchair direction, indicating GYHJs are anisotropic. By decreasing the percentage of γ-GY, the thermal conductivities of GYHJs γ-GY/6,6,12-GY/γ-GY and γ-GY/14-GY/γ-GY decrease linearly in the armchair direction, whereas they undergo three stages (first decrease, then keep a constant value, and finally increase) in the zigzag direction. Regarding the mechanical response, by increasing the percentage of the graphyne in the GYHJ which possesses smaller Young's modulus, the Young's modulus of the GYHJ decreases. These findings would provide significant insights into the potential applications of graphyne-family materials in nanodevices. read less NOT USED (low confidence) M. Molinari, A. Brukhno, S. C. Parker, and D. Spagnoli, “Force Field Application and Development.” 2016. link Times cited: 1 NOT USED (low confidence) W. Kuś, A. Mrózek, and T. Burczynski, “Memetic Optimization of Graphene-Like Materials on Intel PHI Coprocessor,” International Conference on Artificial Intelligence and Soft Computing. 2016. link Times cited: 4 NOT USED (low confidence) X. Li, V. Carravetta, C. Li, S. Monti, Ž. Rinkevičius, and H. Ågren, “Optical Properties of Gold Nanoclusters Functionalized with a Small Organic Compound: Modeling by an Integrated Quantum-Classical Approach.,” Journal of chemical theory and computation. 2016. link Times cited: 7 Abstract: Motivated by the growing importance of organometallic nanost… read moreAbstract: Motivated by the growing importance of organometallic nanostructured materials and nanoparticles as microscopic devices for diagnostic and sensing applications, and by the recent considerable development in the simulation of such materials, we here choose a prototype system - para-nitroaniline (pNA) on gold nanoparticles - to demonstrate effective strategies for designing metal nanoparticles with organic conjugates from fundamental principles. We investigated the motion, adsorption mode, and physical chemistry properties of gold-pNA particles, increasing in size, through classical molecular dynamics (MD) simulations in connection with quantum chemistry (QC) calculations. We apply the quantum mechanics-capacitance molecular mechanics method [Z. Rinkevicius et al. J. Chem. Theory Comput. 2014, 10, 989] for calculations of the properties of the conjugate nanoparticles, where time dependent density functional theory is used for the QM part and a capacitance-polarizability parametrization of the MM part, where induced dipoles and charges by metallic charge transfer are considered. Dispersion and short-range repulsion forces are included as well. The scheme is applied to one- and two-photon absorption of gold-pNA clusters increasing in size toward the nanometer scale. Charge imaging of the surface introduces red-shifts both because of altered excitation energy dependence and variation of the relative intensity of the inherent states making up for the total band profile. For the smaller nanoparticles the difference in the crystal facets are important for the spectral outcome which is also influenced by the surrounding MM environment. read less NOT USED (low confidence) A. Mlyniec, M. Ekiert, A. Morawska-Chochół, and T. Uhl, “Influence of density and environmental factors on decomposition kinetics of amorphous polylactide - Reactive molecular dynamics studies.,” Journal of molecular graphics & modelling. 2016. link Times cited: 13 NOT USED (low confidence) J. Pottel and N. Moitessier, “Efficient Transition State Modeling Using Molecular Mechanics Force Fields for the Everyday Chemist.” 2016. link Times cited: 0 NOT USED (low confidence) S. Roy and A. R. Akepati, “A Methodology for the Prediction of Fracture Properties in Polymer Nanocomposites.” 2016. link Times cited: 0 NOT USED (low confidence) A. J. Kocsis and S. W. Cranford, “Carbyne: A One-Dimensional Carbon Allotrope,” Carbon Nanomaterials Sourcebook. 2016. link Times cited: 3 NOT USED (low confidence) A. Ostadhossein, S.-Y. Kim, E. D. Cubuk, Y. Qi, and A. V. van Duin, “Atomic Insight into the Lithium Storage and Diffusion Mechanism of SiO2/Al2O3 Electrodes of Lithium Ion Batteries: ReaxFF Reactive Force Field Modeling.,” The journal of physical chemistry. A. 2016. link Times cited: 76 Abstract: Atomically deposited layers of SiO2 and Al2O3 have been reco… read moreAbstract: Atomically deposited layers of SiO2 and Al2O3 have been recognized as promising coating materials to buffer the volumetric expansion and capacity retention upon the chemo-mechanical cycling of the nanostructured silicon- (Si-) based electrodes. Furthermore, silica (SiO2) is known as a promising candidate for the anode of next-generation lithium ion batteries (LIBs) due to its superior specific charge capacity and low discharge potential similar to Si anodes. In order to describe Li-transport in mixed silica/alumina/silicon systems we developed a ReaxFF potential for Li-Si-O-Al interactions. Using this potential, a series of hybrid grand canonical Monte Carlo (GCMC) and molecular dynamic (MD) simulations were carried out to probe the lithiation behavior of silica structures. The Li transport through both crystalline and amorphous silica was evaluated using the newly optimized force field. The anisotropic diffusivity of Li in crystalline silica cases is demonstrated. The ReaxFF diffusion study also verifies the transferability of the new force field from crystalline to amorphous phases. Our simulation results indicates the capability of the developed force field to examine the energetics and kinetics of lithiation as well as Li transportation within the crystalline/amorphous silica and alumina phases and provide a fundamental understanding on the lithiation reactions involved in the Si electrodes covered by silica/alumina coating layers. read less NOT USED (low confidence) H. Heinz, “Adsorption of biomolecules and polymers on silicates, glasses, and oxides: mechanisms, predictions, and opportunities by molecular simulation,” Current opinion in chemical engineering. 2016. link Times cited: 24 NOT USED (low confidence) C. Tainter and G. Schatz, “Reactive Force Field Modeling of Zinc Oxide Nanoparticle Formation,” Journal of Physical Chemistry C. 2016. link Times cited: 11 Abstract: A ReaxFF reactive force field is developed and used for mole… read moreAbstract: A ReaxFF reactive force field is developed and used for molecular dynamics studies of reactions that occur when diethyl zinc is exposed to a graphene surface that has been functionalized with epoxide groups. From past experiments, it is known that these conditions lead to zinc oxide nanoparticle formation. Molecular dynamics simulations are used to provide atom-level detail into the nanoparticle formation process, including the mechanisms whereby oxygen is abstracted from the graphene surface, thus enabling condensation reactions in which multiple zinc-containing species form zinc oxide fragments and ultimately nanoparticles. Structural properties of the nanoparticles show nonstoichiometric zinc oxide structures with average coordination numbers of 3.6 around each zinc. Time-dependent density functional theory calculations show that the absorption spectra of these clusters are red-shifted by a few tenths of an electronvolt compared to that of a wurtzite crystal structure, representing transitions from oxy... read less NOT USED (low confidence) K. L. Joshi, M. Losada, and S. Chaudhuri, “Intermolecular Energy Transfer Dynamics at a Hot-Spot Interface in RDX Crystals.,” The journal of physical chemistry. A. 2016. link Times cited: 18 Abstract: The phonon mediated vibrational up-pumping mechanisms assume… read moreAbstract: The phonon mediated vibrational up-pumping mechanisms assume an intact lattice and climbing of a vibrational ladder using strongly correlated multiphonon dynamics under equilibrium or near-equilibrium conditions. Important dynamic processes far from-equilibrium in regions of large temperature gradient after the onset of decomposition reactions in energetic solids are relatively unknown. In this work, we present a classical molecular dynamics (MD) simulation-based study of such processes using a nonreactive and a reactive potential to study a fully reacted and unreacted zone in RDX (1,3,5-trinitro-1,3,5-triazocyclohexane) crystal under nonequilibrium conditions. The energy transfer rate is evaluated as a function of temperature difference between the reacted and unreacted regions, and for different widths and cross-sectional area of unreacted RDX layers. Vibrational up-pumping processes probed using velocity autocorrelation functions indicate that the mechanisms at high-temperature interfaces are quite different from the standard phonon-based models proposed in current literature. In particular, the up-pumping of high-frequency vibrations are seen in the presence of small molecule collisions at the hot-spot interface with strong contributions from bending modes. It also explains some major difference in the order of decomposition of C-N and N-N bonds as seen in recent literature on initiation chemistry. read less NOT USED (low confidence) H. Heinz and H. Ramezani-Dakhel, “Simulations of inorganic-bioorganic interfaces to discover new materials: insights, comparisons to experiment, challenges, and opportunities.,” Chemical Society reviews. 2016. link Times cited: 139 Abstract: Natural and man-made materials often rely on functional inte… read moreAbstract: Natural and man-made materials often rely on functional interfaces between inorganic and organic compounds. Examples include skeletal tissues and biominerals, drug delivery systems, catalysts, sensors, separation media, energy conversion devices, and polymer nanocomposites. Current laboratory techniques are limited to monitor and manipulate assembly on the 1 to 100 nm scale, time-consuming, and costly. Computational methods have become increasingly reliable to understand materials assembly and performance. This review explores the merit of simulations in comparison to experiment at the 1 to 100 nm scale, including connections to smaller length scales of quantum mechanics and larger length scales of coarse-grain models. First, current simulation methods, advances in the understanding of chemical bonding, in the development of force fields, and in the development of chemically realistic models are described. Then, the recognition mechanisms of biomolecules on nanostructured metals, semimetals, oxides, phosphates, carbonates, sulfides, and other inorganic materials are explained, including extensive comparisons between modeling and laboratory measurements. Depending on the substrate, the role of soft epitaxial binding mechanisms, ion pairing, hydrogen bonds, hydrophobic interactions, and conformation effects is described. Applications of the knowledge from simulation to predict binding of ligands and drug molecules to the inorganic surfaces, crystal growth and shape development, catalyst performance, as well as electrical properties at interfaces are examined. The quality of estimates from molecular dynamics and Monte Carlo simulations is validated in comparison to measurements and design rules described where available. The review further describes applications of simulation methods to polymer composite materials, surface modification of nanofillers, and interfacial interactions in building materials. The complexity of functional multiphase materials creates opportunities to further develop accurate force fields, including reactive force fields, and chemically realistic surface models, to enable materials discovery at a million times lower computational cost compared to quantum mechanical methods. The impact of modeling and simulation could further be increased by the advancement of a uniform simulation platform for organic and inorganic compounds across the periodic table and new simulation methods to evaluate system performance in silico. read less NOT USED (low confidence) D. B. Brommer, T. Giesa, D. I. Spivak, and M. Buehler, “Categorical prototyping: incorporating molecular mechanisms into 3D printing,” Nanotechnology. 2016. link Times cited: 8 Abstract: We apply the mathematical framework of category theory to ar… read moreAbstract: We apply the mathematical framework of category theory to articulate the precise relation between the structure and mechanics of a nanoscale system in a macroscopic domain. We maintain the chosen molecular mechanical properties from the nanoscale to the continuum scale. Therein we demonstrate a procedure to ‘protoype a model’, as category theory enables us to maintain certain information across disparate fields of study, distinct scales, or physical realizations. This process fits naturally with prototyping, as a prototype is not a complete product but rather a reduction to test a subset of properties. To illustrate this point, we use large-scale multi-material printing to examine the scaling of the elastic modulus of 2D carbon allotropes at the macroscale and validate our printed model using experimental testing. The resulting hand-held materials can be examined more readily, and yield insights beyond those available in the original digital representations. We demonstrate this concept by twisting the material, a test beyond the scope of the original model. The method developed can be extended to other methods of additive manufacturing. read less NOT USED (low confidence) M. Neek‐Amal, F. Peeters, I. Grigorieva, and A. Geim, “Commensurability Effects in Viscosity of Nanoconfined Water.,” ACS nano. 2016. link Times cited: 169 Abstract: The rate of water flow through hydrophobic nanocapillaries i… read moreAbstract: The rate of water flow through hydrophobic nanocapillaries is greatly enhanced as compared to that expected from macroscopic hydrodynamics. This phenomenon is usually described in terms of a relatively large slip length, which is in turn defined by such microscopic properties as the friction between water and capillary surfaces and the viscosity of water. We show that the viscosity of water and, therefore, its flow rate are profoundly affected by the layered structure of confined water if the capillary size becomes less than 2 nm. To this end, we study the structure and dynamics of water confined between two parallel graphene layers using equilibrium molecular dynamics simulations. We find that the shear viscosity is not only greatly enhanced for subnanometer capillaries, but also exhibits large oscillations that originate from commensurability between the capillary size and the size of water molecules. Such oscillating behavior of viscosity and, consequently, the slip length should be taken into account in designing and studying graphene-based and similar membranes for desalination and filtration. read less NOT USED (low confidence) A. Rahnamoun and A. Duin, “Study of thermal conductivity of ice clusters after impact deposition on the silica surfaces using the ReaxFF reactive force field.,” Physical chemistry chemical physics : PCCP. 2016. link Times cited: 5 Abstract: During aircraft or spacecraft missions, ice accumulates on d… read moreAbstract: During aircraft or spacecraft missions, ice accumulates on different parts of their surface elements. An important parameter affecting the ability to remove this ice from the surface is the heat transfer characteristics of the accumulated ice. The ice heat transfer is related to the process of ice formation and its density and internal structure. In this study we investigate the effects of the ice and silica structure and the ice cluster attachment mechanism to the silica surface on the thermal conductivity (TC) of the attached ice cluster using the ReaxFF reactive force field. The purpose of this study is to investigate the thermal transport in amorphous and crystalline ice after high-velocity deposition on the silica surfaces. A dual thermostat method has been applied for the calculation of TC values. The validity of this method has been verified by comparing the calculated values of TC for crystal and amorphous ice with available experimental values. Our calculations show that the TC values of both crystal and amorphous ice drop after deposition on the silica surfaces. This decrease in the TC is more significant for the ice deposition on suboxide silica surfaces. Furthermore, crystal ice shows higher TC values than amorphous ice after accumulation. However, when crystal ice impacts on the silica surface at 1 km s(-1) impact speed, the crystalline shape of the ice cluster is lost to a considerable level and the TC values obtained for the ice clusters in such cases are closer to amorphous ice TC values. We observed a decrease in the TC values when ionic species are added inside the ice clusters. read less NOT USED (low confidence) S. J. Pai, B. C. Yeo, and S. Han, “Development of the ReaxFFCBN reactive force field for the improved design of liquid CBN hydrogen storage materials.,” Physical chemistry chemical physics : PCCP. 2016. link Times cited: 15 Abstract: Liquid CBN (carbon-boron-nitrogen) hydrogen-storage material… read moreAbstract: Liquid CBN (carbon-boron-nitrogen) hydrogen-storage materials such as 3-methyl-1,2-BN-cyclopentane have the advantage of being easily accessible for use in current liquid-fuel infrastructure. To develop practical liquid CBN hydrogen-storage materials, it is of great importance to understand the reaction pathways of hydrogenation/dehydrogenation in the liquid phase, which are difficult to discover by experimental methods. Herein, we developed a reactive force field (ReaxFFCBN) from quantum mechanical (QM) calculations based on density functional theory for the storage of hydrogen in BN-substituted cyclic hydrocarbon materials. The developed ReaxFFCBN provides similar dehydrogenation pathways and energetics to those predicted by QM calculations. Moreover, molecular dynamics (MD) simulations with the developed ReaxFFCBN can predict the stability and dehydrogenation behavior of various liquid CBN hydrogen-storage materials. Our simulations reveal that a unimolecular dehydrogenation mechanism is preferred in liquid CBN hydrogen-storage materials. However, as the temperature in the simulation increases, the contribution of a bimolecular dehydrogenation mechanism also increases. Moreover, our ReaxFF MD simulations show that in terms of thermal stability and dehydrogenation kinetics, liquid CBN materials with a hexagonal structure are more suitable materials than those with a pentagonal structure. We expect that the developed ReaxFFCBN could be a useful protocol in developing novel liquid CBN hydrogen-storage materials. read less NOT USED (low confidence) C. Bauschlicher, J. Monk, and J. Lawson, “Failure of single phenolic chains and cross-links: Energetics, mechanisms, and alternative linker design,” Polymer. 2015. link Times cited: 5 NOT USED (low confidence) B. Saha, A. Furmanchuk, Y. Dzenis, and G. Schatz, “Multi-step mechanism of carbonization in templated polyacrylonitrile derived fibers: ReaxFF model uncovers origins of graphite alignment,” Carbon. 2015. link Times cited: 48 NOT USED (low confidence) S. Ben, J. Zhao, Y. Zhang, Y. Qin, and T. Rabczuk, “The interface strength and debonding for composite structures: Review and recent developments,” Composite Structures. 2015. link Times cited: 35 NOT USED (low confidence) J. D. Lile and S.-qin Zhou, “Theoretical modeling of the PEMFC catalyst layer: A review of atomistic methods,” Electrochimica Acta. 2015. link Times cited: 11 NOT USED (low confidence) Y. Fu, J. Michopoulos, and J. H. Song, “Dynamics response of polyethylene polymer nanocomposites to shock wave loading,” Journal of Polymer Science Part B. 2015. link Times cited: 24 Abstract: The shock response of polyethylene polymer modified by nanop… read moreAbstract: The shock response of polyethylene polymer modified by nanoparticles (NP) is investigated using a coarse-grained molecular dynamics simulation. The us-up Hugoniot analysis yields a linear relationship under the range of particle velocity investigated, in agreement with previous simulation and experimental results. NP addition improves the mechanical properties of the composites, as reflected by the increased Young's modulus and yield strength especially in the case of shorter chain length of polymer. This is directly related to the increased shock impedance with NP volume fraction, as demonstrated by the enhanced pressure in the shocked state, slightly reduced microscopic deformation, and increased shock velocity. The layered structure with alternate soft and hard regions, with NP addition only in the hard regions, leads to significantly enhanced microscopic deformation in the soft regions. It is also important that the shock impedance difference between the soft and hard region to be large enough to facilitate the energy absorption through plastic deformation in the soft regions. © 2015 Wiley Periodicals, Inc. J. Polym. Sci., Part B: Polym. Phys. 2015, 53, 1292–1302 read less NOT USED (low confidence) B. Chen, Z.-J. Diao, Y. Zhao, and X.-xun Ma, “A ReaxFF molecular dynamics (MD) simulation for the hydrogenation reaction with coal related model compounds,” Fuel. 2015. link Times cited: 22 NOT USED (low confidence) H. Han et al., “Functionalization mediates heat transport in graphene nanoflakes,” Nature Communications. 2015. link Times cited: 113 NOT USED (low confidence) A. Mrózek, W. Kuś, and T. Burczynski, “Nano level optimization of graphene allotropes by means of a hybrid parallel evolutionary algorithm,” Computational Materials Science. 2015. link Times cited: 19 NOT USED (low confidence) C. Chiu, T. Vogt, L. Zhao, A. Genest, and N. Rösch, “Structure and electronic properties of MoVO type mixed-metal oxides - a combined view by experiment and theory.,” Dalton transactions. 2015. link Times cited: 14 Abstract: In this review we address recent efforts from experimental a… read moreAbstract: In this review we address recent efforts from experimental and theoretical side to study MoVO-type mixed metal oxides (MMOs) and their properties. We illustrate how structures of MMOs have been evaluated using a large variety of experimental techniques, such as electron microscopy, neutron diffraction, and X-ray diffraction. Furthermore, we discuss the current view on structure-catalysis correlations, derived from recent experiments. In a second part, we examine useful tools of theoretical chemistry for exploring MoVO-type systems. We discuss the need for using hybrid DFT methods and we analyze how, in the context of MMOs studies, semi-local DFT approximations can encounter problems due to a notable self-interaction error when describing oxidic species and reactions on them. In addition, we discuss various aspects of the model that are important when attempting to map complex MMO systems. read less NOT USED (low confidence) Y. Long and J. Chen, “Systematic study of the reaction kinetics for HMX.,” The journal of physical chemistry. A. 2015. link Times cited: 29 Abstract: The reaction process of octahydro-1,3,5,7-tetranitro-1,3,5,7… read moreAbstract: The reaction process of octahydro-1,3,5,7-tetranitro-1,3,5,7-tetrazocine (HMX) in wide temperature and pressure ranges is simulated by molecular dynamics. A set of postprocessing programs is written to evaluate the intermediate molecules and chemical reactions. On the basis of these evaluations, the reaction rates, reactive Hugoniot curves, and detonation wave profile are calculated. The detonation velocity and detonation pressure are determined as 9984 m/s and 38.3349 GPa, in agreement with the experimental results, 9110 m/s and 39.5 GPa. The width of the reaction zone is 10 μm, and the main products are N2, H2O, and CO2. We find some molecules play an important role in intermediate reactions but are not exhibited in final products, such as N2O2, N2O5, and C3H3N3. read less NOT USED (low confidence) S. Zhou, F. Pei, and J. D. Lile, “Theoretical Modeling of Polymer Electrolyte Membranes.” 2015. link Times cited: 0 NOT USED (low confidence) L.-feng Xu, X. Wang, L. Qingmin, H. Xuwei, H. Shuai, and W. Gaoyong, “A ReaxFF-based molecular dynamics study of the pyrolysis mechanism of polyimide,” Polymer Degradation and Stability. 2015. link Times cited: 83 NOT USED (low confidence) A. J. Kocsis and S. W. Cranford, “Composing molecular music with carbon,” MRS Communications. 2015. link Times cited: 2 Abstract: What musical notes can a molecule play? Carbyne is a chain o… read moreAbstract: What musical notes can a molecule play? Carbyne is a chain of atoms that vibrates similar to an elastic string. Like the tuning of a guitar string, this vibration can be predicted based on length and tension. Using atomistic simulation, we determine the vibrational response of carbyne. We further produce audible notes, enabling specific musical composition with prescribed molecular conditions (pre-strain and length) and combine single chains into multi-chain systems to form molecular chords. Since the tension of a molecular chain is relatively low (read less NOT USED (low confidence) R. E. Roman, K. Kwan, and S. W. Cranford, “Mechanical properties and defect sensitivity of diamond nanothreads.,” Nano letters. 2015. link Times cited: 89 Abstract: One of the newest carbon allotropes synthesized are diamond … read moreAbstract: One of the newest carbon allotropes synthesized are diamond nanothreads. Using molecular dynamics, we determine the stiffness (850 GPa), strength (26.4 nN), extension (14.9%), and bending rigidity (5.35 × 10(-28) N·m(2)). The 1D nature of the nanothread results in a tenacity of 4.1 × 10(7) N·m/kg, exceeding nanotubes and graphene. As the thread consists of repeating Stone-Wales defects, through steered molecular dynamics (SMD), we explore the effect of defect density on the strength, stiffness, and extension of the system. read less NOT USED (low confidence) B. Koo, Y. Liu, A. Chattopadhyay, and L. L. Dai, “Multiscale Modeling of a Mechanophore-embedded Nanocomposite for Damage Initiation Detection.” 2015. link Times cited: 2 Abstract: This paper presents multiscale modeling of a mechanophore-em… read moreAbstract: This paper presents multiscale modeling of a mechanophore-embedded nanocomposite material for detection of damage initiation. Mechanophores are force-responsive functional units which allow for molecular-scale understanding of the local mechanical environment and can transform the material properties in response. Recently, a cyclobutane-based mechanophore embedded in a thermoset polymer matrix has been investigated for detecting damage precursors and tracking propagation in a thermoset polymeric matrix. Tris-(Cinnamoyloxymethyl)-Ethane (TCE) was used as fluorescent crack sensing additives in epoxy network polymer blends. The cyclobutane sensing units were produced by photodimerization of the C=C double bond in the cinnamoyl functional group of TCE. When the blended system undergoes crack formation and propagation, the cyclobutane units are mechanochemically cleaved to afford the monomeric structure. This structure is capable of strong fluorescence emission, indicating the location of the crack in the epoxy. This study aims at developing a mechanochemical reaction-based multiscale modeling framework to simulate the self-sensing phenomenon of TCE-embedded thermoset polymers. The methodology initiates at the atomistic level and connects the relevant length scales; ranging from mechanophore activation at the sub-molecular level to fluorescence intensity at the nano/microscale. A quantum theory-based method is incorporated to quantify the interatomic potential of the mechanophore under external force. Intermolecular force is estimated using molecular dynamics (MD) simulation by analyzing energy distribution in the epoxy/smart material network structure. A bond ordered potential-based MD simulation has been incorporated to simulate mechanophore activation, which is correlated to the fluorescence intensity of the mechanophore. The experimentally observed color change phenomena associated with damage initiation have also been interpreted using this quantum theory-based modeling framework. read less NOT USED (low confidence) L. Huang, K. Gubbins, L. Li, and X. Lu, “Water on titanium dioxide surface: a revisiting by reactive molecular dynamics simulations.,” Langmuir : the ACS journal of surfaces and colloids. 2014. link Times cited: 55 Abstract: The behavior of surface water, especially the adsorption and… read moreAbstract: The behavior of surface water, especially the adsorption and dissociation characteristics, is a key to understanding and promoting photocatalytic and biomedical applications of titanium dioxide materials. Using molecular dynamics simulations with the ReaxFF force field, we study the interactions between water and five different TiO2 surfaces that are of interest to both experiments and theoretical calculations. The results show that TiO2 surfaces demonstrate different reactivities for water dissociation [rutile (011) > TiO2-B (100) > anatase (001) > rutile (110)], and there is no water dissociation observed on the TiO2-B (001) surface. The simulations also reveal that the water dissociation and the TiO2 surface chemistry change, and the new surface Ti-OH and O-H functional groups affect the orientation of other near-surface water molecules. On the reactive surface, such as the rutile (110) surface, water dissociated and formed new Ti-OH and O-H bonds on the surface. Those functional groups enhanced the hydrogen bond networking with the near-surface water molecules and their configurations. On the nonreactive TiO2-B (001) surface where no molecular or dissociative water adsorption is observed, near-surface water can also form hydrogen bonds with surface oxygen atoms of TiO2, but their distance to the surface is longer than that on the rutile (011) surface. read less NOT USED (low confidence) S. Huygh, A. Bogaerts, A. Duin, and E. Neyts, “Development of a ReaxFF reactive force field for intrinsic point defects in titanium dioxide,” Computational Materials Science. 2014. link Times cited: 34 NOT USED (low confidence) S. Ben, J. Zhao, and T. Rabczuk, “A theoretical analysis of interface debonding for coated sphere with functionally graded interphase,” Composite Structures. 2014. link Times cited: 20 NOT USED (low confidence) A. Frijns, C. Rindt, and S. V. Gaastra-Nedea, “Modeling thermochemical reactions in thermal energy storage systems,” Advances in Thermal Energy Storage Systems. 2014. link Times cited: 15 Abstract: The focus of this chapter is mainly on molecular modeling te… read moreAbstract: The focus of this chapter is mainly on molecular modeling techniques for the hydration and dehydration (sorption and desorption) processes occurring in salt hydrates at the nano-scale. Modeling techniques such as density function theory, molecular dynamics and monte carlo are briefly introduced. Some attention is also given to micro- and macro-scale modeling techniques used at larger length scales, such as Mampel’s model and the continuum approach. Before introducing all the length (and time) scales involved when modeling a heat storage system, a qualitative description is given of the hydration and dehydration processes on the nano/micro-scale. read less NOT USED (low confidence) B. Zhang, A. V. van Duin, and J. Johnson, “Development of a ReaxFF reactive force field for tetrabutylphosphonium glycinate/CO2 mixtures.,” The journal of physical chemistry. B. 2014. link Times cited: 37 Abstract: Carbon dioxide interacts with the ionic liquid tetrabutylpho… read moreAbstract: Carbon dioxide interacts with the ionic liquid tetrabutylphosphonium glycinate, [P(C4)4][Gly], through both physical and chemical absorption. We present a parametrization of the ReaxFF force field for this system that accounts for both chemical and physical interactions. The parametrization was developed from an extensive training set including periodic density functional theory (DFT) calculations of reaction pathways between CO2 and the anion [Gly](-) in the condensed phase, condensed-phase molecular dynamics (MD) configurations, gas-phase CO2-anion and CO2-cation interactions, and gas-phase cluster calculations for intra-ion interactions. The optimized ReaxFF parameters capture the essential features of both physical and chemical interactions between CO2 and [P(C4)4][Gly] as compared with experiments, van der Waals-corrected DFT calculations, or, in the case of physical interactions, classical force field calculations. The probability distributions of the distance between C (from CO2) and N (from the anion) and the CO2 bend angles calculated from MD simulations with the optimized ReaxFF force field are in good general agreement with those from DFT-based MD simulations. We predict that the density of CO2/[P(C4)4][Gly] mixtures increases with increasing CO2 concentration up to at least 50 mol % CO2. We attribute the significant increase in density to the small effective volume occupied by chemically bound CO2 in the mixture. The predicted increase in density may be tested experimentally. read less NOT USED (low confidence) Y. Liu and Z. Xu, “Multimodal and self-healable interfaces enable strong and tough graphene-derived materials,” Journal of The Mechanics and Physics of Solids. 2014. link Times cited: 54 NOT USED (low confidence) M. Cho and S. Yang, “Multiscale Modeling of Polymer–Nanotube Nanocomposites.” 2014. link Times cited: 3 NOT USED (low confidence) B. Wang, K. R. Yang, X. Xu, M. Isegawa, H. R. Leverentz, and D. Truhlar, “Quantum mechanical fragment methods based on partitioning atoms or partitioning coordinates.,” Accounts of chemical research. 2014. link Times cited: 23 Abstract: Conspectus The development of more efficient and more accura… read moreAbstract: Conspectus The development of more efficient and more accurate ways to represent reactive potential energy surfaces is a requirement for extending the simulation of large systems to more complex systems, longer-time dynamical processes, and more complete statistical mechanical sampling. One way to treat large systems is by direct dynamics fragment methods. Another way is by fitting system-specific analytic potential energy functions with methods adapted to large systems. Here we consider both approaches. First we consider three fragment methods that allow a given monomer to appear in more than one fragment. The first two approaches are the electrostatically embedded many-body (EE-MB) expansion and the electrostatically embedded many-body expansion of the correlation energy (EE-MB-CE), which we have shown to yield quite accurate results even when one restricts the calculations to include only electrostatically embedded dimers. The third fragment method is the electrostatically embedded molecular tailoring approach (EE-MTA), which is more flexible than EE-MB and EE-MB-CE. We show that electrostatic embedding greatly improves the accuracy of these approaches compared with the original unembedded approaches. Quantum mechanical fragment methods share with combined quantum mechanical/molecular mechanical (QM/MM) methods the need to treat a quantum mechanical fragment in the presence of the rest of the system, which is especially challenging for those parts of the rest of the system that are close to the boundary of the quantum mechanical fragment. This is a delicate matter even for fragments that are not covalently bonded to the rest of the system, but it becomes even more difficult when the boundary of the quantum mechanical fragment cuts a bond. We have developed a suite of methods for more realistically treating interactions across such boundaries. These methods include redistributing and balancing the external partial atomic charges and the use of tuned fluorine atoms for capping dangling bonds, and we have shown that they can greatly improve the accuracy. Finally we present a new approach that goes beyond QM/MM by combining the convenience of molecular mechanics with the accuracy of fitting a potential function to electronic structure calculations on a specific system. To make the latter practical for systems with a large number of degrees of freedom, we developed a method to interpolate between local internal-coordinate fits to the potential energy. A key issue for the application to large systems is that rather than assigning the atoms or monomers to fragments, we assign the internal coordinates to reaction, secondary, and tertiary sets. Thus, we make a partition in coordinate space rather than atom space. Fits to the local dependence of the potential energy on tertiary coordinates are arrayed along a preselected reaction coordinate at a sequence of geometries called anchor points; the potential energy function is called an anchor points reactive potential. Electrostatically embedded fragment methods and the anchor points reactive potential, because they are based on treating an entire system by quantum mechanical electronic structure methods but are affordable for large and complex systems, have the potential to open new areas for accurate simulations where combined QM/MM methods are inadequate. read less NOT USED (low confidence) F. Castro-Marcano, M. F. Russo, A. Duin, and J. Mathews, “Pyrolysis of a large-scale molecular model for Illinois no. 6 coal using the ReaxFF reactive force field,” Journal of Analytical and Applied Pyrolysis. 2014. link Times cited: 122 NOT USED (low confidence) T. Schönfelder, J. Friedrich, J. Prehl, S. Seeger, S. Spange, and K. Hoffmann, “Reactive force field for electrophilic substitution at an aromatic system in twin polymerization,” Chemical Physics. 2014. link Times cited: 13 NOT USED (low confidence) P. A. Autreto, J. M. Sousa, and D. Galvão, “Site-dependent hydrogenation on graphdiyne,” Carbon. 2014. link Times cited: 43 NOT USED (low confidence) T. Cheng, A. Jaramillo-Botero, W. A. Goddard, and H. Sun, “Adaptive accelerated ReaxFF reactive dynamics with validation from simulating hydrogen combustion.,” Journal of the American Chemical Society. 2014. link Times cited: 7 Abstract: We develop here the methodology for dramatically acceleratin… read moreAbstract: We develop here the methodology for dramatically accelerating the ReaxFF reactive force field based reactive molecular dynamics (RMD) simulations through use of the bond boost concept (BB), which we validate here for describing hydrogen combustion. The bond order, undercoordination, and overcoordination concepts of ReaxFF ensure that the BB correctly adapts to the instantaneous configurations in the reactive system to automatically identify the reactions appropriate to receive the bond boost. We refer to this as adaptive Accelerated ReaxFF Reactive Dynamics or aARRDyn. To validate the aARRDyn methodology, we determined the detailed sequence of reactions for hydrogen combustion with and without the BB. We validate that the kinetics and reaction mechanisms (that is the detailed sequences of reactive intermediates and their subsequent transformation to others) for H2 oxidation obtained from aARRDyn agrees well with the brute force reactive molecular dynamics (BF-RMD) at 2498 K. Using aARRDyn, we then extend our simulations to the whole range of combustion temperatures from ignition (798 K) to flame temperature (2998K), and demonstrate that, over this full temperature range, the reaction rates predicted by aARRDyn agree well with the BF-RMD values, extrapolated to lower temperatures. For the aARRDyn simulation at 798 K we find that the time period for half the H2 to form H2O product is ∼538 s, whereas the computational cost was just 1289 ps, a speed increase of ∼0.42 trillion (10(12)) over BF-RMD. In carrying out these RMD simulations we found that the ReaxFF-COH2008 version of the ReaxFF force field was not accurate for such intermediates as H3O. Consequently we reoptimized the fit to a quantum mechanics (QM) level, leading to the ReaxFF-OH2014 force field that was used in the simulations. read less NOT USED (low confidence) J. Behler, “Representing potential energy surfaces by high-dimensional neural network potentials,” Journal of Physics: Condensed Matter. 2014. link Times cited: 293 Abstract: The development of interatomic potentials employing artifici… read moreAbstract: The development of interatomic potentials employing artificial neural networks has seen tremendous progress in recent years. While until recently the applicability of neural network potentials (NNPs) has been restricted to low-dimensional systems, this limitation has now been overcome and high-dimensional NNPs can be used in large-scale molecular dynamics simulations of thousands of atoms. NNPs are constructed by adjusting a set of parameters using data from electronic structure calculations, and in many cases energies and forces can be obtained with very high accuracy. Therefore, NNP-based simulation results are often very close to those gained by a direct application of first-principles methods. In this review, the basic methodology of high-dimensional NNPs will be presented with a special focus on the scope and the remaining limitations of this approach. The development of NNPs requires substantial computational effort as typically thousands of reference calculations are required. Still, if the problem to be studied involves very large systems or long simulation times this overhead is regained quickly. Further, the method is still limited to systems containing about three or four chemical elements due to the rapidly increasing complexity of the configuration space, although many atoms of each species can be present. Due to the ability of NNPs to describe even extremely complex atomic configurations with excellent accuracy irrespective of the nature of the atomic interactions, they represent a general and therefore widely applicable technique, e.g. for addressing problems in materials science, for investigating properties of interfaces, and for studying solvation processes. read less NOT USED (low confidence) V. V. Singh et al., “High thermal conductivity of chain-oriented amorphous polythiophene.,” Nature nanotechnology. 2014. link Times cited: 296 NOT USED (low confidence) A. Rahnamoun and A. V. van Duin, “Reactive molecular dynamics simulation on the disintegration of Kapton, POSS polyimide, amorphous silica, and teflon during atomic oxygen impact using the ReaxFF reactive force-field method.,” The journal of physical chemistry. A. 2014. link Times cited: 82 Abstract: Atomic oxygen (AO) is the most abundant element in the low E… read moreAbstract: Atomic oxygen (AO) is the most abundant element in the low Earth orbit (LEO). It is the result of the dissociation of molecular oxygen by ultraviolet radiation from the sun. In the LEO, it collides with the materials used on spacecraft surfaces and causes degradation of these materials. The degradation of the materials on the surface of spacecrafts at LEO has been a significant problem for a long time. Kapton polyimide, polyhedral oligomeric silsesquioxane (POSS), silica, and Teflon are the materials extensively used in spacecraft industry, and like many other materials used in spacecraft industry, AO collision degradation is an important issue in their applications on spacecrafts. To investigate the surface chemistry of these materials in exposure to space AO, a computational chemical evaluation of the Kapton polyimide, POSS, amorphous silica, and Teflon was performed in separate simulations under similar conditions. For performing these simulations, the ReaxFF reactive force-field program was used, which provides the computational speed required to perform molecular dynamics (MD) simulations on system sizes sufficiently large to describe the full chemistry of the reactions. Using these simulations, the effects of AO impact on different materials and the role of impact energies, the content of material, and temperature of material on the behavior of the materials are studied. The ReaxFF results indicate that Kapton is less resistant than Teflon toward AO damage. These results are in good agreement with experiment. These simulations indicate that the amorphous silica shows the highest stability among these materials before the start of the highly exothermic silicon oxidation. We have verified that adding silicon to the bulk of the Kapton structure enhances the stability of the Kapton against AO impact. Our canonical MD simulations demonstrate that an increase in the heat transfer in materials during AO impact can provide a considerable decrease in the disintegration of the material. This effect is especially relevant in silica AO collision. Considerable experimental efforts have been undertaken to minimize such AO-based degradations. As our simulations demonstrate, ReaxFF can provide a cost-effective screening tool for future material optimization. read less NOT USED (low confidence) K. V. Popov and V. D. Knyazev, “Molecular dynamics simulation of C-C bond scission in polyethylene and linear alkanes: effects of the condensed phase.,” The journal of physical chemistry. A. 2014. link Times cited: 8 Abstract: The reaction of C-C bond scission in polyethylene chains of … read moreAbstract: The reaction of C-C bond scission in polyethylene chains of various lengths was studied using molecular dynamics under the conditions of vacuum and condensed phase (polymer melt). A method of assigning meaningful rate constant values to condensed-phase bond scission reactions based on a kinetic mechanism accounting for dissociation, reverse recombination, and diffusional separation of fragments was developed. The developed method accounts for such condensed-phase phenomena as cage effects and diffusion of the decay products away from the reaction site. The results of C-C scission simulations indicate that per-bond rate constants decrease by an order of magnitude as the density of the system increases from vacuum to the normal density of a polyethylene melt. Additional calculations were performed to study the dependence of the rate constant on the length of the polymer chain under the conditions of the condensed phase. The calculations demonstrate that the rate constant is independent of the degree of polymerization if polyethylene samples of different lengths are kept at the same pressure. However, if instead molecular systems of different polyethylene chain lengths decompose under the conditions of the same density, shorter chains result in higher pressures and lower rate constants. The observed effect is attributed to a higher degree of molecular crowding (lower fraction of free intermolecular space available for molecular motion) in the case of shorter molecules. read less NOT USED (low confidence) T.-R. Shan, A. V. van Duin, and A. Thompson, “Development of a ReaxFF reactive force field for ammonium nitrate and application to shock compression and thermal decomposition.,” The journal of physical chemistry. A. 2014. link Times cited: 28 Abstract: We have developed a new ReaxFF reactive force field parametr… read moreAbstract: We have developed a new ReaxFF reactive force field parametrization for ammonium nitrate. Starting with an existing nitramine/TATB ReaxFF parametrization, we optimized it to reproduce electronic structure calculations for dissociation barriers, heats of formation, and crystal structure properties of ammonium nitrate phases. We have used it to predict the isothermal pressure-volume curve and the unreacted principal Hugoniot states. The predicted isothermal pressure-volume curve for phase IV solid ammonium nitrate agreed with electronic structure calculations and experimental data within 10% error for the considered range of compression. The predicted unreacted principal Hugoniot states were approximately 17% stiffer than experimental measurements. We then simulated thermal decomposition during heating to 2500 K. Thermal decomposition pathways agreed with experimental findings. read less NOT USED (low confidence) G. Odegard, B. D. Jensen, S. Gowtham, J. Wu, J. He, and Z. Zhang, “Predicting Thermo-Mechanical Response of Crosslinked Epoxy using ReaxFF.” 2014. link Times cited: 0 NOT USED (low confidence) T. Pan, “RETRACTED: Coniferyl-alcohol lignin as a bio-antioxidant for petroleum asphalt: A quantum chemistry based atomistic study,” Fuel. 2013. link Times cited: 9 NOT USED (low confidence) Z.-J. Diao, Y. Zhao, B. Chen, C. Duan, and S. Song, “ReaxFF reactive force field for molecular dynamics simulations of epoxy resin thermal decomposition with model compound,” Journal of Analytical and Applied Pyrolysis. 2013. link Times cited: 87 NOT USED (low confidence) A. Ganoth, Y. Tsfadia, and R. Wiener, “Ubiquitin: molecular modeling and simulations.,” Journal of molecular graphics & modelling. 2013. link Times cited: 17 NOT USED (low confidence) C. Bauschlicher, T. Qi, E. Reed, A. Lenfant, J. Lawson, and T. Desai, “Comparison of ReaxFF, DFTB, and DFT for phenolic pyrolysis. 2. Elementary reaction paths.,” The journal of physical chemistry. A. 2013. link Times cited: 46 Abstract: Reaction paths for the loss of CO, H2, and H2O from atomisti… read moreAbstract: Reaction paths for the loss of CO, H2, and H2O from atomistic models of phenolic resin are determined using the hybrid B3LYP approach. B3LYP energetics are confirmed using CCSD(T). The energetics along the B3LYP paths are also evaluated using the PW91 generalized gradient approximation (GGA), the more approximate self-consistent charge density functional tight binding (SCC-DFTB), and the reactive force field (ReaxFF). Compared with the CCSD(T)/cc-pVTZ level for bond and reaction energies and barrier heights, the B3LYP, PW91, DFTB(mio), DFTB(pbc), and ReaxFF have average absolute errors of 3.8, 5.1, 17.4, 13.2, and 19.6 kcal/mol, respectively. The PW91 is only slightly less accurate than the B3LYP approach, while the more approximate approaches yield somewhat larger errors. The SCC-DFTB paths are in better agreement with B3LYP than are those obtained with ReaxFF. read less NOT USED (low confidence) T. Pan, Q. Yu, and S. Lloyd, “Retracted: Quantum-Chemistry–Based Study of Beech-Wood Lignin as an Antioxidant of Petroleum Asphalt,” Journal of Materials in Civil Engineering. 2013. link Times cited: 7 Abstract: AbstractOxidative hardening or aging of asphalt binder can l… read moreAbstract: AbstractOxidative hardening or aging of asphalt binder can lead to increase in viscosity, separation of components, loss of cohesion and adhesion, and eventually the degraded engineering performances. A common practice to minimize asphalt aging has been to use chemical additives or modifiers as antioxidants. The current state of knowledge in asphalt oxidation and antioxidant evaluation concentrates on monitoring the degradation in asphalt’s physical properties, mainly the viscosity and ductility. Such practices although satisfying direct engineering needs does not contribute to the fundamental understanding of the asphalt aging and antiaging mechanisms. As such, this study was initiated to study the antioxidation mechanisms of bio-based additives, using the beech-wood lignin as an example, by developing a quantum-chemistry based chemophysical environment in which the various chemical reactions among asphalt components, antioxidative ingredients and oxygen molecules, as well as the incurred physical change... read less NOT USED (low confidence) R. Abolfath, D. Carlson, Z. Chen, and R. Nath, “A molecular dynamics simulation of DNA damage induction by ionizing radiation,” Physics in Medicine and Biology. 2013. link Times cited: 47 Abstract: We present a multi-scale simulation of the early stage of DN… read moreAbstract: We present a multi-scale simulation of the early stage of DNA damages by the indirect action of hydroxyl (•OH) free radicals generated by electrons and protons. The computational method comprises of interfacing the Geant4-DNA Monte Carlo with ReaxFF molecular dynamics software. A clustering method was employed to map the coordinates of •OH-radicals extracted from the ionization-track-structures onto nano-meter simulation voxels filled with DNA and water molecules. The molecular dynamics simulation provides the time-evolution and chemical reactions in individual simulation voxels as well as the energy–landscape accounted for the DNA–•OH chemical reaction that is essential for the first-principle enumeration of hydrogen abstractions, chemical bond breaks, and DNA-lesions induced by collection of ions in clusters less than the critical dimension which is approximately 2–3 Å. We show that the formation of broken bonds leads to DNA-base and backbone damages that collectively propagate to DNA single and double-strand breaks. For illustration of the methodology, we focused on particles with an initial energy of 1 MeV. Our studies reveal a qualitative difference in DNA damage induced by low energy electrons and protons. Electrons mainly generate small pockets of •OH-radicals, randomly dispersed in the cell volume. In contrast, protons generate larger clusters along a straight-line parallel to the direction of the particle. The ratio of the total DNA double-strand breaks induced by a single proton and electron track is determined to be ≈4 in the linear scaling limit. In summary, we have developed a multi-scale computational model based on first-principles to study the interaction of ionizing radiation with DNA molecules. The main advantage of our hybrid Monte Carlo approach using Geant4-DNA and ReaxFF is the multi-scale simulation of the cascade of both physical and chemical events which result in the formation of biological damage. The tool developed in this work can be used in the future to investigate the relative biological effectiveness of light and heavy ions that are used in radiotherapy. read less NOT USED (low confidence) T. Liang et al., “Classical atomistic simulations of surfaces and heterogeneous interfaces with the charge-optimized many body (COMB) potentials,” Materials Science & Engineering R-reports. 2013. link Times cited: 207 NOT USED (low confidence) S. Monti et al., “Exploring the conformational and reactive dynamics of biomolecules in solution using an extended version of the glycine reactive force field.,” Physical chemistry chemical physics : PCCP. 2013. link Times cited: 102 Abstract: In order to describe possible reaction mechanisms involving … read moreAbstract: In order to describe possible reaction mechanisms involving amino acids, and the evolution of the protonation state of amino acid side chains in solution, a reactive force field (ReaxFF-based description) for peptide and protein simulations has been developed as an expansion of the previously reported glycine parameters. This expansion consists of adding to the training set more than five hundred molecular systems, including all the amino acids and some short peptide structures, which have been investigated by means of quantum mechanical calculations. The performance of this ReaxFF protein force field on a relatively short time scale (500 ps) is validated by comparison with classical non-reactive simulations and experimental data of well characterized test cases, comprising capped amino acids, peptides, and small proteins, and reaction mechanisms connected to the pharmaceutical sector. A good agreement of ReaxFF predicted conformations and kinetics with reference data is obtained. read less NOT USED (low confidence) I. Jacobs et al., “Conformational studies of ligand-template assemblies and the consequences for encapsulation of rhodium complexes and hydroformylation catalysis,” Catalysis Science & Technology. 2013. link Times cited: 12 Abstract: The second coordination sphere around a transition metal cat… read moreAbstract: The second coordination sphere around a transition metal catalyst can contribute to the activity and selectivity that it displays. In this paper we present encapsulated catalysts using a template-ligand assembly strategy based on Zn(II)salphen building blocks, and show that these have significantly different properties in catalysis than previously reported Zn(II)porphyrin-based analogues. The conformational properties of tris-Zn(II)salphen-based capsular catalysts were examined by a combination of solid state and solution phase analytical methods, as well as computational techniques. We found that as a result of the ability of the salphen-based capsules to adopt different conformations compared to porphyrin-based capsules, less stringent constraints are enforced to the catalytic centre, resulting in different catalyst selectivities displayed by the rhodium complexes enclosed. read less NOT USED (low confidence) T. Liang et al., “Reactive Potentials for Advanced Atomistic Simulations,” Materials Research-ibero-american Journal of Materials. 2013. link Times cited: 180 Abstract: This article reviews recent advances in the development of r… read moreAbstract: This article reviews recent advances in the development of reactive empirical force fields or potentials. In particular, we compare two widely used reactive potentials with variable-charge schemes that are desirable for multicomponent or multifunctional systems: the ReaxFF (reactive force field) and charge-optimized many-body (COMB) potentials. Several applications of these approaches in atomistic simulations that involve metal-based heterogeneous systems are also discussed. read less NOT USED (low confidence) S.-Y. Kim and A. V. van Duin, “Simulation of titanium metal/titanium dioxide etching with chlorine and hydrogen chloride gases using the ReaxFF reactive force field.,” The journal of physical chemistry. A. 2013. link Times cited: 22 Abstract: In this study, a new ReaxFF reactive force field has been de… read moreAbstract: In this study, a new ReaxFF reactive force field has been developed to describe reactions in Ti/O/Cl/H materials. This force field was applied to etching simulations for titanium metal and titanium dioxide with chlorine and hydrogen chloride gases. The ReaxFF force field parameters are fitted against a quantum mechanical (QM) training set containing structures and energies related to bond dissociations, angle and dihedral distortions, and reactions between titanium and chlorine gases as well as heats of formation of TiClx crystals. These newly developed Ti-Cl force field parameters were combined with a recently developed Ti-O-H force field. ReaxFF accurately reproduces the QM training set for structures and energetics of small clusters and TiClx crystals. In the etching simulations, titanium and titanium dioxide slab models with chlorine and hydrogen chloride gases were used in molecular dynamics simulations. The etching ratio between HCl and Cl2 are compared to experimental results, and satisfactory results are obtained, indicating that this ReaxFF extension provides a useful tool for studying the atomistic-scale details of the etching process. read less NOT USED (low confidence) S.-Y. Kim, N. Kumar, P. Persson, J. Sofo, A. V. van Duin, and J. Kubicki, “Development of a ReaxFF reactive force field for titanium dioxide/water systems.,” Langmuir : the ACS journal of surfaces and colloids. 2013. link Times cited: 88 Abstract: A new ReaxFF reactive force field has been developed to desc… read moreAbstract: A new ReaxFF reactive force field has been developed to describe reactions in the Ti-O-H system. The ReaxFF force field parameters have been fitted to a quantum mechanical (QM) training set containing structures and energies related to bond dissociation energies, angle and dihedral distortions, and reactions between water and titanium dioxide, as well as experimental crystal structures, heats of formation, and bulk modulus data. Model configurations for the training set were based on DFT calculations on molecular clusters and periodic systems (both bulk crystals and surfaces). ReaxFF reproduces accurately the QM training set for structures and energetics of small clusters. ReaxFF also describes the relative energetics for rutile, brookite, and anatase. The results of ReaxFF match reasonably well with those of QM for water binding energies, surface energies, and H2O dissociation energy barriers. To validate this ReaxFF description, we have compared its performance against DFT/MD simulations for 1 and 3 monolayers of water interacting with a rutile (110) surface. We found agreement within a 10% error between the DFT/MD and ReaxFF water dissociation levels for both coverages. read less NOT USED (low confidence) E. Iype, M. Hütter, A. Jansen, S. S. Nedea, and C. Rindt, “Parameterization of a reactive force field using a Monte Carlo algorithm,” Journal of Computational Chemistry. 2013. link Times cited: 79 Abstract: Parameterization of a molecular dynamics force field is esse… read moreAbstract: Parameterization of a molecular dynamics force field is essential in realistically modeling the physicochemical processes involved in a molecular system. This step is often challenging when the equations involved in describing the force field are complicated as well as when the parameters are mostly empirical. ReaxFF is one such reactive force field which uses hundreds of parameters to describe the interactions between atoms. The optimization of the parameters in ReaxFF is done such that the properties predicted by ReaxFF matches with a set of quantum chemical or experimental data. Usually, the optimization of the parameters is done by an inefficient single‐parameter parabolic‐search algorithm. In this study, we use a robust metropolis Monte‐Carlo algorithm with simulated annealing to search for the optimum parameters for the ReaxFF force field in a high‐dimensional parameter space. The optimization is done against a set of quantum chemical data for MgSO4 hydrates. The optimized force field reproduced the chemical structures, the equations of state, and the water binding curves of MgSO4 hydrates. The transferability test of the ReaxFF force field shows the extend of transferability for a particular molecular system. This study points out that the ReaxFF force field is not indefinitely transferable. © 2013 Wiley Periodicals, Inc. read less NOT USED (low confidence) B. Narayanan et al., “Carbon monoxide-induced reduction and healing of graphene oxide,” Journal of Vacuum Science and Technology. 2013. link Times cited: 17 Abstract: Graphene oxide holds promise as a carbon-based nanomaterial … read moreAbstract: Graphene oxide holds promise as a carbon-based nanomaterial that can be produced inexpensively in large quantities. However, its structural and electrical properties remain far from those of the graphene sheets obtained by mechanical exfoliation or by chemical vapor deposition—unless efficient reduction methods that preserve the integrity of the parent carbon-network structure are found. Here, the authors use molecular dynamics and density functional theory calculations to show that the oxygen from the main functional groups present on graphene oxide sheets is removed by the reducing action of carbon monoxide; the energy barriers for reduction by CO are very small and easily overcome at low temperatures. Infrared and Raman spectroscopy experiments confirm the reduction in CO atmosphere and also reveal a strong tendency for CO to heal vacancies in the carbon network. Our results show that reduced graphene oxide with superior properties can be obtained through reduction in CO atmosphere. read less NOT USED (low confidence) A. Asthana and D. Wheeler, “A polarizable reactive force field for water to enable molecular dynamics simulations of proton transport.,” The Journal of chemical physics. 2013. link Times cited: 6 Abstract: A new polarizable water model is developed for molecular dyn… read moreAbstract: A new polarizable water model is developed for molecular dynamics (MD) simulations of the proton transport process. The interatomic potential model has three important submodels corresponding to electrostatic interactions, making and breaking of covalent bonds, and treatment of electron exchange and correlation through a van der Waals potential. A polarizable diffuse charge density function was used to describe Coulombic interactions between atoms. Most of the model parameters were obtained from ab initio data for a lone water molecule. Molecules respond realistically to their electrochemical environment by the use of coupled fluctuating charge and fluctuating dipole dynamics, which controlled the charge density. The main purpose of the work is to develop a general model and framework for future studies, though some validation work was performed here. We applied the model to a MD simulation study of bulk properties of liquid water at room temperature and model gave good agreement with thermodynamic and transport properties at the same conditions. The model was then applied to a preliminary study of proton transfer, in which multiple proton transfer events were observed, though the rate of proton transfer was under-predicted by a factor of 5. read less NOT USED (low confidence) W.-J. Yin et al., “R-graphyne: a new two-dimension carbon allotrope with versatile Dirac-like point in nanoribbons,” arXiv: Mesoscale and Nanoscale Physics. 2013. link Times cited: 103 Abstract: A novel two-dimensional carbon allotrope, rectangular graphy… read moreAbstract: A novel two-dimensional carbon allotrope, rectangular graphyne (R-graphyne) with tetra-rings and acetylenic linkages, is proposed by first-principles calculations. Although the bulk R-graphyne exhibits metallic property, the nanoribbons of R-graphyne show distinct electronic structures from the bulk. The most intriguing feature is that band gaps of R-graphene nanoribbons oscillate between semiconductor and metal as a function of width. Particularly, the zigzag edge nanoribbons with half-integer repeating unit cell exhibits unexpected Dirac-like fermions in the band structures. The Dirac-like fermions of the R-graphyne nanoribbons originate from the central symmetry and two sub-lattices. The extraordinary properties of R-graphene nanoribbons greatly expand our understanding on the origin of Dirac-like point. Such findings uncover a novel fascinating property of nanoribbons, which may have broad potential applications for carbon-based nano-size electronic devices. read less NOT USED (low confidence) A. Gouissem, W. Fan, A. Duin, and P. Sharma, “A reactive force-field for Zirconium and Hafnium Di-Boride,” Computational Materials Science. 2013. link Times cited: 8 NOT USED (low confidence) A. Kaledin, A. V. van Duin, C. Hill, and D. Musaev, “Parameterization of reactive force field: dynamics of the [Nb6O19H(x)]((8-x)-) Lindqvist polyoxoanion in bulk water.,” The journal of physical chemistry. A. 2013. link Times cited: 11 Abstract: We present results on parameterization of reactive force fie… read moreAbstract: We present results on parameterization of reactive force field [van Duin, A. C. T.; Dasgupta, S.; Lorant, F.; Goddard, W. A. ReaxFF: A Reactive Force Field for Hydrocarbons. J. Phys. Chem. A 2001, 105, 9396-9409] for investigating the properties of the [Nb6O19Hx]((8-x)-) Lindqvist polyoxoanion, x = 0-8, in water. Force-field parameters were fitted to an extensive data set consisting of structures and energetics obtained at the Perdew-Burke-Ernzerhof density functional level of theory. These parameters can reasonably describe pure water structure as well as water with an excess of H(+) and OH(-) ions. Molecular dynamics simulations were performed on [Nb6O19Hx]((8-x)-), x = 0-8, submerged in bulk water at 298 K. Analysis of the MD trajectories showed facile H atom transfer between the protonated polyoxoanion core and bulk water. The number of oxygen sites labeled with an H atom was found to vary depending on the pH of the solution. Detailed analysis shows that the total number of protons at bridging (terminal), η-O (μ2-O), sites ranges from 3(1) at pH 7, to 2(0) at pH 11, to 1(0) at pH 15. These findings closely reflect available experimental measurements. read less NOT USED (low confidence) D. Papkov et al., “Extraordinary improvement of the graphitic structure of continuous carbon nanofibers templated with double wall carbon nanotubes.,” ACS nano. 2013. link Times cited: 76 Abstract: Carbon nanotubes are being widely studied as a reinforcing e… read moreAbstract: Carbon nanotubes are being widely studied as a reinforcing element in high-performance composites and fibers at high volume fractions. However, problems with nanotube processing, alignment, and non-optimal stress transfer between the nanotubes and surrounding matrix have so far prevented full utilization of their superb mechanical properties in composites. Here, we present an alternative use of carbon nanotubes, at a very small concentration, as a templating agent for the formation of graphitic structure in fibers. Continuous carbon nanofibers (CNF) were manufactured by electrospinning from polyacrylonitrile (PAN) with 1.2% of double wall nanotubes (DWNT). Nanofibers were oxidized and carbonized at temperatures from 600 °C to 1850 °C. Structural analyses revealed significant improvements in graphitic structure and crystal orientation in the templated CNFs, with the largest improvements observed at lower carbonization temperatures. In situ pull-out experiments showed good interfacial bonding between the DWNT bundles and the surrounding templated carbon matrix. Molecular Dynamics (MD) simulations of templated carbonization confirmed oriented graphitic growth and provided insight into mechanisms of carbonization initiation. The obtained results indicate that global templating of the graphitic structure in fine CNFs can be achieved at very small concentrations of well-dispersed DWNTs. The outcomes reveal a simple and inexpensive route to manufacture continuous CNFs with improved structure and properties for a variety of mechanical and functional applications. The demonstrated improvement of graphitic order at low carbonization temperatures in the absence of stretch shows potential as a promising new manufacturing technology for next generation carbon fibers. read less NOT USED (low confidence) B. Rinderspacher, J. Andzelm, and R. Lambeth, “DFT study of metal-complex structural variation on tensile force profiles,” Chemical Physics Letters. 2012. link Times cited: 2 NOT USED (low confidence) P. Tongyan, L. Yang, and W. Zhaoyang, “Development of an atomistic-based chemophysical environment for modelling asphalt oxidation,” Polymer Degradation and Stability. 2012. link Times cited: 21 NOT USED (low confidence) T. Pan, “A first-principles based chemophysical environment for studying lignins as an asphalt antioxidant,” Construction and Building Materials. 2012. link Times cited: 75 NOT USED (low confidence) W. Somers, A. Bogaerts, A. Duin, and E. Neyts, “Plasma Species Interacting with Nickel Surfaces: Toward an Atomic Scale Understanding of Plasma-Catalysis,” Journal of Physical Chemistry C. 2012. link Times cited: 50 Abstract: The adsorption probability and reaction behavior of CHx plas… read moreAbstract: The adsorption probability and reaction behavior of CHx plasma species on various nickel catalyst surfaces is investigated by means of reactive molecular dynamics (MD) simulations using the ReaxFF potential. Such catalysts are used in the reforming of hydrocarbons and in the growth of carbon nanotubes, and further insight in the underlying mechanisms of these processes is needed to increase their applicability. Single and consecutive impacts of CHx radicals (x={1,2,3}) were performed on four different Ni surfaces, at a temperature of 400 K. The adsorption probability is shown to be related to the number of free electrons, i.e. a higher number leads to more adsorptions, and the steric hindrance caused by the hydrogen atoms bonded to the impacting CHx species. Furthermore, some of the C–H bonds break after adsorption, which generally leads to diffusion of the hydrogen atom over the surface. Additionally, these adsorbed H-atoms can be used in reactions to form new molecules, such as CH4 and C2Hx, although th... read less NOT USED (low confidence) T. Raeker, N. O. Carstensen, and B. Hartke, “Simulating a molecular machine in action.,” The journal of physical chemistry. A. 2012. link Times cited: 9 Abstract: Using QM/MM methods, we have simulated the action of a simpl… read moreAbstract: Using QM/MM methods, we have simulated the action of a simple molecular machine, a cilium. It consists of a platform for surface mounting, a photochemical motor unit, and a tail-like effector that amplifies the small-scale conformational change of the motor unit into a larger-scale beating motion usable for molecular transport. In this proof-of-principle application, we show that the techniques used here make it possible to perform such simulations within reasonable real time, if the device action is sufficiently fast. Additionally, we show that this molecular device actually works as intended for one isomerization direction. For the other direction, results are inconclusive, possibly because the total propagation times we can afford are too short to capture the complete event. read less NOT USED (low confidence) B. D. Jensen, A. Bandyopadhyay, K. Wise, and G. Odegard, “Parametric Study of ReaxFF Simulation Parameters for Molecular Dynamics Modeling of Reactive Carbon Gases.,” Journal of chemical theory and computation. 2012. link Times cited: 35 Abstract: The development of innovative carbon-based materials can be … read moreAbstract: The development of innovative carbon-based materials can be greatly facilitated by molecular modeling techniques. Although the Reax Force Field (ReaxFF) can be used to simulate the chemical behavior of carbon-based systems, the simulation settings required for accurate predictions have not been fully explored. Using the ReaxFF, molecular dynamics (MD) simulations are used to simulate the chemical behavior of pure carbon and hydrocarbon reactive gases that are involved in the formation of carbon structures such as graphite, buckyballs, amorphous carbon, and carbon nanotubes. It is determined that the maximum simulation time step that can be used in MD simulations with the ReaxFF is dependent on the simulated temperature and selected parameter set, as are the predicted reaction rates. It is also determined that different carbon-based reactive gases react at different rates, and that the predicted equilibrium structures are generally the same for the different ReaxFF parameter sets, except in the case of the predicted formation of large graphitic structures with the Chenoweth parameter set under specific conditions. read less NOT USED (low confidence) L. Huang, K. L. Joshi, A. V. van Duin, T. Bandosz, and K. Gubbins, “ReaxFF molecular dynamics simulation of thermal stability of a Cu3(BTC)2 metal-organic framework.,” Physical chemistry chemical physics : PCCP. 2012. link Times cited: 44 Abstract: The thermal stability of a dehydrated Cu(3)(BTC)(2) (copper(… read moreAbstract: The thermal stability of a dehydrated Cu(3)(BTC)(2) (copper(II) benzene 1,3,5-tricarboxylate) metal-organic framework was studied by molecular dynamics simulation with a ReaxFF reactive force field. The results show that Cu(3)(BTC)(2) is thermally stable up to 565 K. When the temperature increases between 600 K and 700 K, the framework starts to partially collapse. The RDF analysis shows that the long range correlations between Cu dimers disappear, indicating the loss of the main channels of Cu(3)(BTC)(2). When the temperature is above 800 K, we find the decomposition of the Cu(3)(BTC)(2) framework. CO is the major product, and we also observe the release of CO(2), O(2), 1,3,5-benzenetricarboxylate (C(6)H(3)(CO(2))(3), BTC) and glassy carbon. The Cu dimer is stable up to 1100 K, but we find the formation of new copper oxide clusters at 1100 K. These results are consistent with experimental findings, and provide valuable information for future theoretical investigations of Cu(3)(BTC)(2) and its application in adsorption, separation and catalytic processes. read less NOT USED (low confidence) T. Liang, B. Devine, S. Phillpot, and S. Sinnott, “Variable charge reactive potential for hydrocarbons to simulate organic-copper interactions.,” The journal of physical chemistry. A. 2012. link Times cited: 89 Abstract: A variable charge reactive empirical potential for carbon-ba… read moreAbstract: A variable charge reactive empirical potential for carbon-based materials, hydrocarbons, organometallics, and their interfaces is developed within the framework of charge optimized many-body (COMB) potentials. The resulting potential contains improved expressions for the bond order and self-energy, which gives a flexible, robust, and integrated treatment of different bond types in multicomponent and multifunctional systems. It furthermore captures the dissociation and formation of the chemical bonds and appropriately and dynamically determines the associated charge transfer, thus providing a powerful method to simulate the complex chemistry of many-atom systems in changing environments. The resulting COMB potential is used in a classical molecular dynamics simulation of the room temperature, low energy deposition of ethyl radicals on the Cu (111) surface (a system with ∼5000 atoms) to demonstrate its capabilities at describing organic-metal interactions in a dynamically changing environment. read less NOT USED (low confidence) T. Pan, L. Sun, and Q. Yu, “Retraction Note: An atomistic-based chemophysical environment for evaluating asphalt oxidation and antioxidants,” Journal of Molecular Modeling. 2012. link Times cited: 4 NOT USED (low confidence) A. Jaramillo-Botero, J. Tahir-Kheli, P. V. Allmen, and W. Goddard, “Multiscale, multiparadigm modeling for nano systems characterization and design.” 2012. link Times cited: 1 Abstract: This chapter outlines our progress toward developing a first… read moreAbstract: This chapter outlines our progress toward developing a first-principles-based hierarchical multiscale, multiparadigm modeling and simulation framework for the characterization and optimization of electronic and chemical properties of nanoscale materials and devices. In our approach, we build from the bottom-up by solving the quantum-mechanical (QM) Schrodinger equation for small systems. The results of these calculations lead to physical parameters that feed into methods capable of spanning longer length and time scale with minimum loss of accuracy. This is achieved by having higher-scale quantities self-consistently derived and optimized from the results at finer scales.
In contrast to other methods, we are strictly first-principles-based, and all of our parameters at all scales relate to physically measurable or QM-computable observables. Our approach that is applicable to the forward (materials phenomenology) and inverse (“materials by design”) problems. The inverse problem involves top-down predictions of structures and compositions at a lower scale from desired properties at a higher scale.
The advantages of our strategy over experimental- and phenomenological-based modeling and simulation approaches include the following: (1) providing access to details that are difficult or impossible to measure (e.g., excited electronic states in materials undergoing extreme conditions of pressure, temperature, etc.); (2) the ability to make useful predictions outside the range of experiments (i.e., since all calculations are ultimately related to first principles); and (3) providing sound, first-principles-based, steering for experiments. read less NOT USED (low confidence) J. Palmer and K. Gubbins, “Atomistic models for disordered nanoporous carbons using reactive force fields,” Microporous and Mesoporous Materials. 2012. link Times cited: 75 NOT USED (low confidence) F. Guo, X. Cheng, and H. Zhang, “ReaxFF Molecular Dynamics Study of Initial Mechanism of JP-10 Combustion,” Combustion Science and Technology. 2012. link Times cited: 24 Abstract: By applying ReaxFF (reactive force field) molecular dynamics… read moreAbstract: By applying ReaxFF (reactive force field) molecular dynamics simulations, we offer a mechanistic study of the JP10 combustion process from a statistics perspective. Through analysis of the distribution of radicals such as H, O, OH, and HO2, we discuss the chain reaction mechanisms, which relate to the explosive characteristic of combustion. The first stage of combustion of JP10 is the developing of a radical pool such as H, O, OH, and HO2, which is essential for combustion. In the next stage, JP10 molecules and molecular fragments, which are developed by decomposition of JP10, are rapidly attacked by radical pool of H, O, OH, and HO2, generating oxygenated chemicals such as formyls(R-CHO), alcohols(R-OH), R-O-R', and ketones . In the third stage, these chemicals are further oxidized by the radical pool generating molecules such as H2O, CO2, CO, and a new radical pool for chain reactions. read less NOT USED (low confidence) O. Assowe, O. Politano, V. Vignal, P. Arnoux, and B. Diawara, “A Reactive Force Field Molecular Dynamics Simulation Study of Corrosion of Nickel,” Defect and Diffusion Forum. 2012. link Times cited: 7 Abstract: The interaction of water molecules on a nickel surface was s… read moreAbstract: The interaction of water molecules on a nickel surface was studied using ReaxFF (reactive force field) molecular dynamics. This approach was originally developed by van Duin et al. to study the hydrocarbon chemistry and the catalytic properties of organic compounds. To our knowledge, this method has not been used to study the corrosion processes of nickel exposed to water, which is what we set out to achieve in the present investigation. To do so, calculations were first performed using ReaxFF in order to reproduce certain well-known properties of pure nickel and nickel-water systems. This allowed us to study the adsorption of a single water molecule interacting with an optimized nickel surface. We also investigated the interaction of 405 molecules of water (ρ=0.99 g.cm-3) on the (100), (110) and (111) surfaces of a single crystal of nickel at 300 K. The results show that a water bilayer is adsorbed on nickel surfaces: the first water layer is directly bonded to the surface, whereas the molecules in the first and second layers are held together by hydrogen bonds. read less NOT USED (low confidence) Y. Li and M. Kröger, “A theoretical evaluation of the effects of carbon nanotube entanglement and bundling on the structural and mechanical properties of buckypaper,” Carbon. 2012. link Times cited: 99 NOT USED (low confidence) D. Bedrov, G. D. Smith, and A. V. van Duin, “Reactions of singly-reduced ethylene carbonate in lithium battery electrolytes: a molecular dynamics simulation study using the ReaxFF.,” The journal of physical chemistry. A. 2012. link Times cited: 130 Abstract: We have conducted quantum chemistry calculations and gas- an… read moreAbstract: We have conducted quantum chemistry calculations and gas- and solution-phase reactive molecular dynamics simulation studies of reactions involving the ethylene carbonate (EC) radical anion EC(-) using the reactive force field ReaxFF. Our studies reveal that the substantial barrier for transition from the closed (cyclic) form, denoted c-EC(-), of the radical anion to the linear (open) form, denoted o-EC(-), results in a relatively long lifetime of the c-EC(-) allowing this compound to react with other singly reduced alkyl carbonates. Using ReaxFF, we systematically investigate the fate of both c-EC(-) and o-EC(-) in the gas phase and EC solution. In the gas phase and EC solutions with a relatively low concentration of Li(+)/x-EC(-) (where x = o or c), radical termination reactions between radical pairs to form either dilithium butylene dicarbonate (CH(2)CH(2)OCO(2)Li)(2) (by reacting two Li(+)/o-EC(-)) or ester-carbonate compound (by reacting Li(+)/o-EC(-) with Li(+)/c-EC(-)) are observed. At higher concentrations of Li(+)/x-EC(-) in solution, we observe the formation of diradicals which subsequently lead to formation of longer alkyl carbonates oligomers through reaction with other radicals or, in some cases, formation of (CH(2)OCO(2)Li)(2) through elimination of C(2)H(4). We conclude that the local ionic concentration is important in determining the fate of x-EC(-) and that the reaction of c-EC(-) with o-EC(-) may compete with the formation of various alkyl carbonates from o-EC(-)/o-EC(-) reactions. read less NOT USED (low confidence) B. Jeon, S. Sankaranarayanan, A. V. van Duin, and S. Ramanathan, “Reactive molecular dynamics study of chloride ion interaction with copper oxide surfaces in aqueous media.,” ACS applied materials & interfaces. 2012. link Times cited: 37 Abstract: Using reactive force-field (ReaxFF) and molecular dynamics s… read moreAbstract: Using reactive force-field (ReaxFF) and molecular dynamics simulation, we study atomistic scale chloride ion adsorption and transport through copper oxide thin films under aqueous conditions. The surface condition of passive oxide film plays a key role in chloride ion adsorption and facilitates initial adsorption when surface corrosion resistance is low. Using implemented surface defects, the structural evolution of the copper oxide film from thinning to breakdown is investigated. In addition to chemical thinning of passive film, extended defects in the metal substrate are observed, at high concentration of adsorbed chloride ions. The initial stage of breakdown is associated with rapid depletion of adjacent chloride ions, which creates a locally deficient environment of chloride ions in the solution. The dissolved copper cations gain higher charge upon interaction with chloride ions. Owing to the increased Coulomb interactions resulted from dissolved copper ions and locally low density of chloride ions, far-field chloride ions would diffuse into the local corrosion sites, thereby promoting further corrosion. read less NOT USED (low confidence) F. Castro-Marcano, A. M. Kamat, M. F. Russo, A. Duin, and J. Mathews, “Combustion of an Illinois No. 6 coal char simulated using an atomistic char representation and the ReaxFF reactive force field,” Combustion and Flame. 2012. link Times cited: 297 NOT USED (low confidence) C. Bealing, W. Baumgardner, J. J. Choi, T. Hanrath, and R. Hennig, “Predicting nanocrystal shape through consideration of surface-ligand interactions.,” ACS nano. 2012. link Times cited: 223 Abstract: Density functional calculations for the binding energy of ol… read moreAbstract: Density functional calculations for the binding energy of oleic acid-based ligands on Pb-rich {100} and {111} facets of PbSe nanocrystals determine the surface energies as a function of ligand coverage. Oleic acid is expected to bind to the nanocrystal surface in the form of lead oleate. The Wulff construction predicts the thermodynamic equilibrium shape of the PbSe nanocrystals. The equilibrium shape is a function of the ligand surface coverage, which can be controlled by changing the concentration of oleic acid during synthesis. The different binding energy of the ligand on the {100} and {111} facets results in different equilibrium ligand coverages on the facets, and a transition in the equilibrium shape from octahedral to cubic is predicted when increasing the ligand concentration during synthesis. read less NOT USED (low confidence) B. Chen et al., “ReaxFF Reactive Force Field for Molecular Dynamics Simulations of Lignite Depolymerization in Supercritical Methanol with Lignite-Related Model Compounds,” Energy & Fuels. 2012. link Times cited: 34 Abstract: To investigate the detailed mechanisms for lignite methanoly… read moreAbstract: To investigate the detailed mechanisms for lignite methanolysis, we used ReaxFF reactive force field to perform a series of molecular dynamics simulations (MDSs) on a unimolecular model compound. The α-O-4 and β-O-4 types of lignite-related model compounds were selected as representatives of linkages in lignites. The reaction products predicted by ReaxFF MDSs are consistent with those from experimental results reported. The initiation reaction observed in ReaxFF MDSs involving the ether linkage cleavage and methanol participation closely matches the results observed from previously reported experiments. The agreement of these results with available experimental observations demonstrates that ReaxFF MDSs can give an atomistic description of the initiation mechanism for methanolysis and provide useful insights into the complicated reaction processes. read less NOT USED (low confidence) S. W. Cranford and M. Buehler, “Mechanical properties of graphyne,” Carbon. 2011. link Times cited: 360 NOT USED (low confidence) S.-P. Kim, A. Duin, and V. Shenoy, “Effect of electrolytes on the structure and evolution of the solid electrolyte interphase (SEI) in Li-ion batteries: A molecular dynamics study,” Journal of Power Sources. 2011. link Times cited: 252 NOT USED (low confidence) R. Abolfath, A. V. van Duin, and T. Brabec, “Reactive molecular dynamics study on the first steps of DNA damage by free hydroxyl radicals.,” The journal of physical chemistry. A. 2011. link Times cited: 95 Abstract: We employ a large scale molecular simulation based on bond-o… read moreAbstract: We employ a large scale molecular simulation based on bond-order ReaxFF to simulate the chemical reaction and study the damage to a large fragment of DNA molecule in the solution by ionizing radiation. We illustrate that the randomly distributed clusters of diatomic OH radicals that are primary products of megavoltage ionizing radiation in water-based systems are the main source of hydrogen abstraction as well as formation of carbonyl and hydroxyl groups in the sugar moiety that create holes in the sugar rings. These holes grow up slowly between DNA bases and DNA backbone, and the damage collectively propagates to a DNA single and double strand break. read less NOT USED (low confidence) J. Gale, P. Raiteri, and A. V. van Duin, “A reactive force field for aqueous-calcium carbonate systems.,” Physical chemistry chemical physics : PCCP. 2011. link Times cited: 83 Abstract: A new reactive force field has been derived that allows the … read moreAbstract: A new reactive force field has been derived that allows the modelling of speciation in the aqueous-calcium carbonate system. Using the ReaxFF methodology, which has now been implemented in the program GULP, calcium has been simulated as a fixed charge di-cation species in both crystalline phases, such as calcite and aragonite, as well as in the solution phase. Excluding calcium from the charge equilibration process appears to have no adverse effects for the simulation of species relevant to the aqueous environment. Based on this model, the speciation of carbonic acid, bicarbonate and carbonate have been examined in microsolvated conditions, as well as bulk water. When immersed in a droplet of 98 water molecules and two hydronium ions, the carbonate ion is rapidly converted to bicarbonate, and ultimately carbonic acid, which is formed as the metastable cis-trans isomer under kinetic control. Both first principles and ReaxFF calculations exhibit the same behaviour, but the longer timescale accessible to the latter allows the diffusion of the carbonic acid to the surface of the water to be observed, where it is more stable at the interface. Calcium carbonate is also examined as ion pairs in solution for both CaCO(3)(0)((aq)) and CaHCO(3)(+)((aq)), in addition to the (1014) surface in contact with water. read less NOT USED (low confidence) R. Kumar, Z. Li, A. V. van Duin, and D. Levin, “Molecular dynamics studies to understand the mechanism of heat accommodation in homogeneous condensing flow of carbon dioxide.,” The Journal of chemical physics. 2011. link Times cited: 4 Abstract: Using molecular dynamics (MD), we have studied the mechanism… read moreAbstract: Using molecular dynamics (MD), we have studied the mechanism of heat accommodation between carbon dioxide clusters and monomers for temperatures and cluster size conditions that exist in homogeneous condensing supersonic expansion plumes. The work was motivated by our meso-scale direct simulation Monte Carlo and Bhatnagar-Gross-Krook based condensation simulations where we found that the heat accommodation model plays a key role in the near-field of the nozzle expansion particularly as the degree of condensation increases [R. Kumar, Z. Li, and D. Levin, Phys. Fluids 23, 052001 (2011)]. The heat released by nucleation and condensation and the heat removed by cluster evaporation can be transferred or removed from either the kinetic or translational modes of the carbon dioxide monomers. The molecular dynamics results show that the time required for gas-cluster interactions to establish an equilibrium from an initial state of non-equilibrium is less than the time step used in meso-scale analyses [R. Kumar, Z. Li, and D. Levin, Phys. Fluids 23, 052001 (2011)]. Therefore, the good agreement obtained between the measured cluster and gas number density and gas temperature profiles with the meso-scale modeling using the second energy exchange mechanism is not fortuitous but is physically based. Our MD simulations also showed that a dynamic equilibrium is established by the gas-cluster interactions in which condensation and evaporation processes take place constantly to and from a cluster. read less NOT USED (low confidence) T. Järvi, A. V. van Duin, K. Nordlund, and W. Goddard, “Development of interatomic ReaxFF potentials for Au-S-C-H systems.,” The journal of physical chemistry. A. 2011. link Times cited: 73 Abstract: We present fully reactive interatomic potentials for systems… read moreAbstract: We present fully reactive interatomic potentials for systems containing gold, sulfur, carbon, and hydrogen, employing the ReaxFF formalism. The potential is designed especially for simulating gold-thiol systems and has been used for studying cluster deposition on self-assembled monolayers. Additionally, a large number of density functional theory calculations are reported, including molecules containing the aforementioned elements and adsorption energetics of molecules and atoms on gold. read less NOT USED (low confidence) P. Kennedy and B. Garrison, “Mixed resolution model for C60 cluster bombardment of solid benzene,” Nuclear Instruments & Methods in Physics Research Section B-beam Interactions With Materials and Atoms. 2011. link Times cited: 2 NOT USED (low confidence) M. F. Russo and A. Duin, “Atomistic-scale simulations of chemical reactions: Bridging from quantum chemistry to engineering,” Nuclear Instruments & Methods in Physics Research Section B-beam Interactions With Materials and Atoms. 2011. link Times cited: 133 NOT USED (low confidence) B. Jelinek et al., “Modified embedded atom method potential for Al, Si, Mg, Cu, and Fe alloys,” Physical Review B. 2011. link Times cited: 218 Abstract: A set of modified embedded-atom method (MEAM) potentials for… read moreAbstract: A set of modified embedded-atom method (MEAM) potentials for the interactions between Al, Si, Mg, Cu, and Fe was developed from a combination of each element's MEAM potential in order to study metal alloying. Previously published MEAM parameters of single elements have been improved for better agreement to the generalized stacking fault energy (GSFE) curves when compared with ab initio generated GSFE curves. The MEAM parameters for element pairs were constructed based on the structural and elastic properties of element pairs in the NaCl reference structure garnered from ab initio calculations, with adjustment to reproduce the ab initio heat of formation of the most stable binary compounds. The new MEAM potentials were validated by comparing the formation energies of defects, equilibrium volumes, elastic moduli, and heat of formation for several binary compounds with ab initio simulations and experiments. Single elements in their ground-state crystal structure were subjected to heating to test the potentials at elevated temperatures. An Al potential was modified to avoid formation of an unphysical solid structure at high temperatures. The thermal expansion coefficient of a compound with the composition of AA 6061 alloy was evaluated and compared with experimental values. MEAM potential tests performed in this work, utilizing the universal atomistic simulation environment (ASE), are distributed to facilitate reproducibility of the results. read less NOT USED (low confidence) P. Valentini, T. Schwartzentruber, and I. Cozmuta, “ReaxFF atomic-level simulation of catalytic processes on platinum.” 2011. link Times cited: 1 Abstract: Atomic-level simulations equipped with a reactive force fiel… read moreAbstract: Atomic-level simulations equipped with a reactive force field (ReaxFF) are used to characterize atomic oxygen adsorption on a Pt(111) surface. The off-lattice Grand Canonical Monte Carlo (GCMC) calculations presented here rely solely on the interatomic potential and do not necessitate the pre-computation of surface adlayer structures and their interpolation. As such, they provide a predictive description of adsorbate phases. In this study, validation is obtained with experimental data as well as other DFT results available in the literature. The use of the GCMC technique based on a transferable potential is particularly valuable to produce more realistic systems (adsorbent and adsorbate) to be used in subsequent dynamical simulations (Molecular Dynamics) to address recombination reactions (via either Eley-Rideal or Langmuir-Hinshelwood mechanisms) on variously covered surfaces. This is demonstrated by simulations to determine the probability of Eley-Rideal recombination on Pt(111), using information provided by the GCMC computations and using the same force field parametrization. The proposed methodology is general, and does not depend on the particular crystal structure of the substrate. A preliminary simulation on Pt(533) is therefore also shown. The (533) facet is characterized by surface defects (regularly spaced steps). It was found that a much higher O coverage is determined compared to Pt(111) under the same pressure and temperature conditions. By using GCMC and Molecular Dynamics simulations, the ReaxFF force field can be a valuable tool for understanding heterogeneous catalysis on a solid surface. Finally, the use of a reactive potential is a requirement to investigate problems where dissociative adsorption occurs, as typical of many important catalytic processes. read less NOT USED (low confidence) A. Nair, S. W. Cranford, and M. Buehler, “The minimal nanowire: Mechanical properties of carbyne,” EPL (Europhysics Letters). 2011. link Times cited: 81 Abstract: Advances in molecular assembly are converging to an ultimate… read moreAbstract: Advances in molecular assembly are converging to an ultimate in atomistic precision —nanostructures built by single atoms. Recent experimental studies confirm that single chains of carbon atoms —carbyne— exist in stable polyyne structures and can be synthesized, representing the minimal possible nanowire. Here we report the mechanical properties of carbyne obtained by first-principles–based ReaxFF molecular simulation. A peak Young's modulus of 288 GPa is found with linear stiffnesses ranging from 64.6–5 N/m for lengths of 5–64 Å. We identify a size-dependent strength that ranges from 11 GPa (1.3 nN) for the shortest to a constant 8 GPa (0.9 nN) for longer carbyne chains. We demonstrate that carbyne chains exhibit extremely high vibrational frequencies close to 6 THz for the shortest chains, which are found to be highly length-dependent. read less NOT USED (low confidence) M. F. Russo, R. Li, M. Mench, and A. Duin, “Molecular dynamic simulation of aluminum–water reactions using the ReaxFF reactive force field,” International Journal of Hydrogen Energy. 2011. link Times cited: 119 NOT USED (low confidence) E. G. Goken, K. L. Joshi, M. F. Russo, A. V. van Duin, and A. Castleman, “Effect of formic acid addition on water cluster stability and structure.,” The journal of physical chemistry. A. 2011. link Times cited: 10 Abstract: Computational chemistry simulations were performed to determ… read moreAbstract: Computational chemistry simulations were performed to determine the effect that the addition of a single formic acid molecule has on the structure and stability of protonated water clusters. Previous experimental studies showed that addition of formic acid to protonated pure water results in higher intensities of large-sized clusters when compared to pure water and methanol-water mixed clusters. For larger, protonated clusters, molecular dynamics simulations were performed on H(+)(H(2)O)(n), H(+)(H(2)O)(n)CH(3)OH, and H(+)(H(2)O)(n)CHOOH clusters, 19-28 molecules in size, using a reactive force field (ReaxFF). Based on these computations, formic acid-water clusters were found to have significantly higher binding energies per molecule. Addition of formic acid to a water cluster was found to alter the structure of the hydrogen-bonding network, creating selective sites within the cluster, enabling the formation of new hydrogen bonds, and increasing both the stability of the cluster and its rate of growth. read less NOT USED (low confidence) J. Mathews, A. Duin, and A. Chaffee, “The utility of coal molecular models,” Fuel Processing Technology. 2011. link Times cited: 166 NOT USED (low confidence) W. Goddard, M. Ortiz, and S. Zybin, “The Fundamental Chemistry and Physics of Munitions under Extreme Conditions.” 2011. link Times cited: 0 Abstract: : We developed the ReaxFF first-principles based reactive mo… read moreAbstract: : We developed the ReaxFF first-principles based reactive molecular dynamics (RMD) modeling approach to determine the nanoscale phenomena underlying shock detonation processes of energetic materials (EM). Using the ReaxFF approach, we proposed Compressive Shear Reactive Dynamics (CS-RD) simulation methodology to predict sensitivity of explosive crystals under combined shock and shear load. We also developed empirical van der Waals correction to Density Functional Theory for calculating accurate equation of states (EOS) of EM. We implemented ReaxFF in parallel multiprocessor software to carry out large-scale simulations of initiation chemistry in homogeneous and heterogeneous HE under mechanical shock and shear on supercomputers. We discovered that sensitivity is dominated by a combination of shear and compression, with the rate of decomposition and temperature increase correlating with the experimental differences in sensitivity. The second major focus was on the development of multiscale modeling of HE detonation using novel finite elements method with explicit generation of slip lines in the subgrain microstructure and inclusion of thermochemical constitutive parameters obtained from RD modeling to predict the hot spot formation and reaction initiation at the subgrain scale in polycrystalline explosives. The methodologies were successfully tested and validated by computational prediction of anisotropic sensitivity of PETN, as well as the formation of hot spots and chemical initiation in polycrystalline PETN. read less NOT USED (low confidence) O. Rahaman, A. V. van Duin, W. Goddard, and D. Doren, “Development of a ReaxFF reactive force field for glycine and application to solvent effect and tautomerization.,” The journal of physical chemistry. B. 2011. link Times cited: 169 Abstract: Tautomerization of amino acids between the neutral form (NF)… read moreAbstract: Tautomerization of amino acids between the neutral form (NF) and the zwitterionic form (ZW) in water has been extensively studied, often using glycine as a model to understand this fundamental process. In spite of many advanced studies, the tautomerization reaction remains poorly understood because of the intrinsic complexities of the system, including multiple accessible reaction pathways, charge transfer, and variations of solvation structure. To establish an accurate model that can be used for molecular dynamics simulations, a ReaxFF reactive force field has been developed for glycine. A training set for the ReaxFF hydrocarbon potential was augmented with several glycine conformers and glycine-water complexes. The force field parameters were optimized to reproduce the quantum mechanically derived energies of the species in the training set. The optimized potential could accurately describe the properties of gas-phase glycine. It was applied to investigate the effect of solvation on the conformational distribution of glycine. Molecular dynamics simulations indicated significant differences in the dominant conformers in the gas phase and in water. This suggests that the tautomerization of glycine occurs through a conformational isomerization followed by the proton transfer event. The direct reaction mechanism of the NF → ZW proton transfer reaction in water, as well as mechanisms mediated by one or two water molecules, were investigated using molecular dynamics simulations. The results suggest that the proton transfer reaction is most likely mediated by a single water molecule. The ReaxFF potential developed in this work provides an accurate description of proton transfer in glycine and thus provides a useful methodology for simulating proton transfer reactions in organic molecules in the aqueous environment. read less NOT USED (low confidence) M. Warrier, P. Pahari, and S. Chaturvedi, “Validation Of A Reactive Force Field Included With An Open Source, Massively Parallel Code For Molecular Dynamics Simulations Of RDX.” 2010. link Times cited: 0 Abstract: Molecular dynamics (MD) simulations of RDX is carried out us… read moreAbstract: Molecular dynamics (MD) simulations of RDX is carried out using the ReaxFF force field supplied with the Large‐scale Atomic/Molecular Massively Parallel Simulator (LAMMPS). Validation of ReaxFF to model RDX is carried out by extracting the (i) crystal unit cell parameters, (ii) bulk modulus and (iii) thermal expansion coefficient and comparing with reported values from both experiments and simulations. read less NOT USED (low confidence) W. Goddard, J. Mueller, K. Chenoweth, and A. Duin, “ReaxFF Monte Carlo reactive dynamics. Application to resolving the partial occupations of the M1 phase of the MoVNbTeO catalyst,” Catalysis Today. 2010. link Times cited: 27 NOT USED (low confidence) A. Mattsson and R. Armiento, “The subsystem functional scheme: The Armiento‐Mattsson 2005 (AM05) functional and beyond,” International Journal of Quantum Chemistry. 2010. link Times cited: 9 Abstract: The subsystem functional scheme (Kohn and Mattsson, Phys Rev… read moreAbstract: The subsystem functional scheme (Kohn and Mattsson, Phys Rev Lett 1998, 81, 3487; Armiento and Mattsson Phys Rev B 2002, 66, 165117) is a recently proposed framework for constructing exchange-correlation density-functionals for use in density functional theory based calculations. The fundamental principle is to describe the physics in a real material by mapping onto model systems that exhibit the characteristic physics in each separate part of the real system. The local density approximately (LDA) functional can be seen as a subsystem functional: in all parts of the real material the assumption is that the needed physics is well described by the uniform electron gas model system. It is well known that this assumption is very accurate for surprisingly large classes of materials. The Armiento Mattsson 2005 (AM05) (Armiento and Mattsson, Phys Rev B 2005, 72, 085108; Mattsson and Armiento, Phys Rev B 2009, 79, 155101) functional takes this a step further by distinguishing between two separate types of regions in a real material, one type that is assumed to be well described by the uniform electron gas, and the other type of region assumed to be well described by a surface model system. AM05 gives a consistent improvement over LDA. One important consequence of the subsystem functional scheme is that it is known what physics is included in a functional. Based on the performance of AM05 for a number of different systems, we discuss where the model systems included are enough and when additional physics need to be included in a new functional. Improvement of AM05 is possible by fine-tuning the details in the construction. But a new major step in accuracy improvement is only expected if new physics is integrated in a functional via an additional model system. We discuss what type of physics would be needed and what model systems could be used for this next step beyond AM05. (C) 2010 Wiley Periodicals, Inc. Int J Quantum Chem 110:2274-2282, 2010 read less NOT USED (low confidence) N. Lümmen, “ReaxFF-molecular dynamics simulations of non-oxidative and non-catalyzed thermal decomposition of methane at high temperatures.,” Physical chemistry chemical physics : PCCP. 2010. link Times cited: 59 Abstract: Incomplete combustion of carbon based materials produces fin… read moreAbstract: Incomplete combustion of carbon based materials produces fine, carbon rich particles. Controlled manufacturing of very pure carbon nanoparticles (Carbon Black) can be achieved by, for example, thermal decomposition of gaseous precursors like acetylene and methane. Molecular dynamics simulations of hydrocarbon growth after non-catalyzed thermal decomposition of methane were carried out in order to understand the impact of the thermal decomposition reaction of methane on the formation of large hydrocarbon molecules. A reactive force field (ReaxFF) was employed to model the interactions of the involved hydrocarbons. The decomposition of 150 methane molecules was investigated at different system temperatures and system densities. Formation of molecular hydrogen, a broad range of hydrocarbons and carbon dimers from decomposed methane was observed above a temperature of 2500 K. The basic reactions are in agreement with existing models of thermal decomposition of methane. An increasing variety of hydrocarbons is observed with increasing temperature. The largest molecules formed within 1 ns of simulation time at 3500 K contain enough carbon atoms to form ring structures. Ring formation is observed in one case. read less NOT USED (low confidence) B. Venkatachari and I. Cozmuta, “Atomistic modeling of the decomposition of charring ablators.” 2010. link Times cited: 3 Abstract: The composition of the pyrolysis gases that are injected int… read moreAbstract: The composition of the pyrolysis gases that are injected into the boundary layer gas from an ablative thermal protection system (TPS) has a significant impact on the aerothermodynamics near the TPS surface. Recent analysis revealed that predicted surface response (surface temperature) of the TPS is very sensitive to the initial composition of the pyrolysis gases in the pyrolysis zone and leads to large uncertainties. This sensitivity study used a recently developed high-fidelity numerical model ‐ one that accounts for the transport and reaction of the pyrolysis gases through the char in the surface ablation process, using both equilibrium and detailed finite-rate chemistry. For most carbon (PICA) or silicon (AVCOAT) based ablators the decomposing phase is a phenolic resin for which the underlying mechanism of thermal decomposition is unknown; the by-products of the thermal decomposition have also not been experimentally determined. The current study represents an attempt to obtain an improved fundamental understanding of the thermal decomposition process of phenolic resins, using reactive force field (ReaxFF/LAMMPS) atomistic simulations and characterize the composition of the resulting pyrolysis gas at various temperatures. In this study, decomposition pathways along with the composition of the resulting pyrolysis gases at different temperatures are determined for phenol and one other sub-structure of the PICA monomer, as a precursor for future studies on the thermal decomposition of more complex substances like PICA and other phenolic-resin based ablators. Results from these simulations are outlined in terms of detailing the decomposition pathway and by comparing the resulting composition of the pyrolysis gases against available experimental data. Potential use of these simulation tools in constructing simplified chemical kinetic models, which has wide implications for TPS modeling, is also discussed. read less NOT USED (low confidence) J. C. Fogarty, H. Aktulga, A. Grama, A. V. van Duin, and S. A. Pandit, “A reactive molecular dynamics simulation of the silica-water interface.,” The Journal of chemical physics. 2010. link Times cited: 413 Abstract: We report our study of a silica-water interface using reacti… read moreAbstract: We report our study of a silica-water interface using reactive molecular dynamics. This first-of-its-kind simulation achieves length and time scales required to investigate the detailed chemistry of the system. Our molecular dynamics approach is based on the ReaxFF force field of van Duin et al. [J. Phys. Chem. A 107, 3803 (2003)]. The specific ReaxFF implementation (SERIALREAX) and force fields are first validated on structural properties of pure silica and water systems. Chemical reactions between reactive water and dangling bonds on a freshly cut silica surface are analyzed by studying changing chemical composition at the interface. In our simulations, reactions involving silanol groups reach chemical equilibrium in approximately 250 ps. It is observed that water molecules penetrate a silica film through a proton-transfer process we call "hydrogen hopping," which is similar to the Grotthuss mechanism. In this process, hydrogen atoms pass through the film by associating and dissociating with oxygen atoms within bulk silica, as opposed to diffusion of intact water molecules. The effective diffusion constant for this process, taken to be that of hydrogen atoms within silica, is calculated to be 1.68 x 10(-6) cm(2)/s. Polarization of water molecules in proximity of the silica surface is also observed. The subsequent alignment of dipoles leads to an electric potential difference of approximately 10.5 V between the silica slab and water. read less NOT USED (low confidence) O. Rahaman et al., “Development of a ReaxFF reactive force field for aqueous chloride and copper chloride.,” The journal of physical chemistry. A. 2010. link Times cited: 52 Abstract: Copper ions play crucial roles in many enzymatic and aqueous… read moreAbstract: Copper ions play crucial roles in many enzymatic and aqueous processes. A critical analysis of the fundamental properties of copper complexes is essential to understand their impact on a wide range of chemical interactions. However the study of copper complexes is complicated by the presence of strong polarization and charge transfer effects, multiple oxidation states, and quantum effects like Jahn-Teller distortions. These complications make the experimental observations difficult to interpret. In order to provide a computationally inexpensive yet reliable method for simulation of aqueous-phase copper chemistry, ReaxFF reactive force field parameters have been developed. The force field parameters have been trained against a large set of DFT-derived energies for condensed-phase copper-chloride clusters as well as chloride/water and copper-chloride/water clusters sampled from molecular dynamics (MD) simulations. The parameters were optimized by iteratively training them against configurations generated from ReaxFF MD simulations that are performed multiple times with improved sets of parameters. This cycle was repeated until the ReaxFF results were in accordance with the DFT-derived values. We have performed MD simulations on chloride/water and copper-chloride/water systems to validate the optimized force field. The structural properties of the chloride/water system are in accord with previous experimental and computational studies. The properties of copper-chloride/water agreed with the experimental observations including evidence of the Jahn-Teller distortion. The results of this study demonstrate the applicability of ReaxFF for the precise characterization of aqueous copper chloride. This force field provides a base for the design of a computationally inexpensive tool for the investigation of various properties and functions of metal ions in industrial, environmental, and biological environments. read less NOT USED (low confidence) F. Guo, H. Zhang, and X. Cheng, “MOLECULAR DYNAMIC SIMULATIONS OF SOLID NITROMETHANE UNDER HIGH PRESSURES,” Journal of Theoretical and Computational Chemistry. 2010. link Times cited: 18 Abstract: We report ReaxFF molecular dynamic simulations of structure … read moreAbstract: We report ReaxFF molecular dynamic simulations of structure change of crystalline nitromethane and the formation of hydrogen bond under high pressure. Under high pressure, the angles between C–N bonds and X, Y and Z axes have changed. Through the calculation of g(r) of O and H atoms, we found a new peak near 1.6 A, which indicates the formation of the hydrogen bond between O and H atoms. We calculated the distribution of the angles of the C–N bonds orientations, the distribution of the dihedral angle of CNOO, and the charge distribution of nitromethane molecules under various pressures, and made a comparison between low and high pressures. The effects of hydrogen bonding in high explosive materials are discussed. read less NOT USED (low confidence) P. Mikulski, M. T. Knippenberg, and J. A. Harrison, “Merging bond-order potentials with charge equilibration.,” The Journal of chemical physics. 2009. link Times cited: 23 Abstract: A method is presented for extending any bond-order potential… read moreAbstract: A method is presented for extending any bond-order potential (BOP) to include charge transfer between atoms through a modification of the split-charge equilibration (SQE) formalism. Variable limits on the maximum allowed charge transfer between atomic pairs are defined by mapping bond order to an amount of shared charge in each bond. Charge transfer is interpreted as an asymmetry in how the shared charge is distributed between the atoms of the bond. Charge equilibration (QE) assesses the asymmetry of the shared charge, while the BOP converts this asymmetry to the actual amount of charge transferred. When applied to large molecules, this BOP/SQE method does not exhibit the unrealistic growth of charges that is often associated with QE models. read less NOT USED (low confidence) K. Chenoweth, A. V. van Duin, and W. Goddard, “The ReaxFF Monte Carlo reactive dynamics method for predicting atomistic structures of disordered ceramics: application to the Mo(3)VO(x) catalyst.,” Angewandte Chemie. 2009. link Times cited: 49 Abstract: The ReaxFF computational approach is used to resolve partial… read moreAbstract: The ReaxFF computational approach is used to resolve partial or mixed occupation of crystallographic sites of the Mo_3VO_x multimetal oxide (MMO) catalyst. It provides insight into the oxidation state and coordination environment of the metal sites, identifies donor-acceptor networks in the catalyst, and predicts selectivity for molecular diffusion into channels of the framework. read less NOT USED (low confidence) P. Valentini, T. Schwartzentruber, and I. Cozmuta, “A Mechanism-Based Finite-Rate Surface Catalysis Model for Simulating Reacting Flows.” 2009. link Times cited: 9 Abstract: A mechanism-based finite-rate wall boundary condition is imp… read moreAbstract: A mechanism-based finite-rate wall boundary condition is implemented in a state-ofthe-art finite volume CFD thermochemical nonequilibrium code to study a high enthalpy CO2 flow over blunt bodies. All the relevant surface processes responsible for the catalytic behavior of the wall are accounted for, including adsorption and desorption (both atomic and molecular), and Eley-Rideal and Langmuir-Hinshelwood recombinations. The model only requires the specification of the reaction rates for each of the processes considered, and the law of mass action is used to compute surface coverages and mass fluxes produced or consumed at the wall due to its catalytic activity. The kinetic rates are chosen to describe a platinum surface, with a fairly high degree of catalycity with respect to CO oxidation. As expected, the predicted heat flux is intermediate between the two extrema, namely the non-catalytic and supercatalytic wall assumptions. Because the only input of the model are the reaction rates, which are usually unavailable or affected by a large experimental uncertainty, the use of Molecular Dynamics simulations employing the Quantum Chemistry based reactive force field ReaxFF is proposed as a novel approach to both determine and characterize each of the underlying processes which collectively cause the wall catalytic activity. Because (dissociative) adsorption is a fundamental step leading to surface recombinations, the sticking of O2 on Pt(111) is studied using ReaxFF Molecular Dynamics simulations. read less NOT USED (low confidence) A. Page and B. Moghtaderi, “Molecular dynamics simulation of the low-temperature partial oxidation of CH4.,” The journal of physical chemistry. A. 2009. link Times cited: 44 Abstract: Low-temperature partial oxidation of methane was investigate… read moreAbstract: Low-temperature partial oxidation of methane was investigated using reactive molecular dynamics (MD) and quantum mechanical (QM) methods. In particular, the ReaxFF hydrocarbon force field [Chenoweth, K.; et al. J. Phys. Chem. A 2008, 112, 1040] was employed to simulate a [20 CH(4) + 10 O(2)] model system at 500 degrees C. The chemical mechanism of the partial oxidation of methane was proposed on the basis of analysis of the computed trajectory of this model system. The partial oxidation of methane was observed to be initiated by the abstraction of hydrogen from CH(4) by O(2) and the atomization of CH(4) itself. Subsequent radical recombination between hydrogen atoms and the dehydrogenation of CH(4) were the primary pathways by which H(2) was formed. In agreement with current models of low-temperature combustion, radicals including H(3)C-OO and H(2)C-OO were also observed during the MD simulation. The observed reaction mechanism was subsequently analyzed using QM methods. For instance, structural features of prominent radical species observed during the MD simulation were analyzed using density functional theory (DFT) and coupled-cluster (CCSD(T)) methods. Enthalpies of reaction of all observed chemical processes were calculated using DFT and the W1 composite method. Where possible, comparisons with experimental data were made. read less NOT USED (low confidence) K. Chenoweth, A. Duin, P. Persson, M. Cheng, J. Oxgaard, and W. Goddard, “Development and application of a ReaxFF reactive force field for oxidative dehydrogenation on vanadium oxide catalysts (The Journal of Physical Chemistry A (2008) 112C),” Journal of Physical Chemistry A. 2008. link Times cited: 127 Abstract: We have developed a new ReaxFF reactive force field to descr… read moreAbstract: We have developed a new ReaxFF reactive force field to describe accurately reactions of hydrocarbons with vanadium oxide catalysts. The ReaxFF force field parameters have been fit to a large quantum mechanics (QM) training set containing over 700 structures and energetics related to bond dissociations, angle and dihedral distortions, and reactions between hydrocarbons and vanadium oxide clusters. In addition, the training set contains charge distributions for small vanadium oxide clusters and the stabilities of condensed-phase systems. We find that ReaxFF reproduces accurately the QM training set for structures and energetics of small clusters. Most important is that ReaxFF describes accurately the energetics for various oxidation states of the condensed phases, including V2O5, VO2, and V2O3 in addition to metallic V (V0). To demonstrate the capability of the ReaxFF force field for describing catalytic processes involving vanadium oxides, we performed molecular dynamics (MD) simulation for reactions of a ... read less NOT USED (low confidence) D. Sayle et al., “Mapping nanostructure: a systematic enumeration of nanomaterials by assembling nanobuilding blocks at crystallographic positions.,” ACS nano. 2008. link Times cited: 48 Abstract: Nanomaterials synthesized from nanobuilding blocks promise s… read moreAbstract: Nanomaterials synthesized from nanobuilding blocks promise size-dependent properties, associated with individual nanoparticles, together with collective properties of ordered arrays. However, one cannot position nanoparticles at specific locations; rather innovative ways of coaxing these particles to self-assemble must be devised. Conversely, model nanoparticles can be placed in any desired position, which enables a systematic enumeration of nanostructure from model nanobuilding blocks. This is desirable because a list of chemically feasible hypothetical structures will help guide the design of strategies leading to their synthesis. Moreover, the models can help characterize nanostructure, calculate (predict) properties, or simulate processes. Here, we start to formulate and use a simulation strategy to generate atomistic models of nanomaterials, which can, potentially, be synthesized from nanobuilding block precursors. Clearly, this represents a formidable task because the number of ways nanoparticles can be arranged into a superlattice is infinite. Nevertheless, numerical tools are available to help build nanoparticle arrays in a systematic way. Here, we exploit the "rules of crystallography" and position nanoparticles, rather than atoms, at crystallographic sites. Specifically, we explore nanoparticle arrays with cubic, tetragonal, and hexagonal symmetries together with primitive, face centered cubic and body centered cubic nanoparticle "packing". We also explore binary nanoparticle superlattices. The resulting nanomaterials, spanning CeO(2), Ti-doped CeO(2), ZnO, ZnS, MgO, CaO, SrO, and BaO, comprise framework architectures, with cavities interconnected by channels traversing (zero), one, two and three dimensions. The final, fully atomistic models comprise three hierarchical levels of structural complexity: crystal structure, microstructure (i.e., grain boundaries, dislocations), and superlattice structure. read less NOT USED (low confidence) D. Raymand, A. Duin, M. Baudin, and K. Hermansson, “A reactive force field (ReaxFF) for zinc oxide,” Surface Science. 2008. link Times cited: 127 NOT USED (low confidence) X. Zhang et al., “Experimental and simulation study on hydroxyl group promoting low-temperature oxidation of active groups in coal,” Fuel. 2023. link Times cited: 9 NOT USED (low confidence) G.-H. Wei et al., “Exploring the continuous cleavage-oxidation mechanism of the catalytic oxidation of cellulose to formic acid: A combined experimental and theoretical study,” Fuel. 2023. link Times cited: 4 NOT USED (low confidence) L. Wang, Y. Liu, J. Wang, X. Li, and J. Ma, “Effect of CO2 and methyl groups reaction kinetics on the ignition and combustion of diesel surrogate fuel: Part Ⅰ. Reaction mechanisms,” Fuel. 2023. link Times cited: 0 NOT USED (low confidence) Y. Liu, Q. Sun, B. Yue, Y. Zhang, and T. Cheng, “Elucidating solid electrolyte interphase formation in sodium-based batteries: key reductive reactions and inorganic composition,” Journal of Materials Chemistry A. 2023. link Times cited: 0 Abstract: Sodium-based batteries, due to their abundant and inexpensiv… read moreAbstract: Sodium-based batteries, due to their abundant and inexpensive resources, have emerged as promising candidates for next-generation high-energy battery systems. read less NOT USED (low confidence) Q. Yin and H. Yao, “Computational study on the effects of mechanical constraint on the performance of silicon nanosheets as anode materials for lithium-ion batteries,” Silicon Anode Systems for Lithium-Ion Batteries. 2022. link Times cited: 0 NOT USED (low confidence) K. Zhou and B. Liu, “Application of molecular dynamics simulation in other problems,” Molecular Dynamics Simulation. 2022. link Times cited: 0 NOT USED (low confidence) W. Zhu, R. Yetter, J. E. Boyer, and A. V. van Duin, “Mechanistic study of chemical looping reactions between solid carbon fuels and CuO,” Combustion and Flame. 2022. link Times cited: 3 NOT USED (low confidence) Y. Cheng, Y. Zhao, F. Zhao, S. Xu, X. Ju, and C. Ye, “ReaxFF simulations on the combustion of Al and n-butanol nanofluid,” Fuel. 2022. link Times cited: 8 NOT USED (low confidence) X. Duan, G. Jin, L. Zhang, Z. Xu, R. Zhang, and J. Wang, “Insight into the Pyrolysis of 3,7-Dinitro-1,3,5,7-Tetraazabicyclo [3,3,1] Nonan (Dpt) Based on Reaxff Md Simulations and Tg-Ftir-Ms Techniques,” SSRN Electronic Journal. 2022. link Times cited: 4 NOT USED (low confidence) W. Ku� and A. Mrózek, “Quantum-inspired evolutionary optimization of SLMoS2 two-phase structures,” Computer Methods in Material Science. 2022. link Times cited: 0 Abstract: The paper focuses on applying a Quantum Inspired Evolutionar… read moreAbstract: The paper focuses on applying a Quantum Inspired Evolutionary Algorithm to achieve the optimization of 2D material containing two phases, 2H and 1T, of Molybdenum Disulphide (MoS 2 ). The goal of the optimization is to obtain a nanostructure with tailored mechanical properties. The design variables describe the shape of inclusion made from phase 1T in the 2H unit cell. The modification of the size of the inclusions leads to changes in the mechanical properties. The problem is solved with the use of computed mechanical properties on the basis of the Molecular Statics approach with ReaxFF potentials. read less NOT USED (low confidence) Y. Shin, C. M. Ashraf, and A. Duin, “Development and Applications of the ReaxFF Reactive Force Field for Biological Systems.” 2021. link Times cited: 2 NOT USED (low confidence) L. Song, F. Zhao, S. Xu, X. Ju, and C. Ye, “ReaxFF study on combustion mechanism of ethanol/nitromethane,” Fuel. 2021. link Times cited: 19 NOT USED (low confidence) T. Saha and A. Bhowmick, “Thermal and Thermo-Oxidative Degradation of Rubbers: Some Recent Studies,” Advances in Polymer Science. 2021. link Times cited: 0 NOT USED (low confidence) P. Chen et al., “Simulation Science: Second International Workshop, SimScience 2019, Clausthal-Zellerfeld, May 8-10, 2019, Revised Selected Papers,” Simulation Science. 2020. link Times cited: 0 NOT USED (low confidence) M. Ren, L. Wang, T. Li, and B. Wei, “Molecular investigation on the compatibility of epoxy resin with liquid oxygen,” Theoretical and Applied Mechanics Letters. 2020. link Times cited: 7 NOT USED (low confidence) W. Pang, L. DeLuca, A. Gromov, A. S. C. Editors, and A. Cumming, “Innovative Energetic Materials: Properties, Combustion Performance and Application,” Innovative Energetic Materials: Properties, Combustion Performance and Application. 2020. link Times cited: 13 NOT USED (low confidence) M. Atamanov, J.-Y. Lyu, X. Lyu, and Q. Yan, “Recent Achievements and Future Challenges on the Modeling Study of AP-Based Propellants.” 2020. link Times cited: 0 NOT USED (low confidence) X. Liao, “Engineered morphologic material structures: physical/chemical properties and applications.” 2019. link Times cited: 0 Abstract: Engineered morphologic material structures: physical/chemica… read moreAbstract: Engineered morphologic material structures: physical/chemical properties and applications Xiangbiao Liao Morphologies include the study of shape, size and structure for materials from atomic scale to macroscales. Properties/functions of material structures in general are dependent on morphologies, and thus tunable properties in chemistry and physics can be realized through changing morphologies on surfaces and in bulk systems of materials. For lowdimensional materials, atomic modification or crystal lattice can introduce varieties of fascinating phenomena and unconventional intrinsic properties in electric, mechanics chemistry and etc. The reason behind such controllability is that morphological undulation usually is consistent with the mapping of strain, which is related to atomic structures of materials. For micro/macro scale materials, interactions of surface tension, mechanical stress, etc. dominate morphological evolutions. Structural design and morphological control can achieve desirable functionalities, for example mechanical flexibility and liquid wettability for practical applications. Herein, strain-engineering strategies including mechanical loading and atomic engineering are applied to modify and control morphologies in materials with different length scales. We firstly investigate the fundamental mechanism of morphological evolution through various load strategies, and the relationship between morphologies and the properties of material structures across from nanoscale, microscale to macroscale, including graphene, phosphorene, core-shell microparticles and soft materials/bilayers, etc. Furthermore, we demonstrate two applications of utilizing designed morphologies, which read less NOT USED (low confidence) D. Hou, “Molecular Dynamics Study on Cement–Graphene Nanocomposite,” Molecular Simulation on Cement-Based Materials. 2019. link Times cited: 1 NOT USED (low confidence) S. Goyal et al., “Fundamentals of Organic-Glass Adhesion,” Handbook of Materials Modeling. 2019. link Times cited: 4 NOT USED (low confidence) B. C. Barnes, J. Brennan, E. Byrd, S. Izvekov, J. Larentzos, and B. Rice, “Toward a Predictive Hierarchical Multiscale Modeling Approach for Energetic Materials,” Computational Approaches for Chemistry Under Extreme Conditions. 2019. link Times cited: 10 NOT USED (low confidence) C. M. Ashraf, S. Shabnam, Y. Xuan, and A. Duin, “Application of ReaxFF-Reactive Molecular Dynamics and Continuum Methods in High-Temperature/Pressure Pyrolysis of Fuel Mixtures,” Computational Approaches for Chemistry Under Extreme Conditions. 2019. link Times cited: 2 NOT USED (low confidence) L. P. Wang, “Force Field Development and Nanoreactor Chemistry,” Computational Approaches for Chemistry Under Extreme Conditions. 2019. link Times cited: 1 NOT USED (low confidence) M. Ferry et al., “Polymers in the Nuclear Power Industry.” 2019. link Times cited: 9 NOT USED (low confidence) H. Poblete and J. Comer, “Computational modeling of the adsorption of capping agent biomolecules to inorganic nanoparticles,” Photoactive Inorganic Nanoparticles. 2019. link Times cited: 0 NOT USED (low confidence) S. Winczewski, M. Y. Shaheen, and J. Rybicki, “Interatomic potential suitable for the modeling of penta-graphene: Molecular statics/molecular dynamics studies,” Carbon. 2018. link Times cited: 34 NOT USED (low confidence) G. Odegard, “6.2 Computational Multiscale Modeling – Nanoscale to Macroscale,” Comprehensive Composite Materials. 2018. link Times cited: 4 NOT USED (low confidence) S. S. Sawant, P. Rao, A. Harpale, H. Chew, and D. Levin, “Micro-scale thermal response modeling of an Avcoat-like TPS.” 2018. link Times cited: 3 NOT USED (low confidence) S. B. Kylasa, H. Aktulga, and A. Grama, “Reactive Molecular Dynamics on Massively Parallel Heterogeneous Architectures,” IEEE Transactions on Parallel and Distributed Systems. 2017. link Times cited: 12 Abstract: We present a parallel implementation of the ReaxFF force fie… read moreAbstract: We present a parallel implementation of the ReaxFF force field on massively parallel heterogeneous architectures, called PuReMD-Hybrid. PuReMD, on which this work is based, along with its integration into LAMMPS, is currently used by a large number of research groups worldwide. Accelerating this important community codebase that implements a complex reactive force field poses a number of algorithmic, design, and optimization challenges, as we discuss in detail. In particular, different computational kernels are best suited to different computing substrates-CPUs or GPUs. Scheduling these computations requires complex resource management, as well as minimizing data movement across CPUs and GPUs. Integrating powerful nodes, each with multiple CPUs and GPUs, into clusters and utilizing the immense compute power of these clusters requires significant optimizations for minimizing communication and, potentially, redundant computations. From a programming model perspective, PuReMD-Hybrid relies on MPI across nodes, pthreads across cores, and CUDA on the GPUs to address these challenges. Using a variety of innovative algorithms and optimizations, we demonstrate that our code can achieve over 565-fold speedup compared to a single core implementation on a cluster of 36 state-of-the-art GPUs for complex systems. In terms of application performance, our code enables simulations of over 1.8M atoms in under 0.68 seconds per simulation time step. read less NOT USED (low confidence) S. S. Sawant, A. Harpale, R. Jambunathan, H. Chew, and D. L. Fliflet, “High fidelity and multi-scale thermal response modeling of an Avcoat-like thermal protection system material.” 2017. link Times cited: 1 NOT USED (low confidence) S. Roy, A. Kumar, and S. Li, “A Nano-micro-macro-multiscale Model for Progressive Failure Prediction in Advanced Composites.” 2017. link Times cited: 4 NOT USED (low confidence) A. Chakrabarty, S. Mannan, and T. Çagin, “Molecular-Level Modeling and Simulation in Process Safety.” 2016. link Times cited: 3 NOT USED (low confidence) O. Lehtinen and J. Kotakoski, “Structural Changes in 2D Materials Due to Scattering of Light Ions.” 2016. link Times cited: 0 NOT USED (low confidence) M. Soloviov, “Atomistic simulations of the reactive processes in the heme-containing proteins.” 2015. link Times cited: 0 Abstract: Heme proteins have a great impact in the protein research. D… read moreAbstract: Heme proteins have a great impact in the protein research. Due to the unique electronic properties of heme these proteins are abundant in nature and have a wide range of biological functions in most of the organisms from archea to eukaryotes. The ability of heme proteins to bind and release small molecules like CO, NO, O2 defines the variety of physiological functions and is related to the structural dynamic properties of the protein matrix surrounding heme.
Cytochrome c oxidase (CcO) is a heme-containing protein, which performs oxygen reduction to water as a part of the membrane complex. Cytochrome c oxidase forms a stable complex with CO in the binuclear heme a3 - Cu(B) active site and is a model system to study ligand binding and release. The pump-probe experiments performed for the CcO-CO system reported the ultrafast dynamics of the CO transfer from the heme Fe to Cu(B) site. Molecular dynamics simulations are used to provide the dynamic structural information during the transfer with atomic resolution. The kinetics of the process determined from the MD simulations is a qualitative agreement with the timescales reported in the experimental studies. The simulations show that the transfer dynamics is ballistic. The doming of the heme Fe observed after the photoexcitation significantly affects the probability of the heme Fe rebinding.
Myglobin (Mb) is an oxygen storage protein, the active site of which contains heme. It allows studying the impact of the structural changes on binding and release of small molecules. The Mb complex with NO was studied using MD simulations. The heme doming effect observed after photodissociation makes the heme Fe less accessible to NO and slows down the rebinding. The DFT parametrized 2A state predicts the existence of the Fe-ON minimum, which is not observable in the experiments, this might be explained by the effect of the 4A PES, that activated during the photoexcitation and that has a lower energy for the configurations corresponding to the Fe-ON minimum. read less NOT USED (low confidence) V. Cvicek, “Structure Prediction of G-Protein Coupled Receptors.” 2015. link Times cited: 0 Abstract: G-protein coupled receptors (GPCRs) form a large family of p… read moreAbstract: G-protein coupled receptors (GPCRs) form a large family of proteins and are very important drug targets. They are membrane proteins, which makes computational prediction of their structure challenging. Homology modeling is further complicated by low sequence similarly of the GPCR superfamily. In this dissertation, we analyze the conserved inter-helical contacts of recently solved crystal structures, and we develop a unified sequence-structural alignment of the GPCR superfamily. We use this method to align 817 human GPCRs, 399 of which are nonolfactory. This alignment can be used to generate high quality homology models for the 817 GPCRs. To refine the provided GPCR homology models we developed the Trihelix sampling method. We use a multi-scale approach to simplify the problem by treating the transmembrane helices as rigid bodies. In contrast to Monte Carlo structure prediction methods, the Trihelix method does a complete local sampling using discretized coordinates for the transmembrane helices. We validate the method on existing structures and apply it to predict the structure of the lactate receptor, HCAR1. For this receptor, we also build extracellular loops by taking into account constraints from three disulfide bonds. Docking of lactate and 3,5-dihydroxybenzoic acid shows likely involvement of three Arg residues on different transmembrane helices in binding a single ligand molecule. Protein structure prediction relies on accurate force fields. We next present an effort to improve the quality of charge assignment for large atomic models. In particular, we introduce the formalism of the polarizable charge equilibration scheme (PQEQ) and we describe its implementation in the molecular simulation package Lammps. PQEQ allows fast on the fly charge assignment even for reactive force fields. read less NOT USED (low confidence) J. Zhao, L.-xin Lu, Z. Zhang, W. Guo, and T. Rabczuk, “Continuum modeling of the cohesive energy for the interfaces between films, spheres, coats and substrates,” Computational Materials Science. 2015. link Times cited: 22 NOT USED (low confidence) M. Islam, V. Bryantsev, and A. Duin, “ReaxFF Reactive Force Field Simulations on the Influence of Teflon on Electrolyte Decomposition during Li/SWCNT Anode Discharge in Lithium-Sulfur Batteries,” Journal of The Electrochemical Society. 2014. link Times cited: 72 Abstract: Lithium-sulfur batteries are amongst the most appealing choi… read moreAbstract: Lithium-sulfur batteries are amongst the most appealing choices for the next generation large-scale energy storage applications.However, these batteries still suffer several formidable performance degradation issues that impede its commercialization. Thelithium negative electrode yields high anodic capacity, but it causes dendrite formation and raises safety concerns. Furthermore, thehigh reactivity of lithium is accountable for electrolyte decomposition. To investigate these issues and possible countermeasures, weused ReaxFF reactive molecular dynamics simulations to elucidate anode-electrolyte interfacial chemistry and utilized an ex-situanodesurfacetreatmentwithTefloncoating.Inthisstudy,weemployedLi/SWCNT(single-wallcarbonnanotube)compositeanodeinsteadoflithiummetalandtetra(ethyleneglycol)dimethylether(TEGDME)aselectrolyte.Wefindthatatlithiumrichenvironmentat the anode-electrolyte interface, electrolyte dissociates and generates ethylene gas as a major reaction product, while utilization ofTeflon layer suppresses the lithium reactivity and reduces electrolyte decomposition. Lithium discharge from the negative electrodeis an exothermic event that creates local hot spots at the interfacial region and expedites electrolyte dissociation reaction kinetics.Usage of Teflon dampens initial heat flow and effectively reduces lithium reactivity with the electrolyte.© 2014 The Electrochemical Society. [DOI: 10.1149/2.005408jes] All rights reserved.Manuscript submitted January 29, 2014; revised manuscript received February 18, 2014. Published February 25, 2014. This wasPaper 566 from the San Francisco, California, Meeting of the Society, October 27–November 1, 2013. read less NOT USED (low confidence) F. V. Mackenzie and B. Thijsse, “Atomistic Modeling of Alumina/Epoxy Adhesion,” MRS Proceedings. 2013. link Times cited: 2 NOT USED (low confidence) P. A. Autreto, J. M. Sousa, and D. Galvão, “On the Dynamics of Graphdiyne Hydrogenation,” MRS Proceedings. 2013. link Times cited: 2 NOT USED (low confidence) P. Khalatur, “Molecular Dynamics Simulations in Polymer Science: Methods and Main Results.” 2012. link Times cited: 28 NOT USED (low confidence) P. Kennedy, B. Garrison, M. F. Russo, and A. V. van Duin, “Strategies for modeling diverse chemical reactions in molecular dynamics simulations of cluster bombardment,” Surface and Interface Analysis. 2011. link Times cited: 1 Abstract: Reaction energies for the degradation reactions of poly(meth… read moreAbstract: Reaction energies for the degradation reactions of poly(methyl methacrylate) (PMMA) and for the cycloaddition of two ethylene molecules to form cyclobutane were calculated using the atomistic reactive empirical bond order potential ReaxFF, 1 and the reaction energies were then compared to reaction energies from literature sources. The PMMA degradation reaction energies were from 7 to 25 kcal/mol less endothermic than the relevant literature values. The cycloaddition reaction energy was 5 kcal/mol less exothermic for ReaxFF compared to the literature value. Copyright © 2010 John Wiley & Sons, Ltd. read less NOT USED (low confidence) J. P. Mathews and F. Botha, “FINAL TECHNICAL REPORT.” 2011. link Times cited: 1 Abstract: One of the key issues of coal gasification is to identify ke… read moreAbstract: One of the key issues of coal gasification is to identify key performance parameters and develop procedures allowing coal to be tested and assessed for its suitability in gasification. The objective of this research was to develop tests for the reliable determination and eventual prediction of the effect of coal properties, specifically mineral content and maceral composition, on the performance of coal in gasification processes. The proposed effort included tasks: (1) macerals separation from coal, (2) manipulation of Illinois coal samples by varying their mineral contents and composition, (3) coal samples characterization, (4) TGA studies of coal gasification, and (5) study of gasification in the batch reactor. Illinois Basin whole-seam coal samples were collected from the Herrin No.6, Springfield No.5, and Murphysboro (MB) No.2 seams. In addition to the gasification of the wholeseam samples, a range of lithotypes from these samples, as well as, maceral concentrates obtained from density-gradient centrifugation, were gasified. Float/sink analysis was performed to produce high-density mineral concentrates, and the concentrates were added in varying proportions to low-density coal samples. The produced coal/mineral mixtures were also tested for performance during gasification. A kinetic analysis to optimize the process parameters and guide the further process scale up and evaluation was also conducted. The results of the kinetic study indicate that isolated macerals, specifically vitrinite and fusinite, were more reactive during TGA gasification than the raw coals. In addition, the samples with added mineral calcite and iron sulfide exhibited higher rates of gasification than the raw coals. All of the samples during the TGA studies followed a two-step mechanism. During gasification in a batch reactor, the maceral concentrates yielded the highest amount of hydrogen. Methane and carbon monoxide yields we limited for most of the experiments. read less NOT USED (low confidence) J. Mueller, “STRUCTURES, ENERGETICS AND REACTIONS OF HYDROCARBONS ON NICKEL.” 2010. link Times cited: 1 Abstract: To better understand and improve reactive processes on nicke… read moreAbstract: To better understand and improve reactive processes on nickel surfaces such as the catalytic steam reforming of hydrocarbons, the decomposition of hydrocarbons at fuel cell
anodes, and the growth of carbon nanotubes, we have performed atomistic studies of hydrocarbon adsorption and decomposition on low index nickel surfaces and nickel catalyst nanoparticles. Quantum mechanics (QM) calculations utilizing the PBE flavor of density functional theory (DFT) were performed on all CH_x and C_2H_y species to determine their structures and energies on Ni(111). In good agreement with experiments, we find that CH is the most stable form of CH_x on Ni(111). It is a stable intermediate in both methane dehydrogenation and CO methanation, while CH(2,ad) is only stable during methanation. We also find that nickel surface atoms play an important catalytic role in C-H bond formation and cleavage. For the C_2H_y species we find a low surface coverage decomposition pathway proceeding through CHCH_(ad), the most stable intermediate, and a high surface coverage pathway which proceeds through CCH_(3,ad), the next most stable intermediate. Our enthalpies along these pathways are consistent with experimental observations.
To extend our study to larger systems and longer time scales, we have developed the ReaxFF reactive force field to describe hydrocarbon decomposition and reformation on nickel catalyst surfaces. The ReaxFF parameters were fit to geometries and energy surfaces from DFT calculations involving a large number of reaction pathways and equations of state for nickel, nickel carbides, and various hydrocarbon species chemisorbed on Ni(111), Ni(110) and Ni(100). The resulting ReaxFF description was validated against additional DFT data to demonstrate its accuracy, and used to perform reaction dynamics (RD) simulations on methyl decomposition for comparison with experiment. Finally ReaxFF RD simulations were applied to the chemisorption and decomposition of six different hydrocarbons (methane, acetylene, ethylene, benzene, cyclohexane and propylene) on a 468 atom nickel nanoparticle. These simulations realistically model hydrocarbon feedstock decomposition and provide reaction pathways relevant to this part of the carbon nanotube growth process. They show that C-C π bonds provide a low barrier pathway for chemisorption, and that the low energy of subsurface C is an important driving force in breaking C-C bonds. read less NOT USED (high confidence) R. Xu, J. Meisner, A. M. Chang, K. Thompson, and T. Martínez, “First principles reaction discovery: from the Schrodinger equation to experimental prediction for methane pyrolysis,” Chemical Science. 2023. link Times cited: 3 Abstract: Our recent success in exploiting graphical processing units … read moreAbstract: Our recent success in exploiting graphical processing units (GPUs) to accelerate quantum chemistry computations led to the development of the ab initio nanoreactor, a computational framework for automatic reaction discovery and kinetic model construction. In this work, we apply the ab initio nanoreactor to methane pyrolysis, from automatic reaction discovery to path refinement and kinetic modeling. Elementary reactions occurring during methane pyrolysis are revealed using GPU-accelerated ab initio molecular dynamics simulations. Subsequently, these reaction paths are refined at a higher level of theory with optimized reactant, product, and transition state geometries. Reaction rate coefficients are calculated by transition state theory based on the optimized reaction paths. The discovered reactions lead to a kinetic model with 53 species and 134 reactions, which is validated against experimental data and simulations using literature kinetic models. We highlight the advantage of leveraging local brute force and Monte Carlo sensitivity analysis approaches for efficient identification of important reactions. Both sensitivity approaches can further improve the accuracy of the methane pyrolysis kinetic model. The results in this work demonstrate the power of the ab initio nanoreactor framework for computationally affordable systematic reaction discovery and accurate kinetic modeling. read less NOT USED (high confidence) A. K. Mohamed, A. Bouibes, M. Bauchy, and Z. Casar, “Molecular modelling of cementitious materials: current progress and benefits,” RILEM Technical Letters. 2023. link Times cited: 3 Abstract: Developing new sustainable concrete technology has become an… read moreAbstract: Developing new sustainable concrete technology has become an urgent need, requiring faster and deeper insights into the fundamental mechanisms driving the cement hydration reactions. Molecular simulations have the potential to provide such understanding since the hydration reaction and the cement chemistry are particularly dominated by mechanisms at the atomic scale. In this letter, we review the application of two major approaches namely classical (including reactive) molecular dynamics simulations and density function theory calculations of cementitious materials. We give an overview of molecular simulations involving the major mineral and hydrate phases. read less NOT USED (high confidence) S. Hashemi, G. Barinovs, and G. Nyman, “A ReaxFF molecular dynamics and RRKM ab initio based study on degradation of indene,” Frontiers in Astronomy and Space Sciences. 2023. link Times cited: 0 Abstract: The degradation of indene is investigated using molecular dy… read moreAbstract: The degradation of indene is investigated using molecular dynamics (MD) with the ReaxFF force field and RRKM theory. Microcanonical rate constants are obtained over a broad energy range (8–25 eV). There is agreement between the results of the molecular dynamics and RRKM calculations at the lower energies, while the molecular dynamics rate constants are larger at the higher energies. At the lower energies there is also agreement with values obtained by using expressions for photodegradation of polyaromatic hydrocarbons from the literature. Values from those expressions however increase even faster with energy than our molecular dynamics rate constants do. At the same time those values are lower than an experimental result at 6.4 eV. This suggests that astrochemical models employing those values may result in unreliable polycyclic aromatic hydrocarbons abundances. read less NOT USED (high confidence) D. Boden, I. Groot, and J. Meyer, “Elucidating the Initial Oxidation of Pt(111) Using Large-Scale Atomistic Thermodynamics: A ReaxFF Study,” The Journal of Physical Chemistry C. 2022. link Times cited: 0 NOT USED (high confidence) C. Huang and B. Rubenstein, “Machine Learning Diffusion Monte Carlo Forces.,” The journal of physical chemistry. A. 2022. link Times cited: 3 Abstract: Diffusion Monte Carlo (DMC) is one of the most accurate tech… read moreAbstract: Diffusion Monte Carlo (DMC) is one of the most accurate techniques available for calculating the electronic properties of molecules and materials, yet it often remains a challenge to economically compute forces using this technique. As a result, ab initio molecular dynamics simulations and geometry optimizations that employ Diffusion Monte Carlo forces are often out of reach. One potential approach for accelerating the computation of "DMC forces" is to machine learn these forces from DMC energy calculations. In this work, we employ Behler-Parrinello Neural Networks to learn DMC forces from DMC energy calculations for geometry optimization and molecular dynamics simulations of small molecules. We illustrate the unique challenges that stem from learning forces without explicit force data and from noisy energy data by making rigorous comparisons of potential energy surface, dynamics, and optimization predictions among ab initio density functional theory (DFT) simulations and machine-learning models trained on DFT energies with forces, DFT energies without forces, and DMC energies without forces. We show for three small molecules─C2, H2O, and CH3Cl─that machine-learned DMC dynamics can reproduce average bond lengths and angles within a few percent of known experimental results at one hundredth of the typical cost. Our work describes a much-needed means of performing dynamics simulations on high-accuracy, DMC PESs and for generating DMC-quality molecular geometries given current algorithmic constraints. read less NOT USED (high confidence) Q. Mao, Y. Zhang, M. Kowalik, N. Nayir, M. Chandross, and A. V. van Duin, “Oxidation and hydrogenation of monolayer MoS2 with compositing agent under environmental exposure: The ReaxFF Mo/Ti/Au/O/S/H force field development and applications,” Frontiers in Nanotechnology. 2022. link Times cited: 1 Abstract: An atomistic modeling tool is essential to an in-depth under… read moreAbstract: An atomistic modeling tool is essential to an in-depth understanding upon surface reactions of transition metal dichalcogenides (TMDs), such as molybdenum disulfide (MoS2), with the presence of compositing agents, including Ti and Au, under different environmental exposures. We report a new ReaxFF reactive force field parameter set for Mo, Ti, Au, O, S, and H interactions. We apply the force field in a series of molecular dynamics (MD) simulations to unravel the impact of the Ti dopant on the oxidation/hydrogenation behaviors of MoS2 surface. The simulation results reveal that, in the absence of Ti clusters, the MoS2 surface is ruptured and oxidized at elevated temperatures through a process of adsorption followed by dissociation of the O2 molecules on the MoS2 surface during the temperature ramp. When the MoS2 surface is exposed to H2O molecules, surface hydrogenation is most favored, followed by oxidation, then hydroxylation. The introduction of Ti clusters to the systems mitigates the oxidation/hydrogenation of MoS2 at a low or intermediate temperature by capturing the O2/H2O molecules and locking the O/H-related radicals inside the clusters. However, OH− and H3O+ are emitted from the Ti clusters in the H2O environment as temperature rises, and the accelerating hydrogenation of MoS2 is consequently observed at an ultra-high temperature. These findings indicate an important but complex role of Ti dopants in mitigating the oxidation and hydrogenation of MoS2 under different environmental exposures. The possible mechanisms of oxidation and hydrogenation revealed by MD simulations can give an insight to the design of oxidation resistant TMDs and can be useful to the optical, electronic, magnetic, catalytic, and energy harvesting industries. read less NOT USED (high confidence) V. Desyatkin et al., “Scalable Synthesis and Characterization of Multilayer γ-Graphyne, New Carbon Crystals with a Small Direct Band Gap.,” Journal of the American Chemical Society. 2022. link Times cited: 37 Abstract: γ-Graphyne is the most symmetric sp2/sp1 allotrope of carbon… read moreAbstract: γ-Graphyne is the most symmetric sp2/sp1 allotrope of carbon, which can be viewed as graphene uniformly expanded through the insertion of two-carbon acetylenic units between all the aromatic rings. To date, synthesis of bulk γ-graphyne has remained a challenge. We here report the synthesis of multilayer γ-graphyne through crystallization-assisted irreversible cross-coupling polymerization. A comprehensive characterization of this new carbon phase is described, including synchrotron powder X-ray diffraction, electron diffraction, lateral force microscopy, Raman spectroscopy, infrared spectroscopy, and cyclic voltammetry. Experiments indicate that γ-graphyne is a 0.48 eV band gap semiconductor, with a hexagonal a-axis spacing of 6.88 Å and an interlayer spacing of 3.48 Å, which is consistent with theoretical predictions. The observed crystal structure has an aperiodic sheet stacking. The material is thermally stable up to 240 °C but undergoes transformation at higher temperatures. While conventional 2D polymerization and reticular chemistry rely on error correction through reversibility, we demonstrate that a periodic covalent lattice can be synthesized under purely kinetic control. The reported methodology is scalable and inspires extension to other allotropes of the graphyne family. read less NOT USED (high confidence) D. Hou, Q. Mao, Y. Ren, and K. Luo, “Atomic Insights into Mechanisms of Carbon Coating on Titania Nanoparticle During Flame Synthesis,” SSRN Electronic Journal. 2022. link Times cited: 3 Abstract: Carbon-metal oxide (CMO) nanocomposites have seen increasing… read moreAbstract: Carbon-metal oxide (CMO) nanocomposites have seen increasing research due to their extraordinary properties for energy storage materials and photocatalysts. Flame aerosol synthesis provides a promising route to producing CMO nanocomposites. Various CMO nanocomposites have been successfully synthesized through flame aerosol techniques in laboratories. However, a detailed understanding of the formation and growth mechanisms of such materials is lacking. Therefore, in this study, the reactive force-field molecular dynamics (ReaxFF MD) was deployed to gain atomic insights into the initial stage of carbon coating on the titania nanoparticle. We performed a large number of simulations of carbon coating with 18 typical hydrocarbon species in flames including aliphatics of C1–C4 species and polycyclic aromatic hydrocarbons (PAHs) at temperatures ranging from 400K to 2500K . We found that the titania nanoparticle can not only serve as a nucleus for physical adsorption of the surrounding hydrocarbons, but also can form C–Ti/O bonds with them, and abstract H atoms from the surrounding hydrocarbons. The optimal temperature range for carbon coating is 𝑇 ≤ 1200K , because C–Ti/O bonds are unstable at higher temperatures. At 𝑇 ≥ 1500K , hydrocarbons tend to gather to form larger carbonaceous species instead of coating onto the particle surface, as the formation of C–C bonds is promoted at high temperatures. Small aliphatics are favored to be chemically coated on the particle, while PAH molecules tend to be physically absorbed on the nanoparticle surface due to their stable electronic structure and large size. Coating tendencies of aliphatics are closely related to the number of C–C triple bonds. read less NOT USED (high confidence) Z. Fthenakis, I. Petsalakis, V. Tozzini, and N. Lathiotakis, “Evaluating the performance of ReaxFF potentials for sp2 carbon systems (graphene, carbon nanotubes, fullerenes) and a new ReaxFF potential,” Frontiers in Chemistry. 2022. link Times cited: 7 Abstract: We study the performance of eleven reactive force fields (Re… read moreAbstract: We study the performance of eleven reactive force fields (ReaxFF), which can be used to study sp2 carbon systems. Among them a new hybrid ReaxFF is proposed combining two others and introducing two different types of C atoms. The advantages of that potential are discussed. We analyze the behavior of ReaxFFs with respect to 1) the structural and mechanical properties of graphene, its response to strain and phonon dispersion relation; 2) the energetics of (n, 0) and (n, n) carbon nanotubes (CNTs), their mechanical properties and response to strain up to fracture; 3) the energetics of the icosahedral C60 fullerene and the 40 C40 fullerene isomers. Seven of them provide not very realistic predictions for graphene, which made us focusing on the remaining, which provide reasonable results for 1) the structure, energy and phonon band structure of graphene, 2) the energetics of CNTs versus their diameter and 3) the energy of C60 and the trend of the energy of the C40 fullerene isomers versus their pentagon adjacencies, in accordance with density functional theory (DFT) calculations and/or experimental data. Moreover, the predicted fracture strain, ultimate tensile strength and strain values of CNTs are inside the range of experimental values, although overestimated with respect to DFT. However, they underestimate the Young’s modulus, overestimate the Poisson’s ratio of both graphene and CNTs and they display anomalous behavior of the stress - strain and Poisson’s ratio - strain curves, whose origin needs further investigation. read less NOT USED (high confidence) S. Jubin, A. Rau, Y. Barsukov, S. Ethier, and I. Kaganovich, “Boron adatom adsorption on graphene: A case study in computational chemistry methods for surface interactions,” Frontiers of Physics. 2022. link Times cited: 4 Abstract: Though weak surface interactions and adsorption can play an … read moreAbstract: Though weak surface interactions and adsorption can play an important role in plasma processing and materials science, they are not necessarily simple to model. A boron adatom adsorbed on a graphene sheet serves as a case study for how carefully one must select the correct technique from a toolbox of computational chemistry methods. Using a variety of molecular dynamics potentials and density functional theory functionals, we evaluate the adsorption energy, investigate barriers to adsorption and migration, calculate corresponding reaction rates, and show that a surprisingly high level of theory may be necessary to verify that the system is described correctly. read less NOT USED (high confidence) V. Dufour-D’ecieux, C. Moakler, E. Reed, and M. Cameron, “Predicting molecule size distribution in hydrocarbon pyrolysis using random graph theory.,” The Journal of chemical physics. 2022. link Times cited: 0 Abstract: Hydrocarbon pyrolysis is a complex process involving large n… read moreAbstract: Hydrocarbon pyrolysis is a complex process involving large numbers of chemical species and types of chemical reactions. Its quantitative description is important for planetary sciences, in particular, for understanding the processes occurring in the interior of icy planets, such as Uranus and Neptune, where small hydrocarbons are subjected to high temperature and pressure. We propose a computationally cheap methodology based on an originally developed ten-reaction model and the configurational model from random graph theory. This methodology generates accurate predictions for molecule size distributions for a variety of initial chemical compositions and temperatures ranging from 3200 to 5000 K. Specifically, we show that the size distribution of small molecules is particularly well predicted, and the size of the largest molecule can be accurately predicted provided that this molecule is not too large. read less NOT USED (high confidence) H. G. Lee, S. Y. Kim, and J.-S. Lee, “Dynamic observation of dendrite growth on lithium metal anode during battery charging/discharging cycles,” npj Computational Materials. 2022. link Times cited: 14 NOT USED (high confidence) A. Jana et al., “Atoms to fibers: Identifying novel processing methods in the synthesis of pitch-based carbon fibers,” Science Advances. 2022. link Times cited: 9 Abstract: Understanding and optimizing the key mechanisms used in the … read moreAbstract: Understanding and optimizing the key mechanisms used in the synthesis of pitch-based carbon fibers (CFs) are challenging, because unlike polyacrylonitrile-based CFs, the feedstock for pitch-based CFs is chemically heterogeneous, resulting in complex fabrication leading to inconsistency in the final properties. In this work, we use molecular dynamics simulations to explore the processing and chemical phase space through a framework of CF models to identify their effects on elastic performance. The results are in excellent agreement with experiments. We find that density, followed by alignment, and functionality of the molecular constituents dictate the CF mechanical properties more strongly than their size and shape. Last, we propose a previously unexplored fabrication route for high-modulus CFs. Unlike graphitization, this results in increased sp3 fraction, achieved via generating high-density CFs. In addition, the high sp3 fraction leads to the fabrication of CFs with isometric compressive and tensile moduli, enabling their potential applications for compressive loading. read less NOT USED (high confidence) M. F. Gustavo and T. Verstraelen, “GloMPO (Globally Managed Parallel Optimization): a tool for expensive, black-box optimizations, application to ReaxFF reparameterizations,” Journal of Cheminformatics. 2022. link Times cited: 1 NOT USED (high confidence) D. Hou, M. Feng, J. Wei, Y. Wang, A. V. van Duin, and K. Luo, “A reactive force field molecular dynamics study on the inception mechanism of titanium tetraisopropoxide (TTIP) conversion to titanium clusters,” Chemical Engineering Science. 2022. link Times cited: 6 NOT USED (high confidence) Q. Cui, J. Peng, C. Xu, and Z. Lan, “Automatic Approach to Explore the Multireaction Mechanism for Medium-Sized Bimolecular Reactions via Collision Dynamics Simulations and Transition State Searches.,” Journal of chemical theory and computation. 2022. link Times cited: 4 Abstract: We develop a broadly applicable computational method for the… read moreAbstract: We develop a broadly applicable computational method for the automatic exploration of the bimolecular multireaction mechanism. The current methodology mainly involves the high-energy Born-Oppenheimer molecular dynamics (BOMD) simulation and the successive reaction pathway construction. Several computational tricks are introduced, which include the selection of the reactive regions based on the electronic structure calculations and the employment of the virtual collision dynamics simulations with the monitoring of the atomic distance before the BOMD simulation. These prescreening steps largely reduce the number of trajectories in the BOMD simulations and significantly save the computational cost. The hidden Markov model combined with the modified atomic connectivity matrix is used for the detection of reaction events in each BOMD trajectory. Starting from several geometries close to the reaction events, the further intermediate optimization and transition state searches are conducted. The proposed method allows us to build the complicated multireaction mechanism of medium-sized bimolecular systems automatically. Here, we examine the feasibility and efficiency of the current method by its performance in searching the mechanisms of two prototype reactions in environmental science, which are the penicillin G anion + H2O and penicillin G anion + OH radical reactions. The result indicates that the proposed theoretical method is a powerful protocol for the automatic search of the bimolecular reaction mechanisms for medium-sized compounds. read less NOT USED (high confidence) R. Fu et al., “Thermally induced hex-graphene transitions in 2D carbon crystals,” Nanotechnology Reviews. 2022. link Times cited: 6 Abstract: Resourceful beyond-graphene two-dimensional (2D) carbon crys… read moreAbstract: Resourceful beyond-graphene two-dimensional (2D) carbon crystals have been proposed/synthesized; however, the fundamental knowledge of their melting thermodynamics remains lacking. Here, the structural and thermodynamic properties of nine contemporary 2D carbon crystals upon heating are investigated using first-principle-based ReaxFF molecular dynamics simulations. Those 2D carbon crystals show distinct evolution of energetic and Lindemann index that distinguish their thermal stabilities. There are two or three critical temperatures at which structural transformation occurs for non-hexagon-contained 2D carbon allotropes. Analysis of polygons reveals that non-hexagon-contained 2D carbon crystals show thermally induced hex-graphene transitions via mechanisms such as bond rotations, dissociation, and reformation of bonds. The study provides new insights into the thermodynamics and pyrolysis chemistry of 2D carbon materials, as well as structural transitions, which is of great importance in the synthesis and application of 2D materials in high-temperature processing and environment. read less NOT USED (high confidence) R. Lyu, Z. Huang, H. Deng, Y. Wei, C. Mou, and L. Wang, “Anatomies for the thermal decomposition behavior and product rule of 5,5′-dinitro-2H,2H′-3,3′-bi-1,2,4-triazole,” RSC Advances. 2021. link Times cited: 3 Abstract: High-performance energetic materials are mainly used in the … read moreAbstract: High-performance energetic materials are mainly used in the military, aerospace industry and chemical fields. The ordinary technology of producing energetic materials cannot avoid the domination of its unique needs. At present, revealing the underlying mechanism of the formation of high-energy materials is of great significance for improving their quality characteristics. We pay special attention to the decomposition and reactive molecular dynamics (RMD) simulation of 5,5′-dinitro-2H,2H′-3,3′-bi-1,2,4-triazole (DNBT). Various forms were captured in the simulation, and the form is determined by the temperature of the initial reactant. By observing the heating pattern and morphological changes under the initial thermal equilibrium, interesting temperature jumps were found in 325 K and 350 K. Observation of continuous heating (simulated temperatures are 2600 K, 2900 K, 3200 K and 3500 K) shows that DNBT has the maximum heating rate at 3500 K. In addition, N2 occupies this dominant position in the product, moreover, N2 and NO2 respectively dominate the gas phase products during the initial heating process. According to the transition state analysis results of the intermediates, we found 4 interesting intermediate products, which were determined by high frequency reaction under the 4 simulated temperatures and performed with transition state calculations. It shows that the selection of reactant temperature and its activity is the key to orderly decomposition of DNBT. It is expected that these findings will be widely used in comprehensive decomposition devices and to improve the concept of learning military and industrial technology. read less NOT USED (high confidence) S. Yu et al., “A Review on the Application of Molecular Dynamics to the Study of Coalbed Methane Geology,” Frontiers in Earth Science. 2021. link Times cited: 7 Abstract: Over the last three decades, molecular dynamics (MD) has bee… read moreAbstract: Over the last three decades, molecular dynamics (MD) has been extensively utilized in the field of coalbed methane geology. These uses include but are not limited to 1) adsorption of gaseous molecules onto coal, 2) diffusion of gaseous molecules into coal, 3) gas adsorption-induced coal matrix swelling and shrinkage, and 4) coal pyrolysis and combustion. With the development of computation power, we are entering a period where MD can be widely used for the above higher level applications. Here, the application of MD for coalbed methane study was reviewed. Combining GCMC (grand canonical Monte Carlo) and MD simulation can provide microscopic understanding of the adsorption of gaseous molecules onto coal. The experimental observations face significant challenges when encountering the nanoscale diffusion process due to coal structure heterogeneity. Today, all types of diffusion coefficients, such as self-, corrected-, and transport-diffusion coefficients can be calculated based on MD and the Peng-Robinson equation. To date, the MD simulation for both pure and multi-components has reached a situation of unprecedented success. Meanwhile, the swelling deformation of coal has been attracting an increasing amount of attention both via experimental and mimetic angles, which can be successfully clarified using MD and a poromechanical model incorporating the geothermal gradient law. With the development of computational power and physical examination level, simulation sophistication and improvements in MD, GCMC, and other numerical models will provide more opportunities to go beyond the current informed approach, gaining researcher confidence in the engagement in the estimation of coal-swelling deformation behaviors. These reactive MD works have clarified the feasibility and capability of the reactive force field ReaxFF to describe initial reactive events for coal pyrolysis and combustion. In future, advancing MD simulation (primarily characterized by the ReaxFF force field) will allow the exploration of the more complex reaction process. The reaction mechanism of pyrolysis and spontaneous combustion should also be a positive trend, as well as the potential of MD for both visualization and microscopic mechanisms for more clean utilization processes of coal. Thus, it is expected that the availability of MD will continue to increase and be added to the extensive list of advanced analytical approaches to explore the multi-scaled behaviors in coalbed methane geology. read less NOT USED (high confidence) J. Hur, Y. Abousleiman, K. Hull, and M. J. A. Qomi, “Reactive force fields for modeling oxidative degradation of organic matter in geological formations,” RSC Advances. 2021. link Times cited: 1 Abstract: In an attempt to better explore organic matter reaction and … read moreAbstract: In an attempt to better explore organic matter reaction and properties, at depth, to oxidative fluid additives, we have developed a new ReaxFF potential to model and describe the oxidative decompositions of aliphatic and aromatic hydrocarbons in the presence of the oxychlorine ClOn− oxidizers. By carefully adjusting the new H/C/O/Cl parameters, we show that the potential energies in both training and validation sets correlate well with calculated density functional theory (DFT) energies. Our parametrization yields a reliable empirical reactive force field with an RMS error of ∼1.57 eV, corresponding to a 1.70% average error. At this accuracy level, the reactive force field provides a reliable atomic-level picture of thermodynamically favorable reaction pathways governing oxidative degradation of H/C/O/Cl compounds. We demonstrate this capability by studying the structural degradation of small aromatic and aliphatic hydrocarbons in the presence of oxychlorine oxidizers in aqueous environments. We envision that such reactive force fields will be critical in understanding the oxidation processes of organic matter in geological reservoirs and the design of the next generation of reactive fluids for enhanced shale gas recovery and improved carbon dioxide adsorption and sequestration. read less NOT USED (high confidence) H. Lin, J. Heinze, A. Croy, R. Guti’errez, and G. Cuniberti, “Effect of lubricants on the rotational transmission between solid-state gears,” Beilstein Journal of Nanotechnology. 2021. link Times cited: 1 Abstract: Lubricants are widely used in macroscopic mechanical systems… read moreAbstract: Lubricants are widely used in macroscopic mechanical systems to reduce friction and wear. However, on the microscopic scale, it is not clear to what extent lubricants are beneficial. Therefore, in this study, we consider two diamond solid-state gears at the nanoscale immersed in different lubricant molecules and perform classical MD simulations to investigate the rotational transmission of motion. We find that lubricants can help to synchronize the rotational transmission between gears regardless of the molecular species and the center-of-mass distance. Moreover, the influence of the angular velocity of the driving gear is investigated and shown to be related to the bond formation process between gears. read less NOT USED (high confidence) L. Du, S. Jin, P. Nie, C. She, and J.-feng Wang, “Initial Decomposition Mechanism of 3-Nitro-1,2,4-triazol-5-one (NTO) under Shock Loading: ReaxFF Parameterization and Molecular Dynamic Study,” Molecules. 2021. link Times cited: 11 Abstract: We report a reactive molecular dynamic (ReaxFF-MD) study usi… read moreAbstract: We report a reactive molecular dynamic (ReaxFF-MD) study using the newly parameterized ReaxFF-lg reactive force field to explore the initial decomposition mechanism of 3-Nitro-1,2,4-triazol-5-one (NTO) under shock loading (shock velocity >6 km/s). The new ReaxFF-lg parameters were trained from massive quantum mechanics data and experimental values, especially including the bond dissociation curves, valence angle bending curves, dihedral angle torsion curves, and unimolecular decomposition paths of 3-Nitro-1,2,4-triazol-5-one (NTO), 1,3,5-Trinitro-1,3,5-triazine (RDX), and 1,1-Diamino-2,2-dinitroethylene (FOX-7). The simulation results were obtained by analyzing the ReaxFF dynamic trajectories, which predicted the most frequent chain reactions that occurred before NTO decomposition was the unimolecular NTO merged into clusters ((C2H2O3N4)n). Then, the NTO dissociated from (C2H2O3N4)n and started to decompose. In addition, the paths of NO2 elimination and skeleton heterocycle cleavage were considered as the dominant initial decomposition mechanisms of NTO. A small amount of NTO dissociation was triggered by the intermolecular hydrogen transfer, instead of the intramolecular one. For α-NTO, the calculated equation of state was in excellent agreement with the experimental data. Moreover, the discontinuity slope of the shock-particle velocity equation was presented at a shock velocity of 4 km/s. However, the slope of the shock-particle velocity equation for β-NTO showed no discontinuity in the shock wave velocity range of 3–11 km/s. These studies showed that MD by using a suitable ReaxFF-lg parameter set, could provided detailed atomistic information to explain the shock-induced complex reaction mechanisms of energetic materials. With the ReaxFF-MD coupling MSST method and a cheap computational cost, one could also obtain the deformation behaviors and equation of states for energetic materials under conditions of extreme pressure. read less NOT USED (high confidence) A. Paajanen, A. Rinta-Paavola, and J. Vaari, “High-temperature decomposition of amorphous and crystalline cellulose: reactive molecular simulations,” Cellulose. 2021. link Times cited: 10 NOT USED (high confidence) X. Zhang, H. Nguyen, J. T. Paci, S. Sankaranarayanan, J. L. Mendoza-Cortes, and H. Espinosa, “Multi-objective parametrization of interatomic potentials for large deformation pathways and fracture of two-dimensional materials,” npj Computational Materials. 2021. link Times cited: 11 NOT USED (high confidence) S. Groh, H.-D. Saßnick, V. G. Ruiz, and J. Dzubiella, “How the hydroxylation state of the (110)-rutile TiO2 surface governs its electric double layer properties.,” Physical chemistry chemical physics : PCCP. 2021. link Times cited: 2 Abstract: The hydroxylation state of an oxide surface is a central pro… read moreAbstract: The hydroxylation state of an oxide surface is a central property of its solid/liquid interface and its corresponding electrical double layer. This study integrated both a reactive force field (ReaxFF) and a non-reactive potential into a hierarchical framework within molecular dynamics (MD) simulations to reveal how the hydroxylation state of the (110)-rutile TiO2 surface affects the electrical double layer properties. The simulation results obtained in the ReaxFF framework have shown that, while water dissociation occurs only at the under-coordinated Ti5c sites on the pristine TiO2 surface, the presence of point defects on the surface facilitates water dissociation at the oxygen vacancy sites, leading to two protonated oxygen bridge atoms for each vacancy site. As a consequence of enhanced water dissociation at the vacancy sites, water dissociation is quenched at the under-coordinated Ti5c sites resulting in two competitive hydroxylation mechanisms on the (110)-TiO2 surface. Using non-reactive MD simulations with hydroxylation states derived from the ReaxFF analysis, we demonstrate that water dissociation at the vacancy sites is a central mechanism governing the structuring of water near the interface. While the structuring of water near the interface is the main contribution to the electric field, water dissociation at the vacancy site enhances the adsorption of the electrolyte ions at the interface. The adsorbed ions lead to an increase of the effective surface charge as well as surface (zeta) potentials which are in the range of experimental observations. Our work provides a hierarchical multiscale simulation approach, covering a series of results with in-depth discussion for atomic/molecular level understanding of water dissociation and its effect on electric double layer properties of TiO2 to advance water splitting. read less NOT USED (high confidence) M. P. C. van Etten, B. Zijlstra, E. Hensen, and I. Filot, “Enumerating Active Sites on Metal Nanoparticles: Understanding the Size Dependence of Cobalt Particles for CO Dissociation,” ACS Catalysis. 2021. link Times cited: 20 Abstract: Detailed understanding of structure sensitivity, a central t… read moreAbstract: Detailed understanding of structure sensitivity, a central theme in heterogeneous catalysis, is important to guide the synthesis of improved catalysts. Progress is hampered by our inability to accurately enumerate specific active sites on ubiquitous metal nanoparticle catalysts. We employ herein atomistic simulations based on a force field trained with quantum-chemical data to sample the shape of cobalt particles as a function of their size. Algorithms rooted in pattern recognition are used to identify surface atom arrangements relevant to CO dissociation, the key step in the Fischer–Tropsch (FT) reaction. The number of step-edge sites that can catalyze C–O bond scission with a low barrier strongly increases for larger nanoparticles in the range of 1–6 nm. Combined with microkinetics of the FT reaction, we can reproduce experimental FT activity trends. The stabilization of step-edge sites correlates with increasing stability of terrace nanoislands on larger nanoparticles. read less NOT USED (high confidence) S. Hu, “Investigation of kerogen thermal decomposition mechanisms and kinetics via ReaxFF molecular dynamics simulations,” Journal of Molecular Modeling. 2021. link Times cited: 1 NOT USED (high confidence) C. A. Latorre, J. Remias, J. D. Moore, H. Spikes, D. Dini, and J. Ewen, “Mechanochemistry of phosphate esters confined between sliding iron surfaces,” Communications Chemistry. 2021. link Times cited: 11 NOT USED (high confidence) T. Cheng, L. Sun, Z. Liu, F. Ding, and Z. Liu, “Theoretical calculation boosting the chemical vapor deposition growth of graphene film,” APL Materials. 2021. link Times cited: 2 Abstract: Chemical vapor deposition (CVD) is a promising method for th… read moreAbstract: Chemical vapor deposition (CVD) is a promising method for the mass production of high-quality graphene films, and great progress has been made over the last decade. Currently, the CVD growth of graphene is being pushed to achieve further advancements, such as super-clean, ultra-flat, and defect-free materials, as well as controlling the layer, stacking order, and doping level during large-scale preparation. The production of high-quality graphene by CVD relies on an in-depth knowledge of the growth mechanisms, in which theoretical calculations play a crucial role in providing valuable insights into the energy-, time-, and scale-dependent processes occurring during high-temperature growth. Here, we focus on the theoretical calculations and discuss the recent progress and challenges that need to be overcome to achieve controllable growth of high-quality graphene films on transition-metal substrates. Furthermore, we present some state-of-the-art graphene-related structures with novel properties, which are expected to enable new applications of graphene-based materials. read less NOT USED (high confidence) J. Hu, Z. Wilde, P. Peralta, C. Muhich, and J. Oswald, “Predicting Hugoniot equation of state in erythritol with ab initio and reactive molecular dynamics,” Journal of Applied Physics. 2021. link Times cited: 0 Abstract: Erythritol has been proposed as an inert surrogate for devel… read moreAbstract: Erythritol has been proposed as an inert surrogate for developing theoretical and computational models to study aging in energetic materials. In this work, we present a comparison of mechanical and shock properties of erythritol computed using the ReaxFF reactive force field and from ab initio calculations employing density functional theory (DFT). We screened eight different ReaxFF parameterizations, of which the CHO parameters developed for hydrocarbon oxidation provide the most accurate predictions of mechanical properties and the crystal structure of erythritol. Further validation of the applicability of this ReaxFF parameterization for modeling erythritol is demonstrated by comparing predictions of the elastic constants, crystal structure, vibrational density of states, and Hugoniot curves against DFT calculations. The ReaxFF predictions are in close agreement with the DFT simulations for the elastic constants and shock Hugoniot when the crystal is loaded along its c axis but show as much as 30% disagreement in the elastic constants in the a b plane and 12% difference in shock pressures when shocked along the a or b crystal axes. Last, we compare thermomechanical properties predicted from classical molecular dynamics with those calculated using the quasi-harmonic approximation and show that quantum mechanical effects produce large discrepancies in the computed values of heat capacity and thermal expansion coefficients compared with classical assumptions. Combining classical molecular dynamics predictions of mechanical behavior with phonon-based calculations of thermal behaviors, we show that predicted shock-induced temperatures for pressures up to 6.5 GPa do not exceed the pressure-dependent melting point of erythritol. read less NOT USED (high confidence) W. Brandão, A. L. Aguiar, and J. M. Sousa, “Atomistic Computational Modeling of Temperature Effects in Fracture Toughness and Degradation of Penta-graphene Monolayer.” 2021. link Times cited: 7 NOT USED (high confidence) P. Brault et al., “Insight into plasma degradation of paracetamol in water using a reactive molecular dynamics approach,” Journal of Applied Physics. 2021. link Times cited: 6 Abstract: Plasma-produced reactive oxygen and nitrogen species are exp… read moreAbstract: Plasma-produced reactive oxygen and nitrogen species are expected to promote micropollutant degradation in water and more generally in liquids. Among these species, the hydroxyl radical (HO•) is recognized as being the most efficient. Molecular dynamics simulations were carried out to determine the reaction steps of HO• interaction with the paracetamol molecule in water, a pharmaceutical residue that is frequently detected in surface and tap water and is well documented. Calculations were performed at various temperatures to determine the oxidation pathways, and the intermediate and final products were identified. Assuming a ratio of 10% HO• in water, it was found that a local temperature of 2500 K is required to decompose paracetamol to CO, H2O, NH3, and C2H2. read less NOT USED (high confidence) I. Leven et al., “Recent Advances for Improving the Accuracy, Transferability, and Efficiency of Reactive Force Fields.,” Journal of chemical theory and computation. 2021. link Times cited: 27 Abstract: Reactive force fields provide an affordable model for simula… read moreAbstract: Reactive force fields provide an affordable model for simulating chemical reactions at a fraction of the cost of quantum mechanical approaches. However, classically accounting for chemical reactivity often comes at the expense of accuracy and transferability, while computational cost is still large relative to nonreactive force fields. In this Perspective, we summarize recent efforts for improving the performance of reactive force fields in these three areas with a focus on the ReaxFF theoretical model. To improve accuracy, we describe recent reformulations of charge equilibration schemes to overcome unphysical long-range charge transfer, new ReaxFF models that account for explicit electrons, and corrections for energy conservation issues of the ReaxFF model. To enhance transferability we also highlight new advances to include explicit treatment of electrons in the ReaxFF and hybrid nonreactive/reactive simulations that make it possible to model charge transfer, redox chemistry, and large systems such as reverse micelles within the framework of a reactive force field. To address the computational cost, we review recent work in extended Lagrangian schemes and matrix preconditioners for accelerating the charge equilibration method component of ReaxFF and improvements in its software performance in LAMMPS. read less NOT USED (high confidence) Z. Cui, G. Yao, J. Zhao, J. Zhang, and D. Wen, “Atomistic-scale investigations of hyperthermal oxygen–graphene interactions via reactive molecular dynamics simulation: The gas effect,” Physics of Fluids. 2021. link Times cited: 7 NOT USED (high confidence) X. Zhang, V. Ponce, D. E. Galvez-Aranda, G. Zhou, H. Zhou, and J. Seminario, “CS2 Removal from C5 Distillates by Reactive Molecular Dynamics Simulations,” Industrial & Engineering Chemistry Research. 2021. link Times cited: 1 Abstract: With the expansion of the world’s ethylene industry, the pro… read moreAbstract: With the expansion of the world’s ethylene industry, the production of carbon five (C5) distillates has also gradually increased. C5 can be used to produce a series of high-value-added chemical pro... read less NOT USED (high confidence) F. Zhang, Y. Cao, X. Liu, H. Xu, D. Lu, and R. Yang, “How Small Molecules Affect the Thermo-Oxidative Aging Mechanism of Polypropylene: A Reactive Molecular Dynamics Study,” Polymers. 2021. link Times cited: 6 Abstract: Understanding the aging mechanism of polypropylene (PP) is f… read moreAbstract: Understanding the aging mechanism of polypropylene (PP) is fundamental for the fabrication and application of PP-based materials. In this paper, we present our study in which we first used reactive molecular dynamics (RMD) simulations to explore the thermo-oxidative aging of PP in the presence of acetic acid or acetone. We studied the effects of temperature and oxygen on the aging process and discussed the formation pathways of typical small molecule products (H2, CO, CO2, CH4, C2H4, and C2H6). The effect of two infection agents, acetic acid and acetone, on the aging reaction was analyzed emphatically. The simulation results showed that acetone has a weak impact on accelerating the aging process, while acetic acid has a significant effect, consistent with previous experimental studies. By tracking the simulation trajectories, both acetic acid and acetone produced small active free radicals to further react with other fragment products, thus accelerating the aging process. The first reaction step of acetic acid is often the shedding of the H atom on the hydroxyl group, while the reaction of acetone is often the shedding of the H atom or the methyl. The latter requires higher energy at lower temperatures. This is why the acceleration effect of acetone for the thermo-oxidative aging of PP was not so significant compared to acetic acid in the experimental temperature (383.15 K). read less NOT USED (high confidence) Y. Xie, J. Vandermause, L. Sun, A. Cepellotti, and B. Kozinsky, “Bayesian force fields from active learning for simulation of inter-dimensional transformation of stanene,” npj Computational Materials. 2021. link Times cited: 35 NOT USED (high confidence) C. Jung, L. Braunwarth, A. Sinyavskiy, and T. Jacob, “Thermodynamic Description of Interfaces Applying the 2PT Method on ReaxFF Molecular Dynamics Simulations,” The Journal of Physical Chemistry C. 2021. link Times cited: 4 Abstract: The interface between liquid water and the Pt(111) metal sur… read moreAbstract: The interface between liquid water and the Pt(111) metal surface is characterized structurally and thermodynamically via reactive molecular dynamics (MD) simulations within the ReaxFF framework. The formation of a distinct buckled adsorbate layer and subsequent wetting layers is tracked via the course of the water’s density as well as the distribution of the H2O molecules with increasing distance to the metal surface. Hereby, also the Two Phase Thermodynamics method (2PT) has been utilized for studying the course of entropy as well as the translational, rotational and vibrational entropic contributions throughout the Pt(111) ∣H2O interface. A significant reduction of the entropy compared to the bulk value is observed in the adsorbate layer (S = 31.05±2.48 J/molK ) along with a density of 3.26±0.06 g/cm. The O-O interlayer distribution allows direct tracing of the water ordering and a quantified comparison to the ideal hexagonal adlayer. While the adsorbate layer at the Pt surface shows the occurrence of hexagonal motifs, this near-order is already weakened in the wetting layers. Bulk behavior is reached at 15 Å distance from the Pt(111) metal. Introducing an electric field of 0.1 V/Å prolongs the ordering effect of the metal surface into the liquid water. read less NOT USED (high confidence) T. Han, X. Wang, X. Zhang, F. Scarpa, and C. Tang, “Mechanics of penta-graphene with vacancy defects under large amplitude tensile and shear loading,” Nanotechnology. 2021. link Times cited: 5 Abstract: Penta-graphene is a new two-dimensional metastable carbon al… read moreAbstract: Penta-graphene is a new two-dimensional metastable carbon allotrope composed entirely of carbon pentagons with unique electronic and mechanical properties. In this work we evaluate the mechanical properties of new classes of defective penta-graphene (DPG) subjected to tensile and shear loading by using molecular dynamics simulations. The types of defects considered here are monovacancy at either 4-coordinated C1 site or 3-coordinated C2 site, and double vacancy (DV). We focus in particular on the effects of the different topologies of defects and their concentrations on the elastic constants and the nonlinear mechanics of this allotropic form of carbon. The results indicate that DPG has a plastic behavior similar to pristine penta-graphene, which is caused by the irreversible pentagon-to-polygon structural transformation occurring during tensile and shear loading. The tensile and shear moduli decrease linearly with the concentration of defects. Monotonic reductions of the tensile yield and shear stresses are also present but less pronounced, while the yield strains are unaffected. Penta-graphene with 4-coordinated and DVs feature a change of the Poisson’s ratio from negative to positive when the defect concentration rises to about 3% and 6%. Temperature can trigger structural reconstruction for free-standing DPG. The critical transition temperature increases due to the vacancy defects and the defects can delay the structure transition. These findings are expected to provide important guidelines for the practical applications of penta-graphene based micro/nano electromechanical systems. read less NOT USED (high confidence) L. Komissarov, R. Rüger, M. Hellström, and T. Verstraelen, “ParAMS: Parameter Optimization for Atomistic and Molecular Simulations,” Journal of chemical information and modeling. 2021. link Times cited: 8 Abstract: This work introduces ParAMS-a versatile Python package that … read moreAbstract: This work introduces ParAMS-a versatile Python package that aims to make parametrization workflows in computational chemistry and physics more accessible, transparent, and reproducible. We demonstrate how ParAMS facilitates the parameter optimization for potential energy surface (PES) models, which can otherwise be a tedious specialist task. Because of the package's modular structure, various functionality can be easily combined to implement a diversity of parameter optimization protocols. For example, the choice of PES model and the parameter optimization algorithm can be selected independently. An illustration of ParAMS' strengths is provided in two case studies: (i) a density functional-based tight binding (DFTB) repulsive potential for the inorganic ionic crystal ZnO and (ii) a ReaxFF force field for the simulation of organic disulfides. read less NOT USED (high confidence) F. Soria and C. D. Valentin, “Reactive molecular dynamics simulations of hydration shells surrounding spherical TiO2 nanoparticles: implications for proton-transfer reactions.,” Nanoscale. 2021. link Times cited: 7 Abstract: In many potential applications, nanoparticles are typically … read moreAbstract: In many potential applications, nanoparticles are typically in an aqueous medium. This has strong influence on the stability, optical properties and reactivity, in particular for their functionalization. Therefore, the understanding of the chemistry at the interface between the solvent and the nanoparticle is of utmost importance. In this work, we present a comparative ReaxFF reactive molecular dynamics investigation on spherical TiO2 nanoparticles (NSs) of realistic size, with diameters from 2.2 to 4.4 nm, immersed in a large drop of bulk water. After force field validation for its use for a curved anatase TiO2 surface/water interface, we performed several simulations of the TiO2 nanoparticles of increasing size in a water drop. We found that water can be adsorbed jointly in a molecular and dissociative way on the surface. A Langmuir isotherm indicating an adsorption/desorption mechanism of water on the NS is observed. Regarding the dissociative adsorption, atomistic details reveal two different mechanisms, depending on the water concentration around the NS. At low coverage, the first mechanism involves direct dissociation of a single water molecule, whereas, at higher water coverage, the second mechanism is a proton transfer reaction involving two water molecules, also known as Grotthuss-like mechanism. Thermal annealing simulations show that several water molecules remain on the surface in agreement with the experimental reports. The capacity of adsorption is higher for the 2.2 and 3.0 nm NSs than for the 4.4 nm NS. Finally, a comparative investigation with flat surfaces indicates that NSs present a higher water adsorption capacity (undissociated and dissociated) than flat surfaces, which can be rationalized considering that NSs present many more low-coordinated Ti atoms available for water adsorption. read less NOT USED (high confidence) M. Kowalik et al., “Atomistic-Scale Simulations on Graphene Bending Near a Copper Surface,” Catalysts. 2021. link Times cited: 8 Abstract: Molecular insights into graphene-catalyst surface interactio… read moreAbstract: Molecular insights into graphene-catalyst surface interactions can provide useful information for the efficient design of copper current collectors with graphitic anode interfaces. As graphene bending can affect the local electron density, it should reflect its local reactivity as well. Using ReaxFF reactive molecular simulations, we have investigated the possible bending of graphene in vacuum and near copper surfaces. We describe the energy cost for graphene bending and the binding energy with hydrogen and copper with two different ReaxFF parameter sets, demonstrating the relevance of using the more recently developed ReaxFF parameter sets for graphene properties. Moreover, the draping angle at copper step edges obtained from our atomistic simulations is in good agreement with the draping angle determined from experimental measurements, thus validating the ReaxFF results. read less NOT USED (high confidence) K. Goldshtein, D. O. Potapov, V. A. Shadymov, and N. Orekhov, “Molecular dynamics analysis of incipient soot morphology,” Journal of Physics: Conference Series. 2021. link Times cited: 0 Abstract: Understanding mechanism of the soot formation process is imp… read moreAbstract: Understanding mechanism of the soot formation process is important for reduction of harmful emissions from combustion and also for synthesis of carbon nanostructures. However, at the moment, both the mechanisms of carbon cluster formation and its morphology are poorly understood. In this paper, we present the results of molecular dynamics simulation of the formation and growth of carbon clusters formed at high temperatures from polyaromatic hydrocarbons. read less NOT USED (high confidence) M. Wang, J. Gao, J. Xu, Q. Du, and Y. Zhang, “Effect of H2O on the Transformation of Sulfur during Demineralized Coal Pyrolysis: Molecular Dynamics Simulation Using ReaxFF,” Energy & Fuels. 2021. link Times cited: 6 Abstract: Reactive force field molecular dynamics (ReaxFF-MD) (reactiv… read moreAbstract: Reactive force field molecular dynamics (ReaxFF-MD) (reactive force field molecular dynamics) is a promising method for exploring complex chemical reactions, allowing a better understanding of sulf... read less NOT USED (high confidence) P. Yoo, M. Sakano, S. Desai, M. M. Islam, P. Liao, and A. Strachan, “Neural network reactive force field for C, H, N, and O systems,” npj Computational Materials. 2021. link Times cited: 30 NOT USED (high confidence) C. González-Galán, S. R. Balestra, A. Luna-Triguero, R. M. Madero-Castro, A. P. Zaderenko, and S. Calero, “Effect of diol isomer/water mixtures on the stability of Zn-MOF-74.,” Dalton transactions. 2021. link Times cited: 1 Abstract: The stability of metal-organic frameworks is a key factor in… read moreAbstract: The stability of metal-organic frameworks is a key factor in many applications in some fields that require working under harsh conditions. It is known that a large number of MOFs are vulnerable to humid air. It means that when they are exposed to water, a structural collapse of the crystal happens. In this work, Molecular Dynamics simulations using a reactive force field have been performed to study the stability of MOF-74 against the adsorption of catechol, resorcinol and hydroquinone in the presence of water. We reproduced the water instability of Zn-MOF-74 and we studied the resistance of the structure. Our simulations showed that the three isomers generate a volume change in the framework but the structural collapse does not happen. In contrast, for water-isomer mixtures, there is structural collapse. Not only do catechol, resorcinol and hydroquinone not behave as stabilizing agents but they do enhance the hydration effect on the structure. read less NOT USED (high confidence) X. Xu, Z. Zhang, and W. Yao, “Mechanical Properties of Graphene Oxide Coupled by Multi-Physical Field: Grain Boundaries and Functional Groups,” Crystals. 2021. link Times cited: 2 Abstract: Graphene and graphene oxide (GO) usually have grain boundari… read moreAbstract: Graphene and graphene oxide (GO) usually have grain boundaries (GBs) in the process of synthesis and preparation. Here, we “attach” GBs into GO, a new molecular configuration i.e., polycrystalline graphene oxide (PGO) is proposed. This paper aims to provide an insight into the stability and mechanical properties of PGO by using the molecular dynamics method. For this purpose, the “bottom-up” multi-structure-spatial design performance of PGO and the physical mechanism associated with the spatial structure in mixed dimensions (combination of sp2 and sp3) were studied. Also, the effect of defect coupling (GBs and functional groups) on the mechanical properties was revealed. Our results demonstrate that the existence of the GBs reduces the mechanical properties of PGO and show an “induction” role during the tensile fracture process. The presence of functional groups converts in-plane sp2 carbon atoms into out-of-plane sp3 hybrid carbons, causing uneven stress distribution. Moreover, the mechanical characteristics of PGO are very sensitive to the oxygen content of functional groups, which decrease with the increase of oxygen content. The weakening degree of epoxy groups is slightly greater than that of hydroxyl groups. Finally, we find that the mechanical properties of PGO will fall to the lowest values due to the defect coupling amplification mechanism when the functional groups are distributed at GBs. read less NOT USED (high confidence) S. Atlas, “Embedding Quantum Statistical Excitations in a Classical Force Field.,” The journal of physical chemistry. A. 2021. link Times cited: 3 Abstract: Quantum-mechanically driven charge polarization and charge t… read moreAbstract: Quantum-mechanically driven charge polarization and charge transfer are ubiquitous in biomolecular systems, controlling reaction rates, allosteric interactions, ligand-protein binding, membrane transport, and dynamically driven structural transformations. Molecular dynamics (MD) simulations of these processes require quantum mechanical (QM) information in order to accurately describe their reactive dynamics. However, current techniques-empirical force fields, subsystem approaches, ab initio MD, and machine learning-vary in their ability to achieve a consistent chemical description across multiple atom types, and at scale. Here we present a physics-based, atomistic force field, the ensemble DFT charge-transfer embedded-atom method, in which QM forces are described at a uniform level of theory across all atoms, avoiding the need for explicit solution of the Schrödinger equation or large, precomputed training data sets. Coupling between the electronic and atomistic length scales is effected through an ensemble density functional theory formulation of the embedded-atom method originally developed for elemental materials. Charge transfer is expressed in terms of ensembles of ionic state basis densities of individual atoms, and charge polarization, in terms of atomic excited-state basis densities. This provides a highly compact yet general representation of the force field, encompassing both local and system-wide effects. Charge rearrangement is realized through the evolution of ensemble weights, adjusted at each dynamical time step via chemical potential equalization. read less NOT USED (high confidence) W. Schill, L. Abbott, and J. Haskins, “A multiscale cohesive law for carbon fiber networks,” Carbon. 2021. link Times cited: 3 NOT USED (high confidence) K. Heijmans, I. Tranca, D. Smeulders, T. Vlugt, and S. V. Gaastra-Nedea, “Gibbs Ensemble Monte Carlo for Reactive Force Fields to Determine the Vapor–Liquid Equilibrium of CO2 and H2O,” Journal of Chemical Theory and Computation. 2020. link Times cited: 9 Abstract: Absorption and reactive properties of fluids in porous media… read moreAbstract: Absorption and reactive properties of fluids in porous media are key to the design and improvement of numerous energy related applications. Molecular simulations of these systems require accurate force fields that capture the involved chemical reactions and have the ability to describe the vapor–liquid equilibrium (VLE). Two new reactive force fields (ReaxFF) for CO2 and H2O are developed, which are capable of not only modeling bond breaking and formation in reactive environments but also predicting their VLEs at saturation conditions. These new force fields include extra terms (ReaxFF-lg) to improve the long-range interactions between the molecules. For validation, we have developed a new Gibbs ensemble Monte Carlo (GEMC–ReaxFF) approach to predict the VLE. Computed VLE data show good agreement with National Institute of Standards and Technology reference data as well as existing nonreactive force fields. This validation proves the applicability of the GEMC–ReaxFF method to test new reactive force fields, and simultaneously it proves the applicability to extend newly developed ReaxFF force fields to other more complex reactive systems. read less NOT USED (high confidence) Y. Ouyang, Z. Zhang, C. Yu, J. He, G. Yan, and J. C. hyperlinks, “Accuracy of Machine Learning Potential for Predictions of Multiple-Target Physical Properties,” Chinese Physics Letters. 2020. link Times cited: 9 NOT USED (high confidence) E. Mahdavi, M. Haghighi‐Yazdi, M. M. Mashhadi, and R. Khaledialidusti, “Effects of interlayer density and surfactant on coupled thermal stress and moisture absorption in modified montmorillonite/polypropylene nanocomposite,” Journal of Applied Polymer Science. 2020. link Times cited: 0 NOT USED (high confidence) A. Kiakojouri, E. Nadimi, and I. Frank, “Ab-Initio Molecular Dynamics Simulation of Condensed-Phase Reactivity: The Electrolysis of Amino Acids and Peptides,” Molecules. 2020. link Times cited: 4 Abstract: Electrolysis is a potential candidate for a quick method of … read moreAbstract: Electrolysis is a potential candidate for a quick method of wastewater cleansing. However, it is necessary to know what compounds might be formed from bioorganic matter. We want to know if there are toxic intermediates and if it is possible to influence the product formation by the variation in initial conditions. In the present study, we use Car–Parrinello molecular dynamics to simulate the fastest reaction steps under such circumstances. We investigate the behavior of amino acids and peptides under anodic conditions. Such highly reactive situations lead to chemical reactions within picoseconds, and we can model the reaction mechanisms in full detail. The role of the electric current is to discharge charged species and, hence, to produce radicals from ions. This leads to ultra-fast radical reactions in a bulk environment, which can also be seen as redox reactions as the oxidation states change. In the case of amino acids, the educts can be zwitterionic, so we also observe complex acid–base chemistry. Hence, we obtain the full spectrum of condensed-phase chemistry. read less NOT USED (high confidence) X. Wei, C. Xu, Z. Jia, and X. Wang, “Molecular dynamics simulation of thermal degradation of silicone grease using reactive force field,” Journal of Applied Polymer Science. 2020. link Times cited: 4 NOT USED (high confidence) Shuhui 姝惠 YANG 杨 et al., “Molecular dynamics simulations of the interaction between OH radicals in plasma with poly-β-1–6-N-acetylglucosamine,” Plasma Science and Technology. 2020. link Times cited: 7 Abstract: Cold atmospheric plasma shows a satisfactory ability to inac… read moreAbstract: Cold atmospheric plasma shows a satisfactory ability to inactivate bacterial biofilms that are difficult to remove using conventional methods in some cases. However, the researches on the inactivation mechanism are not quite sufficient. Poly-β-1–6-N-acetylglucosamine (PNAG), which is one of the important components in some biofilms, was used as the research subject, and the related mechanism of action triggered by different concentrations of the OH in plasma was studied using reactive molecular dynamics simulations. The results showed that OH radicals could not only trigger the hydrogen abstraction reaction leading to cleavage of the PNAG molecular structure, but undergo an OH addition reaction with PNAG molecules. New reaction pathways appeared in the simulations as the OH concentration increased, but the reaction efficiency first increased and then decreased. The simulation study in this paper could, to some extent, help elucidate the microscopic mechanism of the interaction between OH radicals in plasma and bacterial biofilms at the atomic level. read less NOT USED (high confidence) W. Brandão, A. L. Aguiar, L. A. Ribeiro, D. Galvão, and J. M. D. de Sousa, “On the Mechanical Properties of Popgraphene-based Nanotubes: a Reactive Molecular Dynamics Study.,” Chemphyschem : a European journal of chemical physics and physical chemistry. 2020. link Times cited: 6 Abstract: Carbon-based tubular materials have sparked a great interest… read moreAbstract: Carbon-based tubular materials have sparked a great interest in future electronics and optoelectronics device applications. In this work, we computationally studied the mechanical properties of nanotubes generated from popgraphene (PopNTs). Popgraphene is a 2D carbon allotrope composed of $5-8-5$ rings. We carried out fully atomistic reactive (ReaxFF) molecular dynamics for PopNTs of different chiralities ($(n,0)$ and $(0,n)$) and/or diameters and at different temperatures (from 300 up to 1200K). Results showed that the tubes are thermally stable (at least up to 1200K). All tubes presented stress/strain curves with a quasi-linear behavior followed by an abrupt drop of stress values. Interestingly, armchair-like PopNTs ($(0,n)$) can stand a higher strain load before fracturing when contrasted to the zigzag-like ones ($(n,0)$). Moreover, it was obtained that Young's modulus ($Y_{Mod}$) (750-900 GPa) and ultimate strength ($\sigma_{US}$) (120-150 GPa) values are similar to the ones reported for conventional armchair and zigzag carbon nanotubes. $Y_{Mod}$ values obtained for PopNTs are not significantly temperature-dependent. While the $\sigma_{US}$ values for the $(0,n)$ showed a quasi-linear dependence with the temperature, the $(n,0)$ exhibited no clear trends. read less NOT USED (high confidence) L. Bellucci, F. Delfino, and V. Tozzini, “In silico design, building and gas adsorption of nano-porous graphene scaffolds,” Nanotechnology. 2020. link Times cited: 3 Abstract: Graphene-based nano-porous materials (GNM) are potentially u… read moreAbstract: Graphene-based nano-porous materials (GNM) are potentially useful for all those applications needing a large specific surface area (SSA), typical of the bidimensional graphene, yet realized in the bulk dimensionality. Such applications include for instance gas storage and sorting, catalysis and electrochemical energy storage. While a reasonable control of the structure is achieved in micro-porous materials by using nano-micro particles as templates, the controlled production or even characterization of GNMs with porosity strictly at the nano-scale still raises issues. These are usually produced using dispersion of nano-flakes as precursors resulting in little control on the final structure, which in turn reflects in problems in the structural model building for computer simulations. In this work, we describe a strategy to build models for these materials with predetermined structural properties (SSA, density, porosity), which exploits molecular dynamics simulations, Monte Carlo methods and machine learning algorithms. Our strategy is inspired by the real synthesis process: starting from randomly distributed flakes, we include defects, perforation, structure deformation and edge saturation on the fly, and, after structural refinement, we obtain realistic models, with given structural features. We find relationships between the structural characteristics and size distributions of the starting flake suspension and the final structure, which can give indications for more efficient synthesis routes. We subsequently give a full characterization of the models versus H2 adsorption, from which we extract quantitative relationship between the structural parameters and the gravimetric density. Our results quantitatively clarify the role of surfaces and edges relative amount in determining the H2 adsorption, and suggest strategies to overcome the inherent physical limitations of these materials as adsorbers. We implemented the model building and analysis procedures in software tools, freely available upon request. read less NOT USED (high confidence) X. Jiang and K. Luo, “Reactive and electron force field molecular dynamics simulations of electric field assisted ethanol oxidation reactions,” Proceedings of the Combustion Institute. 2020. link Times cited: 16 NOT USED (high confidence) B. Mukherjee, A. Flor, and P. Scardi, “Effect of oxygen adsorption and oxidation on the strain state of Pd nanocrystals,” arXiv: Materials Science. 2020. link Times cited: 2 NOT USED (high confidence) W. Zhang and A. V. van Duin, “Atomistic-Scale Simulations of the Graphene Growth on a Silicon Carbide Substrate Using Thermal Decomposition and Chemical Vapor Deposition,” Chemistry of Materials. 2020. link Times cited: 22 Abstract: Molecular dynamics (MD) studies of graphene growth at atomis… read moreAbstract: Molecular dynamics (MD) studies of graphene growth at atomistic level can provide valuable insight for understanding its growth mechanism, which is helpful to optimize the growth conditions for syn... read less NOT USED (high confidence) B. Evangelisti, K. Fichthorn, and A. V. van Duin, “Development and initial applications of an e-ReaxFF description of Ag nanoclusters.,” The Journal of chemical physics. 2020. link Times cited: 9 Abstract: Metal nanocrystals are of considerable scientific interest b… read moreAbstract: Metal nanocrystals are of considerable scientific interest because of their uses in electronics, catalysis, and spectroscopy, but the mechanisms by which nanocrystals nucleate and grow to achieve selective shapes are poorly understood. Ab initio calculations and experiments have consistently shown that the lowest energy isomers for small silver nanoparticles exhibit two-dimensional (2D) configurations and that a transition into three-dimensional (3D) configurations occurs with the addition of only a few atoms. We parameterized an e-ReaxFF potential for Ag nanoclusters (N ≤ 20 atoms) that accurately reproduces the 2D-3D transition observed between the Ag5 and Ag7 clusters. This potential includes a four-body dihedral term that imposes an energetic penalty to 3D structures that is significant for small clusters but is overpowered by the bond energy from out-of-plane Ag-Ag bonds in larger 3D clusters. The potential was fit to data taken from density-functional theory and coupled-cluster calculations and compared to an embedded atom method potential to gauge its quality. We also demonstrate the potential of e-ReaxFF to model redox reactions in silver halides and plasmon motion using molecular dynamics simulations. This is the first case in which e-ReaxFF is used to describe metals. Furthermore, the inclusion of a bond-order dependent dihedral angle in this force field is a unique solution to modeling the 2D-3D transition seen in small metal nanoclusters. read less NOT USED (high confidence) H. Lin, A. Croy, R. Gutierrez, and G. Cuniberti, “Surface-Phonon-Induced Rotational Dissipation for Nanoscale Solid-State Gears,” arXiv: Mesoscale and Nanoscale Physics. 2020. link Times cited: 3 Abstract: Compared to nanoscale friction of translational motion, the … read moreAbstract: Compared to nanoscale friction of translational motion, the mechanisms of rotational friction have received less attention. Such motion becomes an important issue for the miniaturization of mechanical machineries which often involve rotating gears. In this study, molecular dynamics simulations are performed to explore rotational friction for solid-state gears rotating on top of different substrates. In each case, viscous damping of the rotational motion is observed and found to be induced by the pure van-der-Waals interaction between gear and substrate. The influence of different gear sizes and various substrate materials is investigated. Furthermore, the rigidities of the gear and the substrate are found to give rise to different dissipation channels. Finally, it is shown that the dominant contribution to the dissipation is related to the excitation of low-frequency surface-phonons in the substrate. read less NOT USED (high confidence) F. Ospina-Acevedo, N. Guo, and P. Balbuena, “Lithium oxidation and electrolyte decomposition at Li-metal/liquid electrolyte interfaces,” Journal of Materials Chemistry. 2020. link Times cited: 14 Abstract: We examine the evolution of events occurring when a Li metal… read moreAbstract: We examine the evolution of events occurring when a Li metal surface is in contact with a 2 M solution of a Li salt in a solvent or mixture of solvents, via classical molecular dynamics simulations with a reactive force field allowing bond breaking and bond forming. The main events include Li oxidation and electrolyte reduction along with expansion of the Li surface layers forming a porous phase that is the basis for the formation of the solid-electrolyte interphase (SEI) components. Nucleation of the main SEI components (LiF, Li oxides, and some organics) is characterized. The analysis clearly reveals the details of these physical–chemical events as a function of time, during 20 nanoseconds. The effects of the chemistry of the electrolyte on Li oxidation and dissolution in the liquid electrolyte, and SEI nucleation and structure are identified by testing two salts: LiPF6 and LiCF3SO3, and various solvents including ethers and carbonates and mixtures of them. The kinetics and thermodynamics of Li6F, the core nuclei in the LiF crystal, are studied by analysis of the MD trajectories, and via density functional theory calculations respectively. The SEI formed in this computational experiment is the “native” film that would form upon contact of the Li foil with the liquid electrolyte. As such, this work is the first in a series of computational experiments that will help elucidate the intricate interphase layer formed during battery cycling using metal anodes. read less NOT USED (high confidence) R. Lindsey, N. Goldman, L. Fried, and S. Bastea, “Many-body reactive force field development for carbon condensation in C/O systems under extreme conditions.,” The Journal of chemical physics. 2020. link Times cited: 16 Abstract: We describe the development of a reactive force field for C/… read moreAbstract: We describe the development of a reactive force field for C/O systems under extreme temperatures and pressures, based on the many-body Chebyshev Interaction Model for Efficient Simulation (ChIMES). The resulting model, which targets carbon condensation under thermodynamic conditions of 6500 K and 2.5 g cm-3, affords a balance between model accuracy, complexity, and training set generation expense. We show that the model recovers much of the accuracy of density functional theory for the prediction of structure, dynamics, and chemistry when applied to dissociative condensed phase systems at 1:1 and 1:2 C:O ratios, as well as molten carbon. Our C/O modeling approach exhibits a 104 increase in efficiency for the same system size (i.e., 128 atoms) and a linear system size scalability over standard quantum molecular dynamics methods, allowing the simulation of significantly larger systems than previously possible. We find that the model captures the condensed-phase reaction-coupled formation of carbon clusters implied by recent experiments, and that this process is susceptible to strong finite size effects. Overall, we find the present ChIMES model to be well suited for studying chemical processes and cluster formation at pressures and temperatures typical of shock waves. We expect that the present C/O modeling paradigm can serve as a template for the development of a broader high pressure-high temperature force-field for condensed phase chemistry in organic materials. read less NOT USED (high confidence) F. Thiemann, P. Rowe, E. A. Müller, and A. Michaelides, “Machine Learning Potential for Hexagonal Boron Nitride Applied to Thermally and Mechanically Induced Rippling,” The Journal of Physical Chemistry C. 2020. link Times cited: 18 Abstract: We introduce an interatomic potential for hexagonal boron ni… read moreAbstract: We introduce an interatomic potential for hexagonal boron nitride (hBN) based on the Gaussian approximation potential (GAP) machine learning methodology. The potential is based on a training set of... read less NOT USED (high confidence) L. Braunwarth, C. Jung, and T. Jacob, “Exploring the Structure–Activity Relationship on Platinum Nanoparticles,” Topics in Catalysis. 2020. link Times cited: 3 NOT USED (high confidence) D. Furman and D. Wales, “A well-behaved theoretical framework for ReaxFF reactive force fields.,” The Journal of chemical physics. 2020. link Times cited: 9 Abstract: In recent work, we have presented a new ReaxFF formulation w… read moreAbstract: In recent work, we have presented a new ReaxFF formulation with a superior conservation of energy in reactive molecular dynamics simulations. The key ingredient in the approach involved the tapering of bond order and bond distance discontinuities using Hermite polynomials. This Communication extends the previous formulation by alleviating additional sources of numerical instability in the original formalism. These "numerical pathologies" are rooted in the counting of lone-pair electrons, the sum of bond orders between atoms that form a valence angle, and the definition of a torsional potential. Based on a theoretical analysis, new functions that mitigate these limitations are designed and validated. The extent of their transferability with previous parameterizations is discussed. The new enhancements provide further gains in numerical stability to facilitate exploration of reactive energy landscapes. read less NOT USED (high confidence) V. Ponce and J. Seminario, “Lithiation of Sulfur-Graphene Compounds Using Reactive Force-Field Molecular Dynamics Simulations,” Journal of The Electrochemical Society. 2020. link Times cited: 7 NOT USED (high confidence) M. Mojtabavi et al., “Wafer-Scale Lateral Self-Assembly of Mosaic Ti3C2Tx MXene Monolayer Films.,” ACS nano. 2020. link Times cited: 38 Abstract: Bottom-up assembly of two-dimensional (2D) materials into ma… read moreAbstract: Bottom-up assembly of two-dimensional (2D) materials into macroscale morphologies with emergent properties requires control of the material surroundings, so that energetically favorable conditions direct the assembly process. MXenes, a class of recently developed 2D materials, have found new applications in areas such as electrochemical energy storage, nanoscale electronics, sensors, and biosensors. In this paper, we present a lateral self-assembly method for wafer-scale deposition of a mosaic-type 2D MXene flake monolayer that spontaneously orders at the interface between two immiscible solvents. ReaxFF molecular dynamics simulations elucidate the interactions of a MXene flake with the solvents and its stability at the liquid/liquid interface, the prerequisite for MXene flakes self-assembly at the interface. Moreover, facile transfer of this monolayer onto a flat substrate (Si, glass) results in high-coverage monolayer films with uniform thickness and homogeneous optical properties. Multiscale characterization of the resulting films reveals the mosaic structure and sheds light on the electronic properties of the films, which exhibit good electrical conductivity over cm-scale areas. read less NOT USED (high confidence) M. A. Caro, G. Csányi, T. Laurila, and V. L. Deringer, “Machine learning driven simulated deposition of carbon films: From low-density to diamondlike amorphous carbon,” Physical Review B. 2020. link Times cited: 29 Abstract: © 2020 American Physical Society. Amorphous carbon (a-C) mat… read moreAbstract: © 2020 American Physical Society. Amorphous carbon (a-C) materials have diverse interesting and useful properties, but the understanding of their atomic-scale structures is still incomplete. Here, we report on extensive atomistic simulations of the deposition and growth of a-C films, describing interatomic interactions using a machine learning (ML) based Gaussian approximation potential model. We expand widely on our initial work [M. A. Caro, Phys. Rev. Lett. 120, 166101 (2018)PRLTAO0031-900710.1103/PhysRevLett.120.166101] by now considering a broad range of incident ion energies, thus modeling samples that span the entire range from low-density (sp2-rich) to high-density (sp3-rich, "diamondlike") amorphous forms of carbon. Two different mechanisms are observed in these simulations, depending on the impact energy: low-energy impacts induce sp- and sp2-dominated growth directly around the impact site, whereas high-energy impacts induce peening. Furthermore, we propose and apply a scheme for computing the anisotropic elastic properties of the a-C films. Our work provides fundamental insight into this intriguing class of disordered solids, as well as a conceptual and methodological blueprint for simulating the atomic-scale deposition of other materials with ML driven molecular dynamics. read less NOT USED (high confidence) M. Izadi, A. Maghari, W. Zhang, and A. V. van Duin, “Reactive molecular dynamics simulation for isotope-exchange reactions in H/D systems: ReaxFFHD development.,” The Journal of chemical physics. 2020. link Times cited: 1 Abstract: To investigate the chemical isotope-exchange reactions withi… read moreAbstract: To investigate the chemical isotope-exchange reactions within a system composed of a mixture of hydrogen and deuterium (H/D) in the plasma media, the ReaxFFHD potential was parameterized against an appropriate quantum mechanics (QM)-based training set. These QM data involve structures and energies related to bond dissociation, angle distortion, and an exchange reaction of the tri-atomic molecular ions, H3 +, D3 +, H2D+, and D2H+, produced in the hydrogen plasma. Using the ReaxFFHD potential, a range of reactive molecular dynamics simulations were performed on different mixtures of H/D systems. Analysis of the reactions involved in the production of these tri-atomic molecular ions was carried out over 1 ns simulations. The results show that the ReaxFFHD potential can properly model isotope-exchange reactions of tri-atomic molecular ions and that it also has a perfect transferability to reactions taking place in these systems. In our simulations, we observed some intermediate molecules (H2, D2, and HD) that undergo secondary reactions to form the tri-atomic molecular ions as the most likely products in the hydrogen plasma. Moreover, there remains a preference for D in the produced molecular ions, which is related to the lower zero-point energy of the D-enriched species, showing the isotope effects at the heart of the ReaxFFHD potential. read less NOT USED (high confidence) L. W. Bertels, L. B. Newcomb, M. Alaghemandi, J. R. Green, and M. Head‐Gordon, “Benchmarking the Performance of the ReaxFF Reactive Force Field on Hydrogen Combustion Systems.,” The journal of physical chemistry. A. 2020. link Times cited: 24 Abstract: A thorough understanding of the kinetics and dynamics of com… read moreAbstract: A thorough understanding of the kinetics and dynamics of combusting mixtures is of considerable interest, especially in regimes beyond the reach of current experimental validation. The ReaxFF reactive force field method has provided a way to simulate large-scale systems of hydrogen combustion via a parameterized potential that can simulate bond breaking. This modeling approach has been applied to hydrogen combustion, as well as myriad other reactive chemical systems. In this work, we benchmark the performance of several common parameterizations of this potential against higher-level quantum mechanical (QM) approaches. We demonstrate instances where these parameterizations of the ReaxFF potential fail both quantitatively and qualitatively to describe reactive events relevant for hydrogen combustion systems. read less NOT USED (high confidence) Y. Zhou, H. Zheng, Y. Qiu, X. Zou, and J.-le Huang, “A Molecular Dynamics Study on the Structure, Interfaces, Mechanical Properties, and Mechanisms of a Calcium Silicate Hydrate/2D-Silica Nanocomposite,” Frontiers in Materials. 2020. link Times cited: 15 Abstract: The incorporation of nano-reinforcements is believed to be a… read moreAbstract: The incorporation of nano-reinforcements is believed to be a promising method to create high performance nanocomposites, which are largely dependent on the interfacial connections. In this work, the newly emerging two-dimensional (2D) material, 2D-silica is intentionally intercalated into the interlayer defective sites of calcium silicate hydrate (C-S-H), which is the primary hydration product of ordinary portland cements. The reactive molecular simulation results indicate the nano-reinforcement can strongly interact with the inorganic matrix to form a high-ductility nanocomposite. The uniaxial tensile loading tests show the plastic stage of the C-S-H is considerably enhanced due to the intercalation of 2D-silica, which removes the intrinsic brittleness of cement-based materials at the nano-scale. It is observed that the dangling atoms at the edge of 2D-silica can react with non-bridging oxygen atoms of C-S-H, forming Si-O-Si bonds at interfaces. Those covalent bonds transform Q1 and Q2 in the C-S-H into high connectivity Q3 and Q4 species, which increases the integrity of the matrix and its resistance to crack propagation. During the tensile process, the elongation and breakage of those high-strength covalent bonds needs higher tensile stress and consumes higher energy, which leads to a strong plasticity and higher toughness. This work may shed new lights on the interaction mechanisms between 2D-materials and inorganic hosts, and provide solutions to modifying the brittleness of concrete. read less NOT USED (high confidence) X. Wang, F. Guo, and W. Xu, “Reactive molecular dynamics simulation of transformer oil pyrolysis,” 2020 IEEE 5th Information Technology and Mechatronics Engineering Conference (ITOEC). 2020. link Times cited: 2 Abstract: Transformer oil pyrolysis is one of the main forms of degrad… read moreAbstract: Transformer oil pyrolysis is one of the main forms of degradation when internal insulation defects happen in transformers. In this paper, for revealing the microscopic reaction dynamic mechanism in the atomic level, hydrocarbon molecules with the same C atoms number 16 are taken as transformer oil examples, and ReaxFF (reactive force field) is introduced to carry out reactive molecular dynamics simulation for transformer oil pyrolysis at high temperature. By recording the distribution of reactants and products in the whole process of pyrolysis, the initial pyrolysis mechanism of transformer oil molecules was comprehensively described. According to the statistics of the cracking positions, the locations where C-C bond fracture occurs in C16H34, C16H30and C16H18 are increasingly concentrated. The calculation of chemical bond dissociation energy (change of reaction enthalpy) in the process of pyrolysis shows that the initial position and frequency of pyrolysis are closely related to the chemical bond dissociation energy. The lower of the dissociation energy, the higher frequency of bond broken. read less NOT USED (high confidence) F. Daeyaert and M. Deem, “Design of organic structure directing agents to guide the synthesis of zeolites for the separation of ethylene–ethane mixtures,” RSC Advances. 2020. link Times cited: 0 Abstract: Industrial production of ethylene entails a costly separatio… read moreAbstract: Industrial production of ethylene entails a costly separation from the ethane by-product, and this separation is the dominant consumer of energy in the process. Zeolites have been proposed as a next generation material for this separation process, and a molecular screen of all known zeolites has revealed several promising candidate materials. None of the identified materials has yet been synthesized in the all-silica form evaluated in the screen. We here design organic structure directing agents (OSDAs) for four of the zeolites with the best predicted separation performance, two that are ethylene selective and two that are ethane selective. The designed OSDAs may enable the synthesis of these zeolites for more energy efficient separation of ethylene and ethane. read less NOT USED (high confidence) N. Dasgupta, Y. Shin, M. Fedkin, and A. V. van Duin, “ReaxFF molecular dynamics simulations of electrolyte-water systems at supercritical temperature.,” The Journal of chemical physics. 2020. link Times cited: 8 Abstract: We have performed ReaxFF molecular dynamics simulations of a… read moreAbstract: We have performed ReaxFF molecular dynamics simulations of alkali metal-chlorine pairs in different water densities at supercritical temperature (700 K) to elucidate the structural and dynamical properties of the system. The radial distribution function and the angular distribution function explain the inter-ionic structural and orientational arrangements of atoms during the simulation. The coordination number of water molecules in the solvation shell of ions increases with an increase in the radius of ions. We find that the self-diffusion coefficient of metal ions increases with a decrease in density under supercritical conditions due to the formation of voids within the system. The hydrogen bond dynamics has been interpreted by the residence time distribution of various ions, which shows Li+ having the highest water retaining capability. The void distribution within the system has been analyzed by using the Voronoi polyhedra algorithm providing an estimation of void formation within the system at high temperatures. We observe the formation of salt clusters of Na+ and K+ at low densities due to the loss of dielectric constants of ions. The diffusion of ions gets altered dramatically due to the formation of voids and nucleation of ions in the system. read less NOT USED (high confidence) E. Armani and P. A. Autreto, “High-velocity impact of a hybrid CBN nanotubes,” arXiv: Materials Science. 2020. link Times cited: 3 Abstract: Nanomaterials under extreme conditions can behave in a compl… read moreAbstract: Nanomaterials under extreme conditions can behave in a completely different manner. High-velocity impact, for example, can produce nanoribbons without any chemical approach via carbon or boron nitride nanotubes unzipping. Although hybrid nanostructures have been used to create stronger structures, few studies on these materials under extreme conditions have been employed. In this work, we study an experimentally synthesized hybrid doubled walled CBN nanotube (boron nitride and carbon nanotubes concentrically assembled) under high-velocity impact. Our results show that the combination of elastic and brittle materials can produce different structures, such as nanoribbons and boron nitride atomic chains. These results can have a significant impact on the production of new nanostructures. read less NOT USED (high confidence) J. Keuter et al., “A highly unsaturated six-vertex amido-substituted silicon cluster,” Chemical Science. 2020. link Times cited: 4 Abstract: Thermal treatment of the bicyclo[1.1.0]tetrasilatetraamide [… read moreAbstract: Thermal treatment of the bicyclo[1.1.0]tetrasilatetraamide [Si4{N(SiMe3)Dipp}4] 1 resulted in the formation of a highly unsaturated six-vertex silicon cluster [Si6{N(SiMe3)Dipp}4] 2 with only four amine-substituents and two ligand-free silicon atoms. read less NOT USED (high confidence) M. Tavakol, A. Montazeri, S. H. Aboutalebi, and R. Asgari, “Mechanical properties of graphene oxide: The impact of functional groups,” Applied Surface Science. 2020. link Times cited: 17 NOT USED (high confidence) H. Rafatijo, “Computing activation energies of non-thermal reactions,” Molecular Physics. 2020. link Times cited: 11 Abstract: The chemistry in bulk gases involves reactions of nascent ra… read moreAbstract: The chemistry in bulk gases involves reactions of nascent radicals that are almost invariably non-thermal. The energy requirements of reactions involving radicals depend on the reactions that produce them and the intra- and inter-molecular energy transfer they may undergo. Here, we extend the generalised Tolman activation energy (GTEa) method to non-thermal reactions in molecular dynamics (MD) simulations. We compute the energy requirements, which we refer to as chemical-activation energies (CE a), of reactions of radicals formed by the decomposition of hydrogen peroxide. The equipartition theorem is adapted to compute average energies of small isolated systems with internal degrees of freedom in MD simulations with periodic boundary conditions, which is necessary for application of the GTEa method to non-thermal reactions. To illustrate the applicability of the GTEa method to non-thermal reactions, we present CE a results for H2O2 + OH → H2O + HO2, a key reaction in hydrogen combustion, as described by the ReaxFF force field. The OH radicals are the products of the self-dissociation of H2O2 and subsequent reactions. We define the chemical-activation energy for a back reaction (BCE a) as the difference between the energy of the products and the average energy of the system. We show that the BCE a and CEa are linearly correlated. GRAPHICAL ABSTRACT read less NOT USED (high confidence) T. Saha and A. Bhowmick, “High‐temperature degradation of butadiene‐based model elastomers by reactive molecular dynamics simulation,” Journal of Applied Polymer Science. 2020. link Times cited: 6 NOT USED (high confidence) R. Batra and S. Sankaranarayanan, “Machine learning for multi-fidelity scale bridging and dynamical simulations of materials,” Journal of Physics: Materials. 2020. link Times cited: 12 Abstract: Molecular dynamics (MD) is a powerful and popular tool for u… read moreAbstract: Molecular dynamics (MD) is a powerful and popular tool for understanding the dynamical evolution of materials at the nano and mesoscopic scales. There are various flavors of MD ranging from the high fidelity albeit computationally expensive ab initio MD to relatively lower fidelity but much more efficient classical MD such as atomistic and coarse-grained models. Each of these different flavors of MD have been independently used by materials scientists to bring about breakthroughs in materials discovery and design. A significant gulf exists between the various MD flavors, each having varying levels of fidelity. The accuracy of DFT or ab initio MD is generally much higher than that of classical atomistic simulations which is higher than that of coarse-grained models. Multi-fidelity scale bridging to combine the accuracy and flexibility of ab initio MD with efficiency classical MD has been a longstanding goal. The advent of big-data analytics has brought to the forefront powerful machine learning methods that can be deployed to achieve this goal. Here, we provide our perspective on the challenges in multi-fidelity scale bridging and trace the developments leading up to the use of machine learning algorithms and data-science towards addressing this grand challenge. read less NOT USED (high confidence) D. Koner, S. M. Salehi, P. Mondal, and M. Meuwly, “Non-conventional force fields for applications in spectroscopy and chemical reaction dynamics.,” The Journal of chemical physics. 2020. link Times cited: 16 Abstract: Extensions and improvements of empirical force fields are di… read moreAbstract: Extensions and improvements of empirical force fields are discussed in view of applications to computational vibrational spectroscopy and reactive molecular dynamics simulations. Particular focus is on quantitative studies, which make contact with experiments and provide complementary information for a molecular-level understanding of processes in the gas phase and in solution. Methods range from including multipolar charge distributions to reproducing kernel Hilbert space approaches and machine learned energy functions based on neural networks. read less NOT USED (high confidence) S. Li et al., “Manipulating the triboelectric surface charge density of polymers by low-energy helium ion irradiation/implantation,” Energy and Environmental Science. 2020. link Times cited: 158 Abstract: Triboelectric materials and their modification methods are t… read moreAbstract: Triboelectric materials and their modification methods are the cornerstones for fabricating triboelectric nanogenerators (TENGs). Numerous modification methods have been proposed for TENGs, while a highly effective and long-term stable method is still under exploration. Here, a surface modification method using low-energy ion irradiation has been proposed for tuning the chemical structures and functional groups of triboelectric polymers at the molecular level. The low-energy ion irradiation brings negligible change to the surface roughness at the micro-scale and mechanical flexibility of the target polymer, while it can provide a stable modification of the electrification performance. Systematic studies about the chemical structure changes in four different polymers induced by ion irradiation can bring insight into the interaction between different chemical groups and electrification performance. A Kapton film modified by ion irradiation shows several unprecedented characteristics, such as high surface charge density, excellent stability and ultrahigh electron-donating capability, and not only creates a new record in the tribo series, but also provides a good demonstration for regulating electrification behavior based on controllable chemical structure change. This study can open up a series of possible breakthroughs in the production of triboelectric materials with diversified properties, which can promote the study of TENGs from a very fundamental level. read less NOT USED (high confidence) M. Wen and E. Tadmor, “Uncertainty quantification in molecular simulations with dropout neural network potentials,” npj Computational Materials. 2020. link Times cited: 46 NOT USED (high confidence) B. Damirchi, M. Radue, K. Kanhaiya, H. Heinz, G. Odegard, and A. V. van Duin, “ReaxFF Reactive Force Field Study of Polymerization of a Polymer Matrix in a Carbon Nanotube-Composite System,” The Journal of Physical Chemistry C. 2020. link Times cited: 25 Abstract: Human transport to Mars and deep space explorations demand t… read moreAbstract: Human transport to Mars and deep space explorations demand the development of new materials with extraordinary high performance-to-mass ratios. Promising candidates to fulfill these requirements are ultrahigh strength lightweight (UHSL) materials, which consist of polymer matrices fortified by pristine carbon nanotubes (CNTs). Previous investigations have showed that with an increase in CNT diameter, its preferred configuration changes from a circular form to a flattened shape that can be obtained in high pressure or tension conditions. The ReaxFF reactive force field can reveal detailed chemical interactions at the atomistic scale. To enable ReaxFF simulations on CNT/polymer interfaces, we trained force field parameters to capture the proper structure of flattened carbon nanotubes (flCNTs), i.e. dumbbell-like shape CNTs, against available polymer consistent force field -- interface force field (PCFF-IFF) data which had good proximity to density functional theory (DFT) data. In this study we used accelerated ReaxFF molecular dynamics simulation using the optimized force field to study the polymerization of diglycidyl ether of bisphenol F (Bis F) and diethyltoluenediamine (DEDTA) molecules in vicinity of circular and flattened CNTs. Our results indicate that the flat regions of flCNT are more favorable spots for the polymers to settle compared to curved regions due to higher binding energies. Moreover, higher dimer generation around flCNT results in more effective coating of the CNT which leads to higher load transfer in compared to circular CNT. According to our results there is a high alignment between polymers and CNT surface which is due to strong pi-pi interactions of aromatic carbon rings in the polymers and CNTs. These ReaxFF simulations indicate the capability of this method to simultaneously observe the polymerization of monomers along with their interactions with CNTs. read less NOT USED (high confidence) B. C. Barnes, K. Leiter, J. Larentzos, and J. Brennan, “Forging of Hierarchical Multiscale Capabilities for Simulation of Energetic Materials,” Propellants, Explosives, Pyrotechnics. 2020. link Times cited: 11 NOT USED (high confidence) Y. Zhang et al., “Microscopic reaction mechanism of the production of methanol during the thermal aging of cellulosic insulating paper,” Cellulose. 2020. link Times cited: 27 NOT USED (high confidence) Q. Liu, L. Li, G. Zhang, and C. Shuai, “Study on Failure Process of Silicon-Doped Amorphous Carbon by ReaxFF Molecular Dynamics Simulation for HAMR,” IEEE Transactions on Magnetics. 2020. link Times cited: 8 Abstract: The failure process of silicon-doped amorphous carbon (a-C:S… read moreAbstract: The failure process of silicon-doped amorphous carbon (a-C:Si) films for heat-assisted magnetic recording (HAMR) disk is studied by reactive force field molecular dynamics (ReaxFF MD) simulations. Insights on the failure process of a-C:Si film are provided by analyzing system potential energy, amount of consumed oxygen molecules, film structure, number of carbon–oxygen bonds and silicon–oxygen bonds, atomic shear strain, radial distribution function, and density. The a-C:Si film graphitizes initially, and then it begins to combust accompanying by delamination of surface oxide layers with the increase in temperature. The mechanism of atomic oxygen diffuses in the film is proposed. The a-C:Si film shows a good thermal stability below 1500 K. It can act as carbon overcoat of HAMR disk. read less NOT USED (high confidence) L. Bellucci and V. Tozzini, “Engineering 3D Graphene-Based Materials: State of the Art and Perspectives,” Molecules. 2020. link Times cited: 14 Abstract: Graphene is the prototype of two-dimensional (2D) materials,… read moreAbstract: Graphene is the prototype of two-dimensional (2D) materials, whose main feature is the extremely large surface-to-mass ratio. This property is interesting for a series of applications that involve interactions between particles and surfaces, such as, for instance, gas, fluid or charge storage, catalysis, and filtering. However, for most of these, a volumetric extension is needed, while preserving the large exposed surface. This proved to be rather a hard task, especially when specific structural features are also required (e.g., porosity or density given). Here we review the recent experimental realizations and theoretical/simulation studies of 3D materials based on graphene. Two main synthesis routes area available, both of which currently use (reduced) graphene oxide flakes as precursors. The first involves mixing and interlacing the flakes through various treatments (suspension, dehydration, reduction, activation, and others), leading to disordered nanoporous materials whose structure can be characterized a posteriori, but is difficult to control. With the aim of achieving a better control, a second path involves the functionalization of the flakes with pillars molecules, bringing a new class of materials with structure partially controlled by the size, shape, and chemical-physical properties of the pillars. We finally outline the first steps on a possible third road, which involves the construction of pillared multi-layers using epitaxial regularly nano-patterned graphene as precursor. While presenting a number of further difficulties, in principle this strategy would allow a complete control on the structural characteristics of the final 3D architecture. read less NOT USED (high confidence) Y. Zhang et al., “Synthesis of 2,2′-dibenzoylaminodiphenyl disulfide based on Aspen Plus simulation and the development of green synthesis processes,” Green Processing and Synthesis. 2020. link Times cited: 1 Abstract: The rubber peptizer 2,2′-dibenzoylaminodiphenyl disulfide is… read moreAbstract: The rubber peptizer 2,2′-dibenzoylaminodiphenyl disulfide is typically synthesized from C7H5NS, NaOH, H2SO4, and H2O2, but these reactants were replaced with C6H4ClNO2, C2H6O, Na2S, S, and N2H4·H2O, and these raw materials effectively improved the synthesis yield, reduced the number of synthetic steps, and made the synthetic process greener. Although the catalyst is difficult to recover, it effectively avoids using ethanol as a volatile organic solvent. The Aspen Plus method was used to simulate the key processes in the synthesis in the experimental conditions as the boundary conditions. The simulation results show that the feed ratio of C7H5NS, H2O2, and C7H5ClO directly determines the yield of the reaction, and the equivalents of NaOH, H2SO4, and Na2CO3 indirectly affect the yield of the reaction by changing the reaction environment and controlling the formation of byproducts. The temperature of the ring-opening reaction and the acylation reaction should be maintained within 110–120°C to maximize the yield. The oxidation reaction temperature also directly affects the reaction yield and should be kept below 40°C. The simulation results are consistent with practical industrial production conditions. Based on the developed green synthesis process and the optimal process parameters obtained from the simulation, the industrial-scale production of 10,000 tons of 2,2′-di benzoyl amino diphenyl disulfide was carried out. Compared with that of o-nitrochlorobenzene, the yield of 2,2′-dibenzoylaminodiphenyl disulfide increased from approximately 72% to more than 90%. Using this method instead of the original synthesis method avoids the use of o-nitrochlorobenzene, which is neurotoxic; Raney nickel as the metal catalyst, which is difficult to recycle with existing environmental protection technologies; and ethanol as the organic solvent, which is associated with environmental problems. The amine tail gas that is easily generated in the original synthesis method is not generated in this system, and the drying step is eliminated. read less NOT USED (high confidence) J. Ewen et al., “Substituent Effects on the Thermal Decomposition of Phosphate Esters on Ferrous Surfaces,” The Journal of Physical Chemistry C. 2019. link Times cited: 20 Abstract: Phosphate esters have a wide range of industrial application… read moreAbstract: Phosphate esters have a wide range of industrial applications, for example in tribology where they are used as vapour phase lubricants and antiwear additives. An atomic-level understanding of phosphate ester tribofilm formation mechanisms is required to improve their tribological performance. A process of particular interest is the thermal decomposition of phosphate esters on steel surfaces, since this initiates polyphosphate film formation. In this study, reactive force field (ReaxFF) molecular dynamics (MD) simulations are used to study the thermal decomposition of phosphate esters with different substituents on several ferrous surfaces. The ReaxFF parameterisation was validated for a representative system using density functional theory (DFT) calculations. During the MD simulations on Fe 3 O 4 (001) and α-Fe(110), chemisorption interactions between the phosphate esters and the surfaces occur even at room temperature, and the number of molecule-surface bonds increases as the temperature increases from 300 to 1000 K. Conversely, on hydroxylated, amorphous Fe 3 O 4 , most of the molecules are physisorbed and some desorption occurs at high temperature. Thermal decomposition rates were much higher on Fe 3 O 4 (001) and particularly α-Fe(110) compared to hydroxylated, amorphous Fe 3 O 4. This suggests that water passivates ferrous surfaces and inhibits phosphate ester chemisorption, decomposition, and ultimately polyphosphate film formation. For the alkyl phosphates, thermal decomposition proceeds mainly through CO and C-H cleavage on Fe 3 O 4 (001). Aryl phosphates show much higher thermal stability, and decomposition on Fe 3 O 4 (001) only occurs through P-O and C-H cleavage, which require very high temperature. The onset temperature for CO cleavage on Fe 3 O 4 (001) increases as: tertiary alkyl < secondary alkyl < primary linear alkyl ≈ primary branched alkyl < aryl. This order is consistent with experimental observations for the thermal stability of antiwear additives with similar substituents. The simulation results clarify a range of surface and substituent effects on the thermal decomposition of phosphate esters on steel that should be helpful for the design of new molecules with improved tribological performance. read less NOT USED (high confidence) F. Miao and X. Cheng, “Effect of electric field on polarization and decomposition of RDX molecular crystals: a ReaxFF molecular dynamics study,” Journal of Molecular Modeling. 2019. link Times cited: 19 NOT USED (high confidence) B. Faria, C. E. S. Bernardes, N. Silvestre, and J. C. C. Lopes, “C13 - a new empirical force field to characterize the mechanical behavior of carbyne chains.,” Physical chemistry chemical physics : PCCP. 2019. link Times cited: 2 Abstract: An accurate prediction of the mechanical behavior of long ca… read moreAbstract: An accurate prediction of the mechanical behavior of long carbyne chains depends on the suitable modeling of bond alternation in these chains. While first-principles methods are a good approach, less computationally demanding empirical potentials are preferable for large carbyne-containing systems. AIREBO and Reax empirical potentials have extensively and successfully been used for simulating the mechanical behavior of graphene and carbon nanotubes. However, it remains unclear if these potentials can be directly applied in the accurate mechanical modeling of carbon nanostructures with sp hybridization, without re-parameterization. Here, a new force-field for carbyne, designated as C13 potential, that takes bond alternation into account, is presented. This new empirical potential was parameterized from ab initio calculations. Molecular dynamics (MD) simulations using the developed force-field are then conducted to determine the mechanical properties of carbyne chains under tensile loading, namely to assess their dependence on chain length and temperature. The bending stiffness of carbyne and its persistence length are also calculated. The results obtained are validated through comparison with results available in the literature. Lastly, the C13 potential is employed to model, for the first time, the tensile and the compressive behaviors of the hybrid system composed of carbon nanotubes infilled with carbyne chains. read less NOT USED (high confidence) L. Valencia et al., “Nanocellulose/graphene oxide layered membranes: elucidating their behaviour during filtration of water and metal ions in real time.,” Nanoscale. 2019. link Times cited: 23 Abstract: The deposition of a thin layer of graphene oxide onto cellul… read moreAbstract: The deposition of a thin layer of graphene oxide onto cellulose nanofibril membranes, to form CNF-GO layered-composite membranes, dramatically enhances their wet-mechanical stability, water flux and capacity to adsorb water pollutants (P. Liu, C. Zhu and A. P. Mathew, J. Hazard. Mater., 2019, 371, 484-493). In this work, we studied in real time the behavior of these layered membranes during filtration of water and metal ion solutions by means of in situ SAXS and reactive molecular dynamics (ReaxFF) computational simulations. SAXS confirms that the GO layers limit the swelling and structural deformations of CNFs during filtration of aqueous solutions. Moreover, during filtration of metal ion solutions, the connection of the CNF-GO network becomes highly complex mass-fractal like, with an increment in the correlation length. In addition, after ion adsorption, the SAXS data revealed apparent formation of nanoparticles during the drying stage and particle size increase as a function of time during drying. The molecular dynamics simulations, on the other hand, provide a deep insight into the assembly of both components, as well as elucidating the motion of the metal ions that potentially lead to the formation of metal clusters during adsorption, confirming the synergistic behavior of GO and CNFs for water purification applications. read less NOT USED (high confidence) S. J. Pai, H. W. Lee, and S. Han, “Improved Description of a Coordinate Bond in the ReaxFF Reactive Force Field.,” The journal of physical chemistry letters. 2019. link Times cited: 4 Abstract: To improve the description of a coordinate bond of the react… read moreAbstract: To improve the description of a coordinate bond of the reactive force field (ReaxFF), we have developed ReaxFFcoord by explicitly incorporating the coordinate bond contribution, Ecoord, into the original ReaxFF ( Chenoweth et al. J. Phys. Chem. A 2008 , 112 , 1040 - 1053 ), in which the auxiliary functions are newly suggested to describe the plug-in behavior of lone-pair electrons from a donor atom to a vacant orbital of an acceptor atom. To validate the developed ReaxFFcoord, we tested it in various systems, including a representative coordinate bond-containing molecule, namely, carbon monoxide or ammonia borane. Although the fitting abilities of the ReaxFFcoord and original ReaxFF are similar, their molecular dynamics (MD) simulations are significantly different, where MD simulations employing ReaxFFcoord provide more realistic dynamic behaviors of atoms. It is expected that the ReaxFFcoord will significantly help ReaxFF to successfully extend its applicability to the material and biological systems, including coordinate bonds in organometallic systems. read less NOT USED (high confidence) D. Furman and D. Wales, “Transforming the Accuracy and Numerical Stability of ReaxFF Reactive Force Fields.,” The journal of physical chemistry letters. 2019. link Times cited: 16 Abstract: Molecular dynamics (MD) simulations provide an important lin… read moreAbstract: Molecular dynamics (MD) simulations provide an important link between theories and experiments. While ab initio methods can be prohibitively costly, the ReaxFF force field has facilitated in silico studies of chemical reactivity in complex, condensed-phase systems. However, the relatively poor energy conservation in ReaxFF MD has either limited the applicability to short time scales, in cases where energy propagation is important, or has required a continuous coupling of the system to a heat bath. In this study, we reveal the root cause of the unsatisfactory energy conservation, and offer a straightforward solution. The new scheme results in orders of magnitude improvement in energy conservation, numerical stability, and accuracy of ReaxFF force fields, compared to the previous state-of-the-art, at no additional cost. We anticipate that these improvements will open new avenues of research for more accurate reactive simulations in complex systems on long time scales. read less NOT USED (high confidence) E. Y. Chen, C. Deo, and R. Dingreville, “Reduced-order atomistic cascade method for simulating radiation damage in metals,” Journal of Physics: Condensed Matter. 2019. link Times cited: 12 Abstract: Atomistic modeling of radiation damage through displacement … read moreAbstract: Atomistic modeling of radiation damage through displacement cascades is deceptively non-trivial. Due to the high energy and stochastic nature of atomic collisions, individual primary knock-on atom (PKA) cascade simulations are computationally expensive and ill-suited for length and dose upscaling. Here, we propose a reduced-order atomistic cascade model capable of predicting and replicating radiation events in metals across a wide range of recoil energies. Our methodology approximates cascade and displacement damage production by modeling the cascade as a core-shell atomic structure composed of two damage production estimators, namely an athermal recombination corrected displacements per atom (arc-dpa) in the shell and a replacements per atom (rpa) representing atomic mixing in the core. These estimators are calibrated from explicit PKA simulations and a standard displacement damage model that incorporates cascade defect production efficiency and mixing effects. We illustrate the predictability and accuracy of our reduced-order atomistic cascade method for the cases of copper and niobium by comparing its results with those from full PKA simulations in terms of defect production as well as the resulting cascade evolution and structure. We provide examples for simulating high energy cascade fragmentation and large dose ion-bombardment to demonstrate its possible applicability. Finally, we discuss the various practical considerations and challenges associated with this methodology especially when simulating subcascade formation and dose effects. read less NOT USED (high confidence) A. Khajeh, Z. Chen, S. H. Kim, and A. Martini, “Effect of Ambient Chemistry on Friction at the Basal Plane of Graphite.,” ACS applied materials & interfaces. 2019. link Times cited: 10 Abstract: Graphite is widely used as a solid lubricant due to its laye… read moreAbstract: Graphite is widely used as a solid lubricant due to its layered structure which enables ultra-low friction. However, the lubricity of graphite is affected by ambient conditions and previous studies have shown a sharp contrast between frictional behavior in vacuum or dry environments compared to humid air. Here we studied the effect of organic gaseous species in the environment, specifically comparing the adsorption of phenol and pentanol vapor. Atomic force microscopy experiments and reactive molecular dynamics simulations showed that friction was larger with phenol than pentanol. The simulation results were analyzed to test multiple hypotheses to explain the friction difference and it was found that mechanical force-driven chemical bonding between the tip and phenol molecules plays a critical role. Bonding increases the number of phenol molecules in the contact which increases adhesion as well as the number of atoms in registry with the topmost graphene layer that act as pinning sites to resist sliding. The findings of this research provide insight into how the chemistry of the operating environment can affect the frictional behavior of graphite and layered materials more generally. read less NOT USED (high confidence) M. Feng, X. Jiang, Q. Mao, K. Luo, and P. Hellier, “Initiation mechanisms of enhanced pyrolysis and oxidation of JP-10 (exo-tetrahydrodicyclopentadiene) on functionalized graphene sheets: Insights from ReaxFF molecular dynamics simulations,” Fuel. 2019. link Times cited: 28 NOT USED (high confidence) T. Le, A. Striolo, and D. Cole, “Partial CO2 Reduction in Amorphous Cylindrical Silica Nanopores Studied with Reactive Molecular Dynamics Simulations,” The Journal of Physical Chemistry C. 2019. link Times cited: 4 Abstract: It is known that pore confinement affects the structure and … read moreAbstract: It is known that pore confinement affects the structure and transport properties of fluids. It has also been shown that confinement can affect the equilibrium composition of a reactive system. Such effects could be related to the possible abiotic hydrocarbon synthesis in deep-sea hydrothermal vents, especially when the CO2 methanation reaction occurs within nanopores. In an attempt to identify possible rate-limiting steps of such a reaction, we report here molecular dynamics simulations conducted implementing the reactive force field. The reaction is considered within a cylindrical nanopore carved out of amorphous silica. Within the constraints of our simulations, which were conducted for 5 ns, no CH4 molecules were detected in the temperature range of 400–1000 K, suggesting that the silica pore hinders the complete CO2 reduction. This is consistent with the fact that silica is not an effective catalyst for CO2 methanation. Our simulations, in agreement with literature reports, suggest that the silica por... read less NOT USED (high confidence) M. Feng, H. Li, Q. Mao, K. Luo, and P. C. Hellier, “Fundamental Study on Mechanisms of Thermal Decomposition and Oxidation of Aluminum Hydride,” The Journal of Physical Chemistry C. 2019. link Times cited: 26 Abstract: Aluminum hydride (AlH3) has great potential for a variety of… read moreAbstract: Aluminum hydride (AlH3) has great potential for a variety of propulsion and energy-storage applications. In this study, the ReaxFF reactive force field molecular dynamics simulation is employed to ... read less NOT USED (high confidence) H. S. Huang, L. Ai, A. V. van Duin, M. Chen, and Y. Lü, “ReaxFF reactive force field for molecular dynamics simulations of liquid Cu and Zr metals.,” The Journal of chemical physics. 2019. link Times cited: 10 Abstract: We develop a ReaxFF reactive force field used for the molecu… read moreAbstract: We develop a ReaxFF reactive force field used for the molecular dynamics simulations of thermophysical properties of liquid Cu and Zr metals. The ReaxFF parameters are optimized by fitting to the first-principles density-functional calculations on the equations of state for bulk crystal structures and surface energies. To validate the force field, we compare the ReaxFF results with those from experiments and embedded-atom-method (EAM) potentials. We demonstrate that the present ReaxFF force field well represents structural characteristics and diffusion behaviors of elemental Cu and Zr up to high-temperature liquid regions. It reasonably reproduces the thermodynamic processes associated with crystal-liquid interface. In particular, the equilibrium melting temperatures show better agreement with experimental measurements than the results from EAM potentials. The ReaxFF reactive force field method exhibits a good transferability to the nonreactive processes of liquid systems. read less NOT USED (high confidence) N. Espinosa-Torres, A. Guillén‐López, J. Martínez-Juárez, J. Á. D. H. de la Luz, Á. P. Rodríguez‐Victoria, and J. Muñiz, “Theoretical study on the electronic structure nature of single and double walled carbon nanotubes and its role on the electron transport,” International Journal of Quantum Chemistry. 2019. link Times cited: 2 NOT USED (high confidence) G. N. Seminara, I. F. Peludhero, W. Dong, A. E. Martínez, and H. F. Busnengo, “Molecular Dynamics Study of Molecular and Dissociative Adsorption Using System-Specific Force Fields Based on Ab Initio Calculations: CO/Cu(110) and $\text CH_4/\text Pt(110)$,” Topics in Catalysis. 2019. link Times cited: 1 NOT USED (high confidence) D. Akbarian et al., “Understanding the influence of defects and surface chemistry on ferroelectric switching: a ReaxFF investigation of BaTiO3.,” Physical chemistry chemical physics : PCCP. 2019. link Times cited: 32 Abstract: Ferroelectric materials such as barium titanate (BaTiO3) hav… read moreAbstract: Ferroelectric materials such as barium titanate (BaTiO3) have a wide range of applications in nano scale electronic devices due to their outstanding properties. In this study, we developed an easily extendable atomistic ReaxFF reactive force field for BaTiO3 that can capture both its field- and temperature-induced ferroelectric hysteresis and corresponding changes due to surface chemistry and bulk defects. Using our force field, we were able to reproduce and explain a number of experimental observations: (1) the existence of a critical thickness of 4.8 nm below which ferroelectricity vanishes in BaTiO3; (2) migration and clustering of oxygen vacancies (OVs) in BaTiO3 and a reduction in the polarization and the Curie temperature due to the OVs; (3) domain wall interaction with the surface chemistry to influence the ferroelectric switching and polarization magnitude. This new computational tool opens up a wide range of possibilities for making predictions for realistic ferroelectric interfaces in energy-conversion, electronic and neuromorphic systems. read less NOT USED (high confidence) K. Ganeshan, M. Hossain, and A. V. van Duin, “Multiply accelerated ReaxFF molecular dynamics: coupling parallel replica dynamics with collective variable hyper dynamics,” Molecular Simulation. 2019. link Times cited: 8 Abstract: ABSTRACT To tackle the time scales required to study complex… read moreAbstract: ABSTRACT To tackle the time scales required to study complex chemical reactions, methods performing accelerated molecular dynamics are necessary even with the recent advancement in high-performance computing. A number of different acceleration techniques are available. Here we explore potential synergies between two popular acceleration methods – Parallel Replica Dynamics (PRD) and Collective Variable Hyperdynamics (CVHD), by analysing the speedup obtained for the pyrolysis of n-dodecane. We observe that PRD + CVHD provides additional speedup to CVHD by reaching the required time scales for the reaction at an earlier wall-clock time. Although some speedup is obtained with the additional replicas, we found that the effectiveness of the inclusion of PRD is depreciated for systems where there is a dramatic increase in reaction rates induced by CVHD. Similar observations were made in the simulation of ethylene-carbonate/Li system, which is inherently more reactive than pyrolysis, indicate that the speedup obtained via the combination of the two acceleration methods can be generalised to most practical chemical systems. read less NOT USED (high confidence) G. Shchygol, A. Yakovlev, T. Trnka, A. V. van Duin, and T. Verstraelen, “ReaxFF Parameter Optimization with Monte Carlo and Evolutionary Algorithms: Guidelines and Insights.,” Journal of chemical theory and computation. 2019. link Times cited: 44 Abstract: ReaxFF is a computationally efficient force field to simulat… read moreAbstract: ReaxFF is a computationally efficient force field to simulate complex reactive dynamics in extended molecular models with diverse chemistries, if reliable force-field parameters are available for the chemistry of interest. If not, they must be optimized by minimizing the error ReaxFF makes on a relevant training set. Because this optimization is far from trivial, many methods, in particular genetic algorithms (GAs), have been developed to search for the global optimum in parameter space. Recently, two alternative parameter calibration techniques were proposed, i.e. Monte-Carlo Force Field optimizer (MCFF) and Covariance Matrix Adaptation Evolutionary Strategy (CMA-ES). In this work, CMA-ES, MCFF and a GA method (OGOLEM) are systematically compared using three training sets from the literature. By repeating optimizations with different random seeds and initial parameter guesses, it is shown that a single optimization run with any of these methods should not be trusted blindly: non-reproducible, poor or premature convergence are common deficiencies. GA shows the smallest risk of getting trapped into a local minimum, whereas CMA-ES is capable of reaching the lowest errors for two third of the cases, albeit not systematically. For each method, we provide reasonable default settings and our analysis offers useful guidelines for their usage in future work. An important side effect impairing the parameter optimization is numerical noise. A detailed analysis reveals that it can be reduced, e.g. by using exclusively unambiguous geometry optimizations in the training set. Even without this noise, many distinct near-optimal parameter vectors can be found, which opens new avenues for improving the training set and detecting overfitting artifacts. read less NOT USED (high confidence) S. M. Handrigan, L. Morrissey, and S. Nakhla, “Investigating various many-body force fields for their ability to predict reduction in elastic modulus due to vacancies using molecular dynamics simulations,” Molecular Simulation. 2019. link Times cited: 6 Abstract: ABSTRACT Molecular dynamics simulations are more frequently … read moreAbstract: ABSTRACT Molecular dynamics simulations are more frequently being utilised to predict macroscale mechanical properties as a result of atomistic defects. However, the interatomic force field can significantly affect the resulting mechanical properties. While several studies exist which demonstrate the ability of various force fields to predict mechanical properties, the investigation into which is most accurate for the investigation of vacancies is limited. To obtain meaningful predictions of mechanical properties, a clear understanding of force field parameterisation is required. As such, the current study evaluates various many-body force fields to demonstrate the reduction in mechanical properties of iron and iron–chromium due to the presence of vacancies while undergoing room temperature atomistic uniaxial tension. Reduction was normalised in each case with the zero-vacancy elastic modulus, removing the need to predict an accurate nominal elastic modulus. Comparisons were made to experimental data and an empirical model from literature. It was demonstrated that accurate fitting to vacancy formation and migration energy allowed for accurate predictions. In addition, bond-order based force fields showed enhanced predictions regardless of fitting procedure. Overall, these findings highlight the need to understand capabilities and limitations of available force fields, as well as the need for enhanced parameterisation of force fields. read less NOT USED (high confidence) R. Qin, H. Hao, T. Rousakis, and D. Lau, “Effect of shrinkage reducing admixture on new-to-old concrete interface,” Composites Part B: Engineering. 2019. link Times cited: 60 NOT USED (high confidence) H. Li and Q. Jia, “Global ab initio exploration of potential energy surfaces for radical generation in the initial stage of benzene oxidation,” RSC Advances. 2019. link Times cited: 0 Abstract: The potential energy surfaces (PESs) of benzene oxidation by… read moreAbstract: The potential energy surfaces (PESs) of benzene oxidation by molecular oxygen were explored using the anharmonic downward distortion following (ADDF) and artificial force induced reaction (AFIR) methods of the global reaction route mapping (GRRM) strategy. The reaction mechanism of benzene activation by initial molecular oxygen depends on the combustion temperature. At high temperature, the benzene molecule could be oxidized by abstracting hydrogen atoms and form the radical fragments, C6H5 and OOH. However, before reaching its auto-ignition point, the formation of a singlet bridging peroxide molecule C6H6O2 from the triplet reactants via electronic non-adiabatic transition will play a critical role in the increase of the combustion temperature by the generation of initial free radicals. Bridging peroxide C6H6O2 could isomerize to other stable isomers by a consecutive series of oxygen and hydrogen atom transfers. Importantly, these C6H6O2 isomers are vital sources of free radical generation in the initial stage of benzene oxidation. Free radicals, such as OOH, O, and OH, could be generated during the further oxidation of these oxygenated hydrocarbon species C6H6O2 due to the presence of active groups or sp3-C–H bonds. read less NOT USED (high confidence) T. Mizuguchi, K. Hagita, S. Fujiwara, and T. Yamada, “Hydrogen bond analysis of confined water in mesoporous silica using the reactive force field,” Molecular Simulation. 2019. link Times cited: 9 Abstract: ABSTRACT The structural and dynamical properties of water co… read moreAbstract: ABSTRACT The structural and dynamical properties of water confined in nanoporous silica with a pore diameter of 2.7 nm were investigated by performing large-scale molecular dynamics simulations using the reactive force field. The radial distribution function and diffusion coefficient of water were calculated, and the values at the centre of the pore agreed well with experimental values for real water. In addition, the pore was divided into thin coaxial layers, and the average number of hydrogen bonds, hydrogen bond lifetime and hydrogen bond strength were calculated as a function of the radial distance from the pore central axis. The analysis showed that hydrogen bonds involving silanol (Si–OH) have a longer lifetime, although the average number of hydrogen bonds per atom does not change from that at the pore centre. The longer lifetime, as well as smaller diffusion coefficient, of these hydrogen bonds is attributed to their greater strength. read less NOT USED (high confidence) C. Anders and H. Urbassek, “High-energy ion impacts into the sulfur-bearing ice surface of Europa: an atomistic study of chemical transformations,” Astronomy & Astrophysics. 2019. link Times cited: 5 Abstract: Context. The ice surface of Europa is unique due to its high… read moreAbstract: Context. The ice surface of Europa is unique due to its high concentration of sulfur compounds such as SO4, SO2, and H2S. Energetic ion impacts originating from the magnetosphere of Jupiter may alter the composition of the ice surface.
Aims. We explore the chemical alteration of the surface due to a 20 MeV sulfur ion impact, for which the most pronounced effects are expected, and monitor the chemical transformations occurring inside the ice.
Methods. Molecular dynamics simulations are used based on a reactive (REAX) potential, which allows for the molecular breakups and the ensuing reactions to be followed on an atomistic scale.
Results. We observe dissociation of SO4 and also a loss of SO2, while SO3 is created; this is in qualitative agreement with laboratory experiments. Hydrolysis of water leads to abundant formation of H+, H3O+ and OH−; in addition, we predict the presence of both sulfurous acid, H2SO3, and sulfuric acid, H2SO4, as well as traces of carbonic acid, H2CO3. The irradiation produces H2 and O2, which are free to escape from the surface, in agreement with the tenuous Europa atmosphere detected.
Conclusions. Since magnetospheric sulfur ions have a high mass and may possess large energies, they provide a unique source of high energy deposition in the ice surface of Europa leading to abundant radiolysis fragments and products. In addition, sulfur compounds existing in the ice are chemically transformed, for example, by sulfite formation. read less NOT USED (high confidence) G. Saleh, C. Xu, and S. Sanvito, “Silver Tarnishing Mechanism Revealed by Molecular Dynamics Simulations.,” Angewandte Chemie. 2019. link Times cited: 16 Abstract: The mechanism of silver-oxygen and silver-sulfur reactions i… read moreAbstract: The mechanism of silver-oxygen and silver-sulfur reactions is revealed by means of molecular dynamics simulations, performed with reactive force fields purposely built and extensively tested against quantum-chemical results. Different reaction mechanisms and rates for Ag-O and Ag-S emerge. This study solves the long-lasting question why silver exposed to the environment is strongly vulnerable to sulfur corrosion (tarnishing) but hardly reacts with O2 , despite the thermodynamic prediction that both oxide and sulfide should form. The reliability of the simulation results is confirmed by the agreement with a multitude of experimental results from the literature. read less NOT USED (high confidence) L. Yue, L. Lv, Z. Xu, L. Zhang, and M. Yang, “A reactive force field molecular dynamics study of molecular nitrogen and water mixtures under high temperature and high pressure,” Journal of Molecular Modeling. 2019. link Times cited: 2 NOT USED (high confidence) Y. Long and J. Chen, “Theoretical study of the microscopic Doppler effect for energetic material,” Philosophical Magazine. 2019. link Times cited: 0 Abstract: ABSTRACT We develop a physical model to describe the microsc… read moreAbstract: ABSTRACT We develop a physical model to describe the microscopic Doppler effect of phonon states in energetic material and use it to investigate the phonon–strain scattering behaviour of β-octahydro-1,3,5,7-tetranitro-1,3,5,7-tetrazocine. The required elastic constants and force constants are obtained by first-principles calculations. By using the phonon–strain scattering probability, a set of dissipation parameters are calculated, such as the viscosity coefficient, damping rate of elastic wave, and heat dissipation across shock wave front. It is interesting that the Doppler effect could describe the microscopic phonon scattering mechanism reasonably. read less NOT USED (high confidence) X. Wang, X. Huang, K. Lin, and Y.-pu Zhao, “The Constructions and Pyrolysis of 3D Kerogen Macromolecular Models: Experiments and Simulations,” Global Challenges. 2019. link Times cited: 38 Abstract: Kerogens are extracted from deep shales to study pyrolysis o… read moreAbstract: Kerogens are extracted from deep shales to study pyrolysis of deep shale samples. The 2D molecular models of kerogens are obtained by a series of physical and chemical experiments by which the macromolecular models of kerogens are constructed. Then, the reasonable 3D macromolecular models are established by molecular mechanics and global energy minimization. The effects of temperature and heating rate on the chemical kinetics of kerogen pyrolysis are studied using reactive force field (ReaxFF). The hybrid molecular dynamics/force‐biased Monte Carlo (MD/fbMC) approach is used to simulate the pyrolytic process at the experimental temperature, which is lower than the conventional one. The gaseous products and residues obtained by the simulations agree with the experimental results, which means a reliable simulation method for pyrolysis at experimental temperature is provided. This study constructs the rational macromolecular models of kerogen by experiments, and proposes the mechanisms of typical reactions of kerogen pyrolysis, which may help in understanding the formation of shale oil and gas. read less NOT USED (high confidence) Y. Cao, C. Liu, X. Xu, E. Huo, and Y. Pu, “Influence of water on HFO-1234yf oxidation pyrolysis via ReaxFF molecular dynamics simulation,” Molecular Physics. 2019. link Times cited: 18 Abstract: ABSTRACT The effect of water molecules on HFO-1234yf oxidati… read moreAbstract: ABSTRACT The effect of water molecules on HFO-1234yf oxidation pyrolysis was investigated by ReaxFF-molecular dynamics simulation from 1900 to 4200 K. The initial pyrolysis of HFO-1234yf starts around 2500 K and the water molecules participate in chemical reactions at 2800 K when the reactants pyrolysis reached the highest reaction rate. The primary products including HF, COF2 and CO2 are observed at 2600, 2700 and 2900 K, respectively. The influence of water molecules on products is mainly reflected in the promotion activity on the conversion from COF2 to CO2 and the generation of HF molecules. Four formation pathways are observed and calculated to further elucidate the procedure of pyrolysis. The main conversion process from H2O to HF is the •F + H2O = HF+•OH reaction, and the paths from H2O to •OH radical and COF2 to •CFO radical which are promoted by •F and •H radical, respectively, have relatively low energy barriers of 10.44 and 40.29 kJ/mol, and both reaction processes released HF molecules. GRAPHICAL ABSTRACT read less NOT USED (high confidence) A. Verma, R. Kumar, and A. Parashar, “Enhanced thermal transport across a bi-crystalline graphene-polymer interface: an atomistic approach.,” Physical chemistry chemical physics : PCCP. 2019. link Times cited: 39 Abstract: The objective of this investigation was to elaborate on the … read moreAbstract: The objective of this investigation was to elaborate on the influence of grain boundaries on the interfacial thermal conductance between bi-crystalline graphene and polyethylene in a nanocomposite. Reverse non-equilibrium molecular dynamics simulations were implemented in combination with Lennard-Jones and reactive force field interatomic potential parameters. According to the simulation results, high-energy grain boundary atoms in bi-crystalline graphene played a substantial role in enhancing the interfacial thermal conductance values. To further illuminate the mechanisms of enhanced graphene-polyethylene interfacial thermal conductance in the presence of grain boundaries, a systematic study on the vibrational density of states and structural evolution was also performed. It was found that the vibrational coupling between bi-crystalline graphene and the polymer was enhanced; whereas a decline in the radial density profile and coordination number resulted in a shifting of the in-plane vibrational modes such that they amalgamated with those of the polyethylene matrix. Thus, bi-crystalline graphene can be considered to be a superior potential reinforcement for nanocomposites as compared to the pristine configuration for applications in thermoelectric and thermal interface materials. read less NOT USED (high confidence) R. Apóstolo, G. Tsagkaropoulou, and P. Camp, “Molecular adsorption, self-assembly, and friction in lubricants,” Journal of Molecular Liquids. 2019. link Times cited: 21 NOT USED (high confidence) A. Poursaeidesfahani and Doi, “Zeolite-based separation and production of branched hydrocarbons.” 2019. link Times cited: 0 Abstract: Separation and selective production of branched paraffins ar… read moreAbstract: Separation and selective production of branched paraffins are among the most important and still challenging processes in the oil and gas industry. Addition of branched hydrocarbons can increase the octane number of a fuel without causing additional environmental concerns. Conversion of linear hydrocarbons into branched ones also improves the performance of lubricants at low temperatures. Zeolites are commonly used for separation of branched hydrocarbons and selective conversion of linear long chain hydrocarbons into shorter branched ones... read less NOT USED (high confidence) Y. Long and J. Chen, “Theoretical study of the defect evolution for molecular crystal under shock loading,” Journal of Applied Physics. 2019. link Times cited: 13 Abstract: We simulate the shock loading process of β-octahydro-1,3,5,7… read moreAbstract: We simulate the shock loading process of β-octahydro-1,3,5,7-tetranitro-1,3,5,7-tetrazocine by molecular dynamics and calculate the isoentropic curve, Hugoniot curve, temperature field, velocity field, stress field, and density field. Based on the simulation results, we develop a physical model to describe the pore collapse, crack expansion, and hot spot formation mechanisms and calculate a set of key parameters, such as pore collapsing speed, rarefaction wave speed, and crack expansion speed. A microscopic physical picture for defect evolution at the early time of shock loading is obtained. read less NOT USED (high confidence) J. J. Varghese and S. H. Mushrif, “Origins of complex solvent effects on chemical reactivity and computational tools to investigate them: a review,” Reaction Chemistry & Engineering. 2019. link Times cited: 73 Abstract: Origins of solvent-induced enhancement in catalytic reactivi… read moreAbstract: Origins of solvent-induced enhancement in catalytic reactivity and product selectivity are discussed with computational methods to study them. read less NOT USED (high confidence) Z. Zabihi, H. Araghi, P. E. D. S. Rodriguez, A. Boujakhrout, and R. Villalonga, “Vapor sensing and interface properties of reduced graphene oxide–poly(methyl methacrylate) nanocomposite,” Journal of Materials Science: Materials in Electronics. 2019. link Times cited: 6 NOT USED (high confidence) S. Y. Kim, J. Kwak, C. Ciobanu, and S. Y. Kwon, “Recent Developments in Controlled Vapor‐Phase Growth of 2D Group 6 Transition Metal Dichalcogenides,” Advanced Materials. 2019. link Times cited: 93 Abstract: An overview of recent developments in controlled vapor‐phase… read moreAbstract: An overview of recent developments in controlled vapor‐phase growth of 2D transition metal dichalcogenide (2D TMD) films is presented. Investigations of thin‐film formation mechanisms and strategies for realizing 2D TMD films with less‐defective large domains are of central importance because single‐crystal‐like 2D TMDs exhibit the most beneficial electronic and optoelectronic properties. The focus is on the role of the various growth parameters, including strategies for efficiently delivering the precursors, the selection and preparation of the substrate surface as a growth assistant, and the introduction of growth promoters (e.g., organic molecules and alkali metal halides) to facilitate the layered growth of (Mo, W)(S, Se, Te)2 atomic crystals on inert substrates. Critical factors governing the thermodynamic and kinetic factors related to chemical reaction pathways and the growth mechanism are reviewed. With modification of classical nucleation theory, strategies for designing and growing various vertical/lateral TMD‐based heterostructures are discussed. Then, several pioneering techniques for facile observation of structural defects in TMDs, which substantially degrade the properties of macroscale TMDs, are introduced. Technical challenges to be overcome and future research directions in the vapor‐phase growth of 2D TMDs for heterojunction devices are discussed in light of recent advances in the field. read less NOT USED (high confidence) H. Nakata and S. Bai, “Development of a new parameter optimization scheme for a reactive force field based on a machine learning approach,” Journal of Computational Chemistry. 2018. link Times cited: 21 Abstract: Reactive molecular dynamics (MD) simulation is performed usi… read moreAbstract: Reactive molecular dynamics (MD) simulation is performed using a reactive force field (ReaxFF). To this end, we developed a new method to optimize the ReaxFF parameters based on a machine learning approach. This approach combines the k‐nearest neighbor and random forest regressor algorithm to efficiently locate several possible ReaxFF parameter sets. As a pilot test of the developed approach, the optimized ReaxFF parameter set was applied to perform chemical vapor deposition (CVD) of an α‐Al2O3 crystal. The crystal structure of α‐Al2O3 was reasonably reproduced even at a relatively high temperature (2000 K). The reactive MD simulation suggests that the (11 2¯ 0) surface grows faster than the (0001) surface, indicating that the developed parameter optimization technique could be used for understanding the chemical reaction in the CVD process. © 2019 Wiley Periodicals, Inc. read less NOT USED (high confidence) Y. R. Zhang, A. Duin, and K. Luo, “Investigation of ethanol oxidation over aluminum nanoparticle using ReaxFF molecular dynamics simulation,” Fuel. 2018. link Times cited: 50 NOT USED (high confidence) R.-guang Xu, Z. Chen, M. Keidar, and Y. Leng, “The impact of radicals in cold atmospheric plasma on the structural modification of gap junction: a reactive molecular dynamics study,” International Journal of Smart and Nano Materials. 2018. link Times cited: 28 Abstract: ABSTRACT Cold atmospheric plasmas are currently gaining incr… read moreAbstract: ABSTRACT Cold atmospheric plasmas are currently gaining increasing attention for cancer therapy. However, very limited studies regarding the interaction mechanisms between plasma species and tissues are available. We report the interaction of plasma produced species ( and ) with gap junction by employing reactive molecular dynamics simulations. Our results indicate and radicals can chemically react with N-terminal of gap junction resulting in its structural damage. There are two breaking mechanisms being identified: C-N peptide bonds and C-C bonds can be damaged by and radicals, respectively. Our findings could be particularly important for understanding the plasma-generated reactive species triggering bystander effect based on gap junction intercellular communication. read less NOT USED (high confidence) Y. Li, N. A. Romero, and K. Lau, “Structure-Property of Lithium-Sulfur Nanoparticles via Molecular Dynamics Simulation.,” ACS applied materials & interfaces. 2018. link Times cited: 14 Abstract: Lithium-sulfur (Li-S) batteries offer higher energy densitie… read moreAbstract: Lithium-sulfur (Li-S) batteries offer higher energy densities than most reported lithium-ion batteries. However, our understanding of Li-S battery is still largely unknown at the level of the nanoscale. The structural properties of Li-S materials were investigated via molecular dynamics (MD) simulations using the ReaxFF force field. Several Li-S nanoparticles with different Li/S composition ratios (2:1 and 2:8) and various structures are studied. Our MD simulations show that among the four structures we constructed for Li2S8 nanoparticles, the core-shell structure is the most thermodynamically stable one during the charging (delithiation) process. In contrast to bulk crystal Li2S, we find the presence of mixed lithium sulfide and polysulfide species are common features for these Li-S (Li2S, Li2S8) nanoparticles. The complex distribution of these sulfide and polysulfide speciation are dictated by both stoichiometry and local atomic structures in the nanoparticle. These findings will provide insight into further development of functionalized lithium-sulfur cathodes. read less NOT USED (high confidence) A. Kaledin, C. Hill, T. Lian, and D. Musaev, “A bulk adjusted linear combination of atomic orbitals (BA‐LCAO) approach for nanoparticles,” Journal of Computational Chemistry. 2018. link Times cited: 3 Abstract: We describe a bulk adjusted linear combination of atomic orb… read moreAbstract: We describe a bulk adjusted linear combination of atomic orbitals (BA‐LCAO) approach for nanoparticles. In this method, we apply a many‐body scaling function (in similar manner as in the environment‐modified total energy based tight‐binding method) to the DFT‐derived diatomic AO interaction potentials (like in the conventional orbital‐based density‐functional tight binding approach) strictly according to atomic valences acquired naturally in a bulk structure. This modification, (a) facilitates all atom orbital‐based electronic structure calculations of charge carrier dynamics in nanoscale structures with a molecular acceptor, and (b) allows to closely match high‐level density functional calculation data (previously adjusted to the available experimental findings) for bulk structures. To advance practical application of the BA‐LCAO approach we parameterize the Hamiltonian of wurtzite CdSe by fitting its band structure to a high‐level DFT reference, corrected for experimentally measured band edges. Here, unlike in conventional DFTB approach, we: (1) use hydrogen‐like AOs for the basis as exact atomic eigenfunctions, while orbital energies of which are taken from experimentally measured ionization potentials, and (2) parameterize the many‐body scaling functions rather than the atomic wavefunctions. Development of this approach and parameters is guided by our goals to devise a method capable of simultaneously treating the problems of (i) interfacial electron/hole transfer between finite, variable size nanoparticles and electron scavenging molecules, and (ii) high‐energy electronic transitions (Auger transitions) that mediate multi‐exciton decay in quantum dots. Electronic structure results are described for CdSe quantum dots of various sizes. © 2018 Wiley Periodicals, Inc. read less NOT USED (high confidence) G. Li and Y. Lu, “Oxidative degradation of quinazoline in supercritical water: a combined ReaxFF and DFT study,” Molecular Simulation. 2018. link Times cited: 10 Abstract: ABSTRACT Quinazoline (Qu) is a representative heterocyclic c… read moreAbstract: ABSTRACT Quinazoline (Qu) is a representative heterocyclic compound in chemical wastewater. In this work, the supercritical water oxidation of Qu is investigated using molecular dynamics simulations based on the ReaxFF reactive force field combined with density functional theory (DFT) method. The detailed reaction pathways, transformation routes of nitrogen element, and kinetic behaviours are systematically analyzed at the atomistic level. Simulation results show that the increment of temperature and O2 molecule accelerates the reaction rate and facilitates the complete destruction of Qu. The pyrimidine ring in Qu can be attacked by the OH radical, O2 molecule, and H2O molecule, thereby causing three main pathways for the pyrimidine ring-opening reaction. The aromatic ring undergoes a ring rearrangement process and opens under the attack of active O2 molecules. DFT calculations demonstrate that the supercritical water cluster can decrease the cracking energy of chemical bonds and accelerate the degradation rate of Qu. In addition, the transformation routes of nitrogen element during reaction are described. NH3 is found to be the primary N-containing product after ring-opening reactions and is an intermediate for the production of N2. Finally, the value of activation energy is obtained as 123.0 kJ/mol, which is reasonably consistent with the experimental results. read less NOT USED (high confidence) B. D. Jensen, G. Odegard, J.-W. Kim, G. Sauti, E. Siochi, and K. Wise, “Simulating the effects of carbon nanotube continuity and interfacial bonding on composite strength and stiffness.,” Composites science and technology. 2018. link Times cited: 25 NOT USED (high confidence) M. Meuwly, “Reactive molecular dynamics: From small molecules to proteins,” Wiley Interdisciplinary Reviews: Computational Molecular Science. 2018. link Times cited: 33 Abstract: The current status of reactive molecular dynamics (MD) simul… read moreAbstract: The current status of reactive molecular dynamics (MD) simulations is summarized. Both, methodological aspects and applications to problems ranging from gas phase reaction dynamics to ligand‐binding in solvated proteins are discussed, focusing on extracting information from simulations that cannot easily be obtained from experiments alone. One specific example is the structural interpretation of the ligand rebinding time scales extracted from state‐of‐the art time‐resolved experiments. Atomistic simulations employing validated reactive interaction potentials are capable of providing structural information about the time scales involved. Both, merits and shortcomings of the various methods are discussed and the outlook summarizes possible future avenues such as reactive potentials based on machine learning techniques. read less NOT USED (high confidence) R. Lotfi, M. Naguib, D. Yilmaz, J. Nanda, and A. Duin, “A comparative study on the oxidation of two-dimensional Ti3C2 MXene structures in different environments,” Journal of Materials Chemistry. 2018. link Times cited: 131 Abstract: The oxidation of two-dimensional Ti3C2 MXene structures has … read moreAbstract: The oxidation of two-dimensional Ti3C2 MXene structures has been recognized as a promising method for the formation of hybrid structures of carbon supported nanotitania. Here, we studied the oxidation of Ti3C2 MXene structures using reactive force field (ReaxFF) based molecular dynamics simulations. To investigate the effect of oxidizing agent, we used three different environments including dry air (oxygen molecules), wet air (oxygen and water molecules) and hydrogen peroxide (H2O2 molecules). Oxidation simulations were performed at different temperatures of 1000, 1500, 2000, 2500 and 3000 K. We found that by controlling the temperature, carbon supported titania can be formed by diffusion of Ti atoms to the surface of MXene structures during the oxidation. These results were confirmed by the increase in the average bond orders of C–C and Ti–O and decrease in the average bond orders of Ti–C. Moreover, it was revealed that by increasing the temperature, the oxidation rate increases, and the rate depends on the oxidant according to the following order: H2O2 > wet air > dry air. This was validated by heating the MXene in wet air and dry air followed by examining the products using X-ray diffraction and Raman spectroscopy. To investigate the effect of the presence of the oxidant, the MXene structure was also heated under vacuum, and it was found that in this case the MXene structure was converted to cubic TiC. Furthermore, it was indicated that during the heating process of the MXene structure in a vacuum, the average bond orders for C–C, Ti–C and Ti–O do not change significantly due to the lack of oxidants in the environment, leaving room for only topotactic transformation of atoms during the heating. The formation of the TiC structure by heating the MXene in an inert environment was confirmed experimentally as well. read less NOT USED (high confidence) J. Petucci, S. Semone, C. LeBlond, M. Karimi, and G. Vidali, “Formation of H2 on graphene using Eley-Rideal and Langmuir-Hinshelwood processes.,” The Journal of chemical physics. 2018. link Times cited: 6 Abstract: A hydrogen atom can either physisorb or chemisorb onto a gra… read moreAbstract: A hydrogen atom can either physisorb or chemisorb onto a graphene surface. To describe the interaction of H with graphene, we trained the C-C, H-H, and C-H interactions of the ReaxFF CHO bond order potential to reproduce Density Functional Theory (DFT) generated values of graphene cohesive energy and lattice constant, H2 dissociation energy, H on graphene adsorption potentials, and H2 formation on graphene using the Eley-Rideal (ER) and Langmuir-Hinshelwood (LH) processes. The results, generated from the trained H-graphene potentials, are in close agreement with the corresponding results from DFT. The advantage of using optimized CH potentials is, for example, the inclusion of physisorption interactions and quantum mechanical features of chemical bonding in the functional forms of the potentials. The trained CH potentials are utilized to study the energetics of formation of an H2 molecule on graphene using the Eley-Rideal and Langmuir-Hinshelwood processes. Potential energy surfaces for the formation of H2 through ER are generated for the collinear and oblique approach of the second hydrogen atom. Energetics of the formation of H2 through LH is studied for a variety of cases such as when hydrogen atoms are chemisorbed or physisorbed and when hydrogen occupies ortho, meta, or para chemisorption sites. The likelihood of H2 formation through LH for various configurations is discussed. Furthermore, the tunneling probability of an atom through a continuous symmetric/asymmetric barrier is calculated and applied to an adsorbed hydrogen atom on graphene. read less NOT USED (high confidence) S. Ling et al., “Biopolymer nanofibrils: structure, modeling, preparation, and applications.,” Progress in polymer science. 2018. link Times cited: 262 NOT USED (high confidence) H. Manzano, W. Zhang, M. Raju, J. Dolado, I. López‐Arbeloa, and A. V. van Duin, “Benchmark of ReaxFF force field for subcritical and supercritical water.,” The Journal of chemical physics. 2018. link Times cited: 28 Abstract: Water in the subcritical and supercritical states has remark… read moreAbstract: Water in the subcritical and supercritical states has remarkable properties that make it an excellent solvent for oxidation of hazardous chemicals, waste separation, and green synthesis. Molecular simulations are a valuable complement to experiments in order to understand and improve the relevant sub- and super-critical reaction mechanisms. Since water molecules under these conditions can act not only as a solvent but also as a reactant, dissociative force fields are especially interesting to investigate these processes. In this work, we evaluate the capacity of the ReaxFF force field to reproduce the microstructure, hydrogen bonding, dielectric constant, diffusion, and proton transfer of sub- and super-critical water. Our results indicate that ReaxFF is able to simulate water properties in these states in very good quantitative agreement with the existing experimental data, with the exception of the static dielectric constant that is reproduced only qualitatively. read less NOT USED (high confidence) F. Valencia et al., “Growth of Ni nanoclusters on irradiated graphene: a molecular dynamics study.,” Physical chemistry chemical physics : PCCP. 2018. link Times cited: 4 Abstract: We studied the soft landing of Ni atoms on a previously dama… read moreAbstract: We studied the soft landing of Ni atoms on a previously damaged graphene sheet by means of molecular dynamics simulations. We found a monotonic decrease of the cluster frequency as a function of its size, but few big clusters comprise an appreciable fraction of the total number of Ni atoms. The aggregation of Ni atoms is also modeled by means of a simple phenomenological model. The results are in clear contrast with the case of hard or energetic landing of metal atoms, where there is a tendency to form mono-disperse metal clusters. This behavior is attributed to the high diffusion of unattached Ni atoms, together with vacancies acting as capture centers. The findings of this work show that a simple study of the energetics of the system is not enough in the soft landing regime, where it is unavoidable to also consider the growth process of metal clusters. read less NOT USED (high confidence) D. Hou and T. Yang, “A reactive molecular dynamics study of graphene oxide sheets in different saturated states: structure, reactivity and mechanical properties.,” Physical chemistry chemical physics : PCCP. 2018. link Times cited: 30 Abstract: For GO related nanocomposite design, it is of great importan… read moreAbstract: For GO related nanocomposite design, it is of great importance to understand the behavior of water molecules ultra-confined in the interlayer region of graphene oxide (GO) sheets. In this research, to gain molecular insights into the influence of water on the properties of GO sheets, reactive force field molecular dynamics was employed to model a GO sheet with a water content of 1.3 wt%, 11.5 wt%, 18 wt% and 23.5 wt%. The epoxy and hydroxyl groups in the GO sheet exhibit high reactivity: the proton transferred from hydroxyl to dissociated epoxy contributes to carbonyl formation, which enhances the polarity of the GO sheet and strengthens the H-bond network between the functional groups. The epoxy, hydroxyl and newly formed carbonyl groups contribute to the structural hydrogen bonding with high stability. With increasing water content, the interlayer structural H-bonds between functional groups are gradually substituted by those contributed by water molecules, which weakens the interlayer stiffness and cohesive strength for GO sheets. Furthermore, the reactive force field allows coupling between the mechanical response and chemical reactions during uniaxial tensile deformation in the intra-layer direction. On the one hand, the relative epoxy bond is stretched until it is broken and transformed into a carbonyl group to resist tensile loading. On the other hand, interlayer water molecules, attacking the deformed GO sheets, are dissociated into carboxyl groups in the broken region. read less NOT USED (high confidence) T. Le, A. Striolo, and D. Cole, “Structural and dynamical properties predicted by reactive force fields simulations for four common pure fluids at liquid and gaseous non-reactive conditions,” Molecular Simulation. 2018. link Times cited: 7 Abstract: Four common pure fluids were chosen to elucidate the reliabi… read moreAbstract: Four common pure fluids were chosen to elucidate the reliability of reactive force fields in estimating bulk properties of selected molecular systems: CH4, H2O, CO2 and H2. The pure fluids are not expected to undergo chemical reactions at the conditions chosen for these simulations. The ‘combustion’ ReaxFF was chosen as reactive force field. In the case of water, we also considered the ‘aqueous’ ReaxFF model. The results were compared to data obtained implementing popular classic force fields. In the gas phase, it was found that simulations conducted using the ‘combustion’ ReaxFF formalism yield structural properties in reasonable good agreement with classic simulations for CO2 and H2, but not for CH4 and H2O. In the liquid phase, ‘combustion’ ReaxFF simulations reproduce reasonably well the structure obtained from classic simulations for CH4, degrade for CO2 and H2, and are rather poor for H2O. In the gas phase, the simulation results are compared to experimental second virial coefficient data. The ‘combustion’ ReaxFF simulations yield second virial coefficients that are not sufficiently negative for CH4 and CO2, and slightly too negative for H2. The ‘combustion’ ReaxFF parameterisation induces too strong an effective attraction between water molecules, while the ‘aqueous’ ReaxFF yields a second virial coefficient that is in reasonable agreement with experiments. The ‘combustion’ ReaxFF parameterisation yields acceptable self-diffusion coefficients for gas-phase properties of CH4, CO2 and H2. In the liquid phase, the results are good for CO2, while the self-diffusion coefficient predicted for liquid CH4 is slower, and that predicted for liquid H2 is about nine times faster than those expected based on classic simulations. The ‘aqueous’ ReaxFF parameterisation yields good results for both the structure and the diffusion of both liquid and vapour water. read less NOT USED (high confidence) K. Hoffmann and J. Prehl, “Modeling the structure formation process of twin polymerization,” Reaction Kinetics, Mechanisms and Catalysis. 2018. link Times cited: 4 NOT USED (high confidence) Y. Zhou, D. Hou, G. Geng, P. Feng, J. Yu, and J.-yang Jiang, “Insights into the interfacial strengthening mechanisms of calcium-silicate-hydrate/polymer nanocomposites.,” Physical chemistry chemical physics : PCCP. 2018. link Times cited: 39 Abstract: The mechanical properties of organic/inorganic composites ca… read moreAbstract: The mechanical properties of organic/inorganic composites can be highly dependent on the interfacial interactions. In this work, with organic polymers intercalated into the interlayer of inorganic calcium silicate hydrate (C-S-H), the primary binding phase of Portland cement, great ductility improvement is obtained for the nanocomposites. Employing reactive molecular dynamics, the simulation results indicate that strong interfacial interactions between the polymers and the substrate contribute greatly to strengthening the materials, when C-S-H/poly ethylene glycol (PEG), C-S-H/poly acrylic acid (PAA), and C-S-H/poly vinyl alcohol (PVA) were subject to uniaxial tension along different lattice directions. In the x and z direction tensile processes, the Si-OCa bonds of the C-S-H gel, which were elongated and broken to form Si-OH and Ca-OH, play a critical role in loading resistance, while the incorporation of polymers bridged the neighboring silicate sheets, and activated more the hydrolytic reactions at the interfaces to avoid strain localization, thus increasing the tensile strength and postponing the fracture. On the other hand, Si-O-Si bonds of C-S-H mainly take the load when tension was applied along the y direction. During the post-yield stage, rearrangements of silicate tetrahedra occurred to prevent rapid damage. The polymer intercalation further elongates this post-yield period by forming interfacial Si-O-C bonds, which promote rearrangements and improve the connectivity of the defective silicate morphology, significantly improving the ductility. Among the polymers, PEG exhibits the strongest interaction with C-S-H, and thus C-S-H/PEG possesses the highest ductility. We expect that the molecular-scale mechanisms interpreted here will shed new light on the stress-activated chemical interactions at the organic/inorganic interfaces, and help eliminate the brittleness of cement-based materials on a genetic level. read less NOT USED (high confidence) J. Ewen, D. Heyes, and D. Dini, “Advances in nonequilibrium molecular dynamics simulations of lubricants and additives,” Friction. 2018. link Times cited: 109 NOT USED (high confidence) T. Zhou et al., “Predicted detonation properties at the Chapman-Jouguet state for proposed energetic materials (MTO and MTO3N) from combined ReaxFF and quantum mechanics reactive dynamics.,” Physical chemistry chemical physics : PCCP. 2018. link Times cited: 9 Abstract: The development of new energetic materials (EMs) with improv… read moreAbstract: The development of new energetic materials (EMs) with improved detonation performance but low sensitivity and environmental impact is of considerable importance for applications in civilian and military fields. Often new designs are difficult to synthesize so predictions of performance in advance is most valuable. Examples include MTO (2,4,6-triamino-1,3,5-triazine-1,3,5-trioxide) and MTO3N (2,4,6-trinitro-1,3,5-triazine-1,3,5-trioxide) suggested by Klapötke as candidate EMs but not yet successfully synthesized. We propose and apply to these materials a new approach, RxMD(cQM), in which ReaxFF Reactive Molecular Dynamics (RxMD) is first used to predict the reaction products and thermochemical properties at the Chapman Jouguet (CJ) state for which the system is fully reacted and at chemical equilibrium. Quantum mechanics dynamics (QMD) is then applied to refine the pressure of the ReaxFF predicted CJ state to predict a more accurate final CJ point, leading to a very practical calculation that includes accurate long range vdW interactions needed for accurate pressure. For MTO, this RxMD(cQM) method predicts a detonation pressure of PCJ = 40.5 GPa and a detonation velocity of DCJ = 8.8 km s-1, while for MTO3N it predicts PCJ = 39.9 GPa and DCJ = 8.4 km s-1, making them comparable to HMX (PCJ = 39.5 GPa, DCJ = 9.1 km s-1) and worth synthesizing. This first-principles-based RxMD(cQM) methodology provides an excellent compromise between computational cost and accuracy including the formation of clusters that burn too slowly, providing a practical mean of assessing detonation performances for novel candidate EMs. This RxMD(cQM) method that links first principles atomistic molecular dynamics simulations with macroscopic properties to promote in silico design of new EMs should also be of general applicability to materials synthesis and processing. read less NOT USED (high confidence) R. Cunha et al., “Raman spectroscopy revealing noble gas adsorption on single-walled carbon nanotube bundles,” Carbon. 2018. link Times cited: 25 NOT USED (high confidence) R. González et al., “Bending energy of 2D materials: graphene, MoS2 and imogolite,” RSC Advances. 2018. link Times cited: 20 Abstract: The bending process of 2D materials, subject to an external … read moreAbstract: The bending process of 2D materials, subject to an external force, is investigated, and applied to graphene, molybdenum disulphide (MoS2), and imogolite. For graphene we obtained 3.43 eV Å2 per atom for the bending modulus, which is in good agreement with the literature. We found that MoS2 is ∼11 times harder to bend than graphene, and has a bandgap variation of ∼1 eV as a function of curvature. Finally, we also used this strategy to study aluminosilicate nanotubes (imogolite) which, in contrast to graphene and MoS2, present an energy minimum for a finite curvature radius. Roof tile shaped imogolite precursors turn out to be stable, and thus are expected to be created during imogolite synthesis, as predicted to occur by self-assembly theory. read less NOT USED (high confidence) S. Hu, W.-guo Sun, J. Fu, Z. Zhang, W. Wu, and Y. Tang, “Initiation mechanisms and kinetic analysis of the isothermal decomposition of poly(α-methylstyrene): a ReaxFF molecular dynamics study,” RSC Advances. 2018. link Times cited: 11 Abstract: This study investigates the thermal decomposition initiation… read moreAbstract: This study investigates the thermal decomposition initiation mechanisms and kinetics of poly(α-methylstyrene) (PαMS) under isothermal conditions, using molecular dynamics simulations with the ReaxFF reactive force field. The unimolecular pyrolysis simulations show that the thermal decomposition of the PαMS molecule is initiated mainly by carbon–carbon backbone cleavage in two types at random points along the main chain that leads to different intermediates, and is accompanied by depolymerization reactions that lead to the formation of the final products. The time evolution of typical species in the process of PαMS thermal decomposition at various temperatures presents specific evolution profiles and shows a temperature-dependence effect. Isothermal decomposition kinetic analysis based on PαMS pyrolysis shows that the activation energy varies with the degree of conversion during the thermal decomposition processes, which infers that the decomposition process at different conversions may have different reaction mechanisms. read less NOT USED (high confidence) E. Wang, J. Ding, Z. Qu, and K. Han, “Development of a Reactive Force Field for Hydrocarbons and Application to Iso-octane Thermal Decomposition,” Energy & Fuels. 2017. link Times cited: 17 Abstract: Reactive force field (Reaxff) is a powerful method, which em… read moreAbstract: Reactive force field (Reaxff) is a powerful method, which employs bond order/bond length formulism to describe bond breaking and bond reformation. In this work, a modification to the bond order formula was made and Reaxff parameters were re-optimized. The underlying idea of these modifications is to improve the energy gradient. Better agreements of the bond dissociation potential curves with the quantum mechanical curves were obtained on the basis of the aforementioned changes. Reaxff simulation was carried out to gain the understandings of the iso-octane pyrolysis. The apparent rate constants obtained using the newly optimized parameters fit well with the experimental results. The simulation results are in agreement with the existing experimental results. A maximum of C2 hydrocarbons were found to have the largest percentage. The distribution of the iso-octane decomposition pathway was illustrated. read less NOT USED (high confidence) X. Hu, J. Schuster, and S. Schulz, “Multiparameter and Parallel Optimization of ReaxFF Reactive Force Field for Modeling the Atomic Layer Deposition of Copper,” Journal of Physical Chemistry C. 2017. link Times cited: 10 Abstract: In this study, we aim to develop a ReaxFF reactive force fie… read moreAbstract: In this study, we aim to develop a ReaxFF reactive force field for simulating the reaction mechanism of copper atomic layer deposition (ALD). To achieve this, we optimized the Cu/C, Cu/H, and Cu/N parameters of ReaxFF and extended the existing Cu potential to describe Cu/C/H/O/N interactions involved in Cu ALD. The parametrization procedure was implemented through an efficient multiparameter and parallel optimization scheme based on the Taguchi method. Using the newly developed Cu potential, we performed reactive molecular dynamics (RMD) simulations on an “abbreviated” ALD cycle using a [Cu(iPr-amd)]2 (iPr-amd = N,N′-diisopropylacetamidinate) or Cu(dmap)2 (dmap = dimethylamino-2-propoxide) precursor with the H radical as a coreactant. In the first half-cycle, the [Cu(iPr-amd)]2 precursor is found to adsorb dissociatively on the Cu surface as Cu(iPr-amd) monomers. During the second half-cycle, H radicals partly eliminate precursor fragments to the gas phase, but some intermediates such as C5H12N2 and C2H4N... read less NOT USED (high confidence) R. K. Mishra et al., “cemff: A force field database for cementitious materials including validations, applications and opportunities,” Cement and Concrete Research. 2017. link Times cited: 168 NOT USED (high confidence) X. Zhang, S. Liu, H. Liu, J. Zhang, and X. Yang, “Molecular dynamics simulation of the mechanical properties of multilayer graphene oxide nanosheets,” RSC Advances. 2017. link Times cited: 15 Abstract: Multilayer graphene oxide (GO) is an attractive candidate fo… read moreAbstract: Multilayer graphene oxide (GO) is an attractive candidate for new applications in nanoelectromechanical materials and structural reinforcement nanocomposites due to its strong mechanical properties. In this study, the mechanical properties and failure mechanism of multilayer GO nanosheets were studied by non-equilibrium molecular dynamics simulation. The simulated Young's modulus, fracture stresses, and fracture strains were found to be consistent with the experimentally measured values. The effects of the surface oxidation content of GO and the stacking layer number on these mechanical properties were investigated. The oxidation content has a larger influence on the mechanical properties compared with the layer number. The failure of multilayer GO nanosheets undergoes a relatively slow cracking process due to the existence of functional groups and the stacking layers. There appears to be different two-dimensional stress distributions on multilayer GO sheets from the outer layer to inner layer. The Young's modulus and the fracture strength of the middle layer are generally larger than those in the outer layer. The fracture of the outside GO sheet begins first, and then the failure of the inner GO sheet occurs with a delayering process. The simulation result is expected to improve understanding of the mechanical behavior of multilayer GO nanosheets. read less NOT USED (high confidence) D. Fan, L. Lue, and S. Yang, “Molecular dynamics study of interfacial stress transfer in graphene-oxide cementitious composites,” Computational Materials Science. 2017. link Times cited: 37 NOT USED (high confidence) B. Narayanan et al., “Machine learnt bond order potential to model metal-organic (Co-C) heterostructures.,” Nanoscale. 2017. link Times cited: 7 Abstract: A fundamental understanding of the inter-relationships betwe… read moreAbstract: A fundamental understanding of the inter-relationships between structure, morphology, atomic scale dynamics, chemistry, and physical properties of mixed metallic-covalent systems is essential to design novel functional materials for applications in flexible nano-electronics, energy storage and catalysis. To achieve such knowledge, it is imperative to develop robust and computationally efficient atomistic models that describe atomic interactions accurately within a single framework. Here, we present a unified Tersoff-Brenner type bond order potential (BOP) for a Co-C system, trained against lattice parameters, cohesive energies, equation of state, and elastic constants of different crystalline phases of cobalt as well as orthorhombic Co2C derived from density functional theory (DFT) calculations. The independent BOP parameters are determined using a combination of supervised machine learning (genetic algorithms) and local minimization via the simplex method. Our newly developed BOP accurately describes the structural, thermodynamic, mechanical, and surface properties of both the elemental components as well as the carbide phases, in excellent accordance with DFT calculations and experiments. Using our machine-learnt BOP potential, we performed large-scale molecular dynamics simulations to investigate the effect of metal/carbon concentration on the structure and mechanical properties of porous architectures obtained via self-assembly of cobalt nanoparticles and fullerene molecules. Such porous structures have implications in flexible electronics, where materials with high electrical conductivity and low elastic stiffness are desired. Using unsupervised machine learning (clustering), we identify the pore structure, pore-distribution, and metallic conduction pathways in self-assembled structures at different C/Co ratios. We find that as the C/Co ratio increases, the connectivity between the Co nanoparticles becomes limited, likely resulting in low electrical conductivity; on the other hand, such C-rich hybrid structures are highly flexible (i.e., low stiffness). The BOP model developed in this work is a valuable tool to investigate atomic scale processes, structure-property relationships, and temperature/pressure response of Co-C systems, as well as design organic-inorganic hybrid structures with a desired set of properties. read less NOT USED (high confidence) C. Chen, L. Zhao, J. Wang, and S. Lin, “Reactive Molecular Dynamics Simulations of Biomass Pyrolysis and Combustion under Various Oxidative and Humidity Environments,” Industrial & Engineering Chemistry Research. 2017. link Times cited: 49 Abstract: Biomass, as a renewable carbon neutral energy source with ab… read moreAbstract: Biomass, as a renewable carbon neutral energy source with abundant reserves, is a good candidate for future energy supplies. In this paper, a simplified biomass model composed of cellulose, hemicellulose, and lignin, described by a carefully selected reactive force field (ReaxFF), is investigated using molecular dynamics (MD) simulations. The pyrolysis and combustion processes of the biomass under different temperatures and oxidative and humidity conditions, are studied. We find that the individual products from the pyrolysis of the three biomass components are similar, including H2O, H2, CO, CO2, and small organic molecules. The calculated activation energies for C–C bond dissociation are 34.53, 26.08, and 16.23 kJ mol–1, respectively, for cellulose, hemicellulose, and lignin, consistent with the trend in experiments. Interestingly, light tar (C5–13) production reaches a maximum under intermediate temperatures, which could be further explored to optimize the production of light tar as liquid fuels. Compa... read less NOT USED (high confidence) G. Pawar, P. Meakin, and H. Huang, “Reactive Molecular Dynamics Simulation of Kerogen Thermal Maturation and Cross-Linking Pathways,” Energy & Fuels. 2017. link Times cited: 25 Abstract: Molecular dynamics simulations were performed with a ReaxFF … read moreAbstract: Molecular dynamics simulations were performed with a ReaxFF reactive force field to investigate bond breaking and bond formation mechanisms during the thermal maturation of three kerogens and potential cross-linking pathways toward the formation of three-dimensional (3D) quasi-infinite molecular networks (cross-linked kerogen macromolecules). Starting with small ensembles of high molecular mass models for immature type I Green River Shale kerogen (kerogen 1-I), top of the oil window type II kerogen (kerogen 2-L), and low maturity type III kerogen (kerogen 3-L), low molecular mass species including H2O, C2H4, and C3H6 were produced as the maturities of the remaining kerogens increased. Highly reactive fragments, which are not detected in pyrolysis experiments, were also produced. Further, the cross-linking mechanisms in the newly developed polymeric kerogen networks appear to be highly complex, and covalent —C–S—, —C–O—, and —C–C— bonds were the primary cross-links that structurally bond kerogen monomers t... read less NOT USED (high confidence) J. Yeon, H. Adams, C. Junkermeier, A. V. van Duin, W. Tysoe, and A. Martini, “Development of a ReaxFF Force Field for Cu/S/C/H and Reactive MD Simulations of Methyl Thiolate Decomposition on Cu (100).,” The journal of physical chemistry. B. 2017. link Times cited: 20 Abstract: It has been shown that the rate of decomposition of methyl t… read moreAbstract: It has been shown that the rate of decomposition of methyl thiolate species on copper is accelerated by sliding on a methyl thiolate covered surface in ultrahigh vacuum at room temperature. The reaction produces small gas-phase hydrocarbons and deposits sulfur on the surface. Here, a new ReaxFF potential was developed to enable investigation of the molecular processes that induce this mechanochemical reaction by using density functional theory calculations to tune force field parameters for the model system. Various processes, including volumetric expansion/compression of CuS, CuS2, and Cu2S unit cells; bond dissociation of Cu-S and valence angle bending of Cu-S-C; the binding energies of SCH3, CH3, and S atoms on a Cu surface; and energy for the decomposition of methyl thiolate molecular species on copper, were used to identify the new ReaxFF parameters. Molecular dynamics simulations of the reactions of adsorbed methyl thiolate species at various temperatures were performed to demonstrate the validity of the new potential and to study the thermal reaction pathways. It was found that reaction is initiated by C-S bond scission, consistent with experiments, and that the resulting methyl species diffuse on the surface and combine to desorb ethane, also as found experimentally. read less NOT USED (high confidence) S.-E. Zhang, F. Cheng, X. He, and Z. Chen, “ReaxFF Molecular Dynamic Simulations of ZnO Nanocluster and Films in H2 Atmosphere,” Journal of Physical Chemistry C. 2017. link Times cited: 0 Abstract: Reactive molecular dynamics simulations were performed to ex… read moreAbstract: Reactive molecular dynamics simulations were performed to explore the structural evolution of a ZnO nanocluster and (0001) and (1010) surfaces under a H2 atmosphere at different temperatures. The mechanisms of H2 dissociation and water formation were analyzed. Our simulations reveal that there are two pathways for H2 dissociation and three routes for water formation on the surfaces. The nanocluster is more active for H2 dissociation and water formation than the two surfaces. The gas–solid interactions lead to outward displacement of the substrate O atoms. While the O-terminated surface of the (0001) facet is active for H2 dissociation and water formation, the Zn-terminated one is inactive for the dissociation. Unlike the (0001) surface which is more easily reduced, the (1010) surface is readily hydroxylated. Water formation and desorption results in surface oxygen depletion and Zn aggregation which lead to surface metallization, in accordance with the experimental observations. Our simulations show that... read less NOT USED (high confidence) C. Hug and S. W. Cranford, “Sparse fulleryne structures enhance potential hydrogen storage and mobility,” Journal of Materials Chemistry. 2017. link Times cited: 10 Abstract: Carbon-based platforms for hydrogen storage are attractive d… read moreAbstract: Carbon-based platforms for hydrogen storage are attractive due to the stability of carbon allotropes, as well as the energetically efficient physisorption mechanisms of hydrogen to carbon surfaces. Hydrogen adsorption on fullerenes, graphene, and carbon nanotubes have been well studied, and it is known that the hydrogen storage is limited by the accessible surface area. Here, we propose a novel fullerene-like molecule—a so-called fulleryne—to increase potential hydrogen storage capacity of carbon-based systems. Fullerynes are spherical molecules characterized by acetylenic substitution in the aromatic bond structure of fullerenes. The result is a less dense, more porous structure. Here, via full atomistic molecular dynamics (MD) simulation, we characterize the energetic stability and properties of fullerynes (single acetylenic link) and fullerdiynes (a double acetylenic link), including self-adhesion and bulk modulus, and compare to fullerenes. We then quantify hydrogen (H2) adsorption energy, and assess the storage capacity (via accessible surface area) and mobility (via hydrogen diffusivity). We find that the sparse, lightweight fullerdiyne systems has relatively high specific hydrogen accessible surface area, near equivalent adsorption energy as graphene/fullerene, and facilitates hydrogen diffusion by enabling motion through the interior of the spherical structure. read less NOT USED (high confidence) T. Zhang, X. Li, and L. Guo, “Initial Reactivity of Linkages and Monomer Rings in Lignin Pyrolysis Revealed by ReaxFF Molecular Dynamics.,” Langmuir : the ACS journal of surfaces and colloids. 2017. link Times cited: 44 Abstract: The initial conversion pathways of linkages and their linked… read moreAbstract: The initial conversion pathways of linkages and their linked monomer units in lignin pyrolysis were investigated comprehensively by ReaxFF MD simulations facilitated by the unique VARxMD for reaction analysis. The simulated molecular model contains 15 920 atoms and was constructed on the basis of Adler's softwood lignin model. The simulations uncover the initial conversion ratio of various linkages and their linked aryl monomers. For linkages and their linked monomer aryl rings of α-O-4, β-O-4 and α-O-4 & β-5, the Cα/Cβ ether bond cracking dominates the initial pathway accounting for at least up to 80% of their consumption. For the linkage of β-β & γ-O-α, both the Cα-O ether bond cracking and its linked monomer aryl ring opening are equally important. Ring-opening reactions dominate the initial consumption of other 4-O-5, 5-5, β-1, β-2, and β-5 linkages and their linked monomers. The ether bond cracking of Cα-O and Cβ-O occurs at low temperature, and the aryl ring-opening reactions take place at relatively high temperature. The important intermediates leading to the stable aryl ring opening are the phenoxy radicals, the bridged five-membered and three-membered rings and the bridged six-membered and three-membered rings. In addition, the reactivity of a linkage and its monomer aryl ring may be affected by other linkages. The ether bond cracking of α-O-4 and β-O-4 linkages can activate its neighboring linkage or monomer ring through the formed phenoxy radicals as intermediates. The important intermediates revealed in this article should be of help in deepening the understanding of the controlling mechanism for producing aromatic chemicals from lignin pyrolysis. read less NOT USED (high confidence) X. Huang, Y. Lu, T. Liu, Q. Li, and Z. Wang, “Research on insulation life evaluation and thermally induced pyrolysis mechanism of epoxy resin under high frequency electric stresses,” 2017 China International Electrical and Energy Conference (CIEEC). 2017. link Times cited: 2 Abstract: The aging and functional failure of solid insulation materia… read moreAbstract: The aging and functional failure of solid insulation materials are the key factors leading to irreversible failures of the gas-solid insulated DC power equipment, such as the voltage source converters. In order to accurately evaluate the insulation lifetime of the DC power equipment under special electric-thermal stresses, especially for the voltage waveform with high steepness, a temperature-controlled high frequency and high voltage test platform for insulation aging is designed, on which the life cycle of epoxy resin at different voltage frequencies (10–50 kHz) and temperatures (80–200 t) is studied. With the Weibull distribution function, the aging life data under various factors are analyzed, and a multi-factor insulation life evaluation formula under the laboratory conditions is proposed. To expound the microscopic mechanism of the frequency-dependent heating effect on the insulation lifetime, reactive molecular dynamic simulation is applied. The formation of the small molecules in the aging process is tracked to reveal the micro-pyrolysis mechanism of epoxy resin. The simulation results demonstrate that during the entire aging process, the gradual cleavage of the epoxy resin will release formaldehyde and acetylene gases, and formaldehyde variation can be utilized as a degradation index of epoxy pyrolysis. The full aging process of epoxy resin is studied from two aspects, namely experiments and microscopic simulation, from which the aging gas characterization parameters are obtained, and an aging life evaluation model is proposed, which presents useful reference for the insulation life study of the DC power equipment. read less NOT USED (high confidence) S. Reddivari, C. Lastoskie, R. Wu, and J. Zhang, “Chemical composition and formation mechanisms in the cathode-electrolyte interface layer of lithium manganese oxide batteries from reactive force field (ReaxFF) based molecular dynamics,” Frontiers in Energy. 2017. link Times cited: 8 NOT USED (high confidence) Y. Jing and N. Aluru, “Size effect on brittle and ductile fracture of two-dimensional interlinked carbon nanotube network,” Physica B-condensed Matter. 2017. link Times cited: 6 NOT USED (high confidence) X. Liu and Q. Yang, “Molecular dynamic simulation of mechanical behaviour of RGO produced by thermal reduction method,” Micro & Nano Letters. 2017. link Times cited: 5 Abstract: Chemical oxidation of graphite and subsequent exfoliation al… read moreAbstract: Chemical oxidation of graphite and subsequent exfoliation allow the large-scale production of isolated graphene oxide (GO), in which the induced oxygen-containing functional groups on GO surface were then removed by means of reduction processes. The residual functional groups including carbonyl, hydroxyl and epoxy groups as well as the newly formed defects, significantly influence the physical properties of reduced GO (RGO). Here, RGO structures were generated through a thermal reduction process of GO using molecular dynamics simulations, in which the transformation of functional groups and the formation of non-hexagonal rings/defects were captured. The results suggested the formation of two RGO structures with different contents of functional groups at C/O ratios of about 11 and 13. These structures were obtained using various durations of the thermal reduction process. The dependence of tensile behaviour of RGOs on the structure and chirality as well as the influence of temperature on the tensile properties of RGOs were also evaluated. It was found that the strength and Young's modulus of RGOs decreased as a result of the residual functional groups and newly formed defects, and were decreased with the environment temperature. read less NOT USED (high confidence) F. Soria, W. Zhang, A. V. van Duin, and E. M. Patrito, “Thermal Stability of Organic Monolayers Grafted to Si(111): Insights from ReaxFF Reactive Molecular Dynamics Simulations.,” ACS applied materials & interfaces. 2017. link Times cited: 19 Abstract: We used the ReaxFF reactive molecular dynamics simulations t… read moreAbstract: We used the ReaxFF reactive molecular dynamics simulations to investigate the chemical mechanisms and kinetics of thermal decomposition processes of silicon surfaces grafted with different organic molecules via Si-C bonds at atomistic level. In this work, we considered the Si(111) surface grafted with n-alkyl (ethyl, propyl, pentyl, and decyl) layers in 50% coverage and, Si-CH3, Si-CCCH3 and Si-CHCHCH3 layers in full coverage. Si radicals primarily formed by the homolytic cleavage of Si-C bonds play a key role in the dehydrogenation processes that lead to the decomposition of the monolayers. Contrary to commonly proposed mechanisms that only involve a single Si atom center, we found that the main decomposition pathways require two Si lattice atoms to proceed. The ability of surface silyl radicals to dehydrogenate the organic molecules depends on the flexibility of the carbon backbones of the organic molecules as well as on the C-H bond strength. The dehydrogenation of n-alkyl chains mainly involves the H atoms of the β-carbon (leading to 1-alkene desorption). However, as the surface coverage decreases, the flexibility of the alkyl chains allows for the dehydrogenation of any methylene group and even the terminal methyl group of the long decyl layer. On the contrary, the rigid carbon backbone of the Si-CCCH3 and Si-CHCHCH3 moieties hinders the dehydrogenation of the terminal methyl group, which confers these layers a higher thermal stability. For all layers, the surface ends up mostly hydrogenated as Si-C bonds break and new Si-H bonds are formed during the dehydrogenation reactions. read less NOT USED (high confidence) S. Reddivari, C. Lastoskie, R. Wu, and J. Zhang, “Chemical composition and formation mechanisms in the cathode-electrolyte interface layer of lithium manganese oxide batteries from reactive force field (ReaxFF) based molecular dynamics,” Frontiers in Energy. 2017. link Times cited: 0 NOT USED (high confidence) E. T. Bentria, G. K. N’Tsouaglo, C. Becquart, O. Bouhali, N. Mousseau, and F. El-Mellouhi, “The role of emerging grain boundary at iron surface, temperature and hydrogen on metal dusting initiation,” Acta Materialia. 2017. link Times cited: 8 NOT USED (high confidence) L. B. Newcomb, M. Alaghemandi, and J. R. Green, “Nonequilibrium phase coexistence and criticality near the second explosion limit of hydrogen combustion.,” The Journal of chemical physics. 2017. link Times cited: 8 Abstract: While hydrogen is a promising source of clean energy, the sa… read moreAbstract: While hydrogen is a promising source of clean energy, the safety and optimization of hydrogen technologies rely on controlling ignition through explosion limits: pressure-temperature boundaries separating explosive behavior from comparatively slow burning. Here, we show that the emergent nonequilibrium chemistry of combustible mixtures can exhibit the quantitative features of a phase transition. With stochastic simulations of the chemical kinetics for a model mechanism of hydrogen combustion, we show that the boundaries marking explosive domains of kinetic behavior are nonequilibrium critical points. Near the pressure of the second explosion limit, these critical points terminate the transient coexistence of dynamical phases-one that autoignites and another that progresses slowly. Below the critical point temperature, the chemistry of these phases is indistinguishable. In the large system limit, the pseudo-critical temperature converges to the temperature of the second explosion limit derived from mass-action kinetics. read less NOT USED (high confidence) J. Prehl, T. Schönfelder, J. Friedrich, and K. Hoffmann, “Site Dependent Atom Type ReaxFF for the Proton-Catalyzed Twin Polymerization,” Journal of Physical Chemistry C. 2017. link Times cited: 7 Abstract: ReaxFF is an efficient member of reactive molecular dynamics… read moreAbstract: ReaxFF is an efficient member of reactive molecular dynamics approaches to model chemical reactions for different chemical environments. Here it is applied to the structure formation process of twin polymerization, a newly developed method to obtain nanostructured functional materials. To achieve this, a site dependent atom type (SDAT) generalization of the classical ReaxFF approach is presented, which employs more then one atom type per chemical element. The efficacy of this SDAT-ReaxFF approach is demonstrated for two different cases: a benzene–benzyl reaction as well as for the twin polymerization. read less NOT USED (high confidence) S. Han, X. Li, F.-G. Nie, M. Zheng, X. Liu, and L. Guo, “Revealing the Initial Chemistry of Soot Nanoparticle Formation by ReaxFF Molecular Dynamics Simulations,” Energy & Fuels. 2017. link Times cited: 48 Abstract: This work presents long time ReaxFF MD simulations of fuel-r… read moreAbstract: This work presents long time ReaxFF MD simulations of fuel-rich combustion for up to 10 ns to explore the initial mechanism of soot nanoparticle formation. A 24-component rocket propellant 1 (RP-1) model based on the major components of RP-1 fuel was employed. Simulations were performed by GPU-accelerated code GMD-Reax, and reactions therein were revealed with the aid of VARxMD. Simulated evolution of physical and chemical properties of the largest molecule exhibits the overall structural transitions of three stages for incipient ring formation, nucleation, and graphitization from fuel molecules to the formation of a single soot nanoparticle. The incipient ring formation takes place in stage 1 by large ring generation from activated aliphatic polyyne-like chains, ring number increase from internal bridging between carbon atoms of large rings, and consequent formation of PAH-like molecules with aliphatic side chains. Nucleation of a nanoparticle in stage 2 is the result of coalescence of PAH-like molecules... read less NOT USED (high confidence) N. Wang, J.-hua Peng, A.-min Pang, T. He, F. Du, and A. Jaramillo-Botero, “Thermodynamic Simulation of the RDX–Aluminum Interface Using ReaxFF Molecular Dynamics,” Journal of Physical Chemistry C. 2017. link Times cited: 39 Abstract: We use reactive molecular dynamics (RMD) simulations to stud… read moreAbstract: We use reactive molecular dynamics (RMD) simulations to study the interface between cyclotrimethylene trinitramine (RDX) and aluminum (Al) with different oxide layers to elucidate the effect of nanosized Al on thermal decomposition of RDX. A published ReaxFF force field for C/H/N/O elements was retrained to incorporate Al interactions and then used in RMD simulations to characterize compound energetic materials. We find that the predicted adsorption energies for RDX on the Al(111) surface and the apparent activation energies of RDX and RDX/Al are in agreement with ab initio calculations. The Al(111) surface-assisted decomposition of RDX occurs spontaneously without potential barriers, but the decomposition rate becomes slow when compared with that for RDX powder. We also find that the Al(111) surface with an oxide layer (Al oxide) slightly increases the potential barriers for decomposition of RDX molecules, while α-Al2O3(0001) retards thermal decomposition of RDX, due to the changes in thermal decompositi... read less NOT USED (high confidence) C. Dharmawardhana et al., “Reliable computational design of biological-inorganic materials to the large nanometer scale using Interface-FF,” Molecular Simulation. 2017. link Times cited: 33 Abstract: The function of nanomaterials and biomaterials greatly depen… read moreAbstract: The function of nanomaterials and biomaterials greatly depends on understanding nanoscale recognition mechanisms, crystal growth and surface reactions. The Interface Force Field (IFF) and surface model database are the first collection of transferable parameters for inorganic and organic compounds that can be universally applied to all materials. IFF uses common energy expressions and achieves best accuracy among classical force fields due to rigorous validation of structural and energetic properties of all compounds in comparison to perpetually valid experimental data. This paper summarises key aspects of parameterisation, including atomic charges and transferability of parameters and current coverage. Examples of biomolecular recognition at metal and mineral interfaces, surface reactions of alloys, as well as new models for graphitic materials and pi-conjugated molecules are described. For several metal–organic interfaces, a match in accuracy of computed binding energies between of IFF and DFT results is demonstrated at ten million times lower computational cost. Predictive simulations of biomolecular recognition of peptides on phosphate and silicate surfaces are described as a function of pH. The use of IFF for reactive molecular dynamics is illustrated for the oxidation of Mo3Si alloys at high temperature, showing the development of specific porous silica protective layers. The introduction of virtual pi electrons in graphite and pi-conjugated molecules enables improvements in property predictions by orders of magnitude. The inclusion of such molecule-internal polarity in IFF can reproduce cation–pi interactions, pi-stacking in graphite, DNA bases, organic semiconductors and the dynamics of aqueous and biological interfaces for the first time. read less NOT USED (high confidence) Y. Zhang, Q. Pei, Z. Sha, Y. Zhang, and H. Gao, “Remarkable enhancement in failure stress and strain of penta-graphene via chemical functionalization,” Nano Research. 2017. link Times cited: 23 NOT USED (high confidence) X. Yang, R. J. Rees, W. Conway, G. Puxty, Q. Yang, and D. Winkler, “Computational Modeling and Simulation of CO2 Capture by Aqueous Amines.,” Chemical reviews. 2017. link Times cited: 124 Abstract: We review the literature on the use of computational methods… read moreAbstract: We review the literature on the use of computational methods to study the reactions between carbon dioxide and aqueous organic amines used to capture CO2 prior to storage, reuse, or sequestration. The focus is largely on the use of high level quantum chemical methods to study these reactions, although the review also summarizes research employing hybrid quantum mechanics/molecular mechanics methods and molecular dynamics. We critically review the effects of basis set size, quantum chemical method, solvent models, and other factors on the accuracy of calculations to provide guidance on the most appropriate methods, the expected performance, method limitations, and future needs and trends. The review also discusses experimental studies of amine-CO2 equilibria, kinetics, measurement and prediction of amine pKa values, and degradation reactions of aqueous organic amines. Computational simulations of carbon capture reaction mechanisms are also comprehensively described, and the relative merits of the zwitterion, termolecular, carbamic acid, and bicarbonate mechanisms are discussed in the context of computational and experimental studies. Computational methods will become an increasingly valuable and complementary adjunct to experiments for understanding mechanisms of amine-CO2 reactions and in the design of more efficient carbon capture agents with acceptable cost and toxicities. read less NOT USED (high confidence) S. Tan, T. Xia, Y. Shi, J. Pfaendtner, S. Zhao, and Y. He, “Enhancing the Oxidation of Toluene with External Electric Fields: a Reactive Molecular Dynamics Study,” Scientific Reports. 2017. link Times cited: 23 NOT USED (high confidence) C.-T. Chen, F. J. Martín-Martínez, S. Ling, Z. Qin, and M. Buehler, “Nacre-inspired design of graphene oxide–polydopamine nanocomposites for enhanced mechanical properties and multi-functionalities,” Nano Futures. 2017. link Times cited: 41 Abstract: Inspired by the hierarchical structure of nacre and the robu… read moreAbstract: Inspired by the hierarchical structure of nacre and the robust adhesive ability of mussel threads, graphene oxide–polydopamine (GO–PDA) nanocomposites are designed and synthesized to achieve enhanced mechanical properties and to provide additional functionalities. Here we report a joint experimental/computational investigation of GO–PDA nanocomposites, proposing a probable chemical reduction mechanism of PDA to convert GO to reduced GO (rGO), which helps increase the electrical conductivity. The most stable chemical connection between PDA and GO is also proposed. Our artificial nacre-like GO–PDA nanocomposites are shown to have higher tensile strength and toughness compared to natural nacre. The pulling tests conducted by molecular dynamics simulations, which are supported by our experiments, reveal that the enhanced mechanical strength of GO–PDA nanocomposites mainly originates from the additional non-covalent interactions provided by PDA. The humidity-driven shrinking mechanism of GO–PDA nanocomposites due to non-uniform stresses on the GO–PDA sheets is also discovered in our simulations and supported by our experiments. The findings in this work can help improve and tune the properties of GO–PDA nanocomposites and might also apply to other 2D materials. read less NOT USED (high confidence) S. Hu et al., “Reactive molecular dynamics simulations on the thermal decomposition of poly alpha-methyl styrene,” Journal of Molecular Modeling. 2017. link Times cited: 8 NOT USED (high confidence) F. Yazdandoost, R. Mirzaeifar, Z. Qin, and M. Buehler, “Multiscale mechanics of the lateral pressure effect on enhancing the load transfer between polymer coated CNTs.,” Nanoscale. 2017. link Times cited: 6 Abstract: While individual carbon nanotubes (CNTs) are known as one of… read moreAbstract: While individual carbon nanotubes (CNTs) are known as one of the strongest fibers ever known, even the strongest fabricated macroscale CNT yarns and fibers are still significantly weaker than individual nanotubes. The loss in mechanical properties is mainly because the deformation mechanism of CNT fibers is highly governed by the weak shear strength corresponding to sliding of nanotubes on each other. Adding polymer coating to the bundles, and twisting the CNT yarns to enhance the intertube interactions are both efficient methods to improve the mechanical properties of macroscale yarns. Here, we perform molecular dynamics (MD) simulations to unravel the unknown deformation mechanism in the intertube polymer chains and also local deformations of the CNTs at the atomistic scale. Our results show that the lateral pressure can have both beneficial and adverse effects on shear strength of polymer coated CNTs, depending on the local deformations at the atomistic scale. In this paper we also introduce a bottom-up bridging strategy between a full atomistic model and a coarse-grained (CG) model. Our trained CG model is capable of incorporating the atomistic scale local deformations of each CNT to the larger scale collect behavior of bundles, which enables the model to accurately predict the effect of lateral pressure on larger CNT bundles and yarns. The developed multiscale CG model is implemented to study the effect of lateral pressure on the shear strength of straight polymer coated CNT yarns, and also the effect of twisting on the pull-out force of bundles in spun CNT yarns. read less NOT USED (high confidence) V. Vaissier and T. V. Voorhis, “Quantum chemical approaches to [NiFe] hydrogenase.,” Essays in biochemistry. 2017. link Times cited: 5 Abstract: The mechanism by which [NiFe] hydrogenase catalyses the oxid… read moreAbstract: The mechanism by which [NiFe] hydrogenase catalyses the oxidation of molecular hydrogen is a significant yet challenging topic in bioinorganic chemistry. With far-reaching applications in renewable energy and carbon mitigation, significant effort has been invested in the study of these complexes. In particular, computational approaches offer a unique perspective on how this enzyme functions at an electronic and atomistic level. In this article, we discuss state-of-the art quantum chemical methods and how they have helped deepen our comprehension of [NiFe] hydrogenase. We outline the key strategies that can be used to compute the (i) geometry, (ii) electronic structure, (iii) thermodynamics and (iv) kinetic properties associated with the enzymatic activity of [NiFe] hydrogenase and other bioinorganic complexes. read less NOT USED (high confidence) H. Zeng, Z.-Y. Zhu, J. Zhang, and X. Cheng, “Diffusion and thermite reaction process of film-honeycomb Al/NiO nanothermite: Molecular dynamics simulations using ReaxFF reactive force field*,” Chinese Physics B. 2017. link Times cited: 12 Abstract: The diffusion and thermite reaction process of Al/NiO nanoth… read moreAbstract: The diffusion and thermite reaction process of Al/NiO nanothermite composed of Al nanofilm and NiO nano honeycomb are investigated by molecular dynamics simulations in combination with the ReaxFF. The diffusion and thermite reaction are characterized by measuring energy release, adiabatic reaction temperature, and activation energy. Based on time evolution of atomic configuration and mean square displacement, the initialization of the thermite reaction process of Al/NiO nanothermite results from the diffusion of Al atoms. Under the microcanonical ensemble, it is found that the adiabatic reaction temperature of the thermite reaction process of Al/NiO nanothermite reaches over 5500 K, and activation energy is 8.43 kJ/mol. The release energy of the thermite reaction process of Al/NiO nanothermite is 2.2 kJ/g, which is in accordance with the available experimental value. With the same initial temperature, the adiabatic reaction temperature of the thermite reaction process of Al/NiO nanothermite has a tendency to decrease dramatically as the equivalence ratio increases. On the basis of chemical bond analysis, the initial temperature and equivalence ratio have great effects on the thermite reaction process, but do not significantly affect the average length of Al–Ni nor Al–O bond. Overall, the thermite reaction of film-honeycomb Al/NiO nanothermite is a complicated process instead of a theoretical equation. read less NOT USED (high confidence) J. Wen, T. Ma, W. Zhang, A. Duin, and X. Lu, “Atomistic mechanisms of Si chemical mechanical polishing in aqueous H2O2: ReaxFF reactive molecular dynamics simulations,” Computational Materials Science. 2017. link Times cited: 61 NOT USED (high confidence) X. Xue, L. Meng, Y. Ma, and C. Zhang, “Molecular Reactive Force-Field Simulations on the Carbon Nanocavities from Methane Pyrolysis,” Journal of Physical Chemistry C. 2017. link Times cited: 15 Abstract: Hydrocarbon pyrolysis is the main way to achieve carbonaceou… read moreAbstract: Hydrocarbon pyrolysis is the main way to achieve carbonaceous materials, while most related conversion mechanisms still remain unclear. This work images pyrolysis of methane at various temperatures and densities by molecular reactive force field (ReaxFF) simulations. First, it is interesting to find that the methane decay is dominated by intermolecular collision displacement instead of direct molecular decomposition. Second, a conversion of 1200 methane molecules into a regular carbon nanocavity (CNC) is realized at 3500 K temperature and 0.1 g/cm3 density after a simulation lasting for 10 ns, with 923 carbon atoms and a diameter of 3.4 nm. Such CNC is a perfect precursor of carbon nanotubes, which is confirmed by a sequent simulation on a larger system of 2400 methane molecules and in agreement with several experimental observations. It is found that the CNC growth obeys a polyyne model, without any single aromatic ring formed in the growth. Furthermore, the complex CNC growth appears in some successive ... read less NOT USED (high confidence) D. Ganji, F. Moradi, and Y. Sarrafi, “Tunable phenol remediation from wastewater using SWCNT-based, sub-nanometer porous membranes: reactive molecular dynamics simulations and DFT calculations.,” Physical chemistry chemical physics : PCCP. 2017. link Times cited: 10 Abstract: The importance and impact of the application of CNT membrane… read moreAbstract: The importance and impact of the application of CNT membranes with sub-nanometer pores for effective water purification are marvelous. Here we demonstrate, by reactive MD simulations, that CNT membranes can efficiently reject phenol due to molecular size exclusion effects and yield high permeability of water. The water flux in armchair CNTs with a pore diameter of about 7 Å is 1.3 orders of magnitude greater than that of the zigzag counterparts, and pore chemistry plays an important role in moderating the water flux. Nanotubes with H-capped atoms on their rims lead to higher fluxes (50 times) than that of the C-passive counterpart. In nanotubes of larger diameters (8 Å), the pore size is large enough to permit phenol molecules to permeate without any restraint. A series of evidence-based investigations on the interaction nature of the systems under consideration was performed to explain the specific molecular factors as well as systematically reliable relationships for water molecules penetrating through various nanotubes. DFT calculations were also performed to evaluate the validity of the reactive potential employed here. We expect these findings to establish a basis for the design of novel energy-efficient nanotube based membranes as an economical means for the removal of organic contaminants from water, and they can be a benchmark for directing experimental efforts, which are presently restricted by the difficulty associated with creating sub-nanometer pores of a specific size for water treatments. read less NOT USED (high confidence) S. Schweizer et al., “Molecular Modeling of Microporous Structures of Carbide-Derived Carbon-Based Supercapacitors,” Journal of Physical Chemistry C. 2017. link Times cited: 18 Abstract: Microporous carbide-derived carbons are an important structu… read moreAbstract: Microporous carbide-derived carbons are an important structural class for various technological applications. We present two possible strategies based on molecular dynamics simulations for modeling microporous amorphous carbon. In addition, we have investigated the influence of the precursor structure and simulation parameters on the porosity of the final model structure. We observed a minor influence of the precursor structure on the porosity and found that the structural properties such as pore size and hybridization in the modeled carbon structures agree well with experimental findings. Moreover, CO2 adsorption isotherms have been simulated using Monte Carlo simulations for comparsion with experimental data. In this context, we have also considered partially oxidized carbon structures for which an increased uptake of CO2 was observed. read less NOT USED (high confidence) Z. Futera and N. J. English, “Exploring Rutile (110) and Anatase (101) TiO2 Water Interfaces by Reactive Force-Field Simulations,” Journal of Physical Chemistry C. 2017. link Times cited: 37 Abstract: We have investigated static/structural as well as dynamical … read moreAbstract: We have investigated static/structural as well as dynamical properties of anatase (101) and rutile (110) TiO2 interfaces with liquid bulk water by reactive force fields (ReaxFF). Layered, well-organized structure of water in the interface region was clearly observed within 6.5 A of the surfaces. The first-hydration layer molecules adsorbed to unsaturated surface Ti atoms undergo spontaneous dissociation leading, rather controversially, to full coverage of O2c/Ob by H+ and partial coverage of Ti5c by OH–. Expected large variations of intrinsic electric field on the interfaces, and drop of electrostatic potential, were detected. Interfacial water was found to be heavily confined with a self-diffusion constant of 2 orders of magnitude lower than 2.28 × 10–9 m2/s measured in the bulk water region. Moreover, the rotational movement of adsorbed water molecules was found to be considerably hindered as well. On the other hand, the calculated hydrogen-bond lifetime on the interface was shorter than in bulk water f... read less NOT USED (high confidence) T. T. Trinh, N. Meling, D. Bedeaux, and S. Kjelstrup, “Thermodynamic Properties of Hydrogen Dissociation Reaction from the Small System Method and Reactive Force Field ReaxFF,” Chemical Physics Letters. 2017. link Times cited: 5 NOT USED (high confidence) M. Zheng, X. Li, F.-G. Nie, and L. Guo, “Investigation of Overall Pyrolysis Stages for Liulin Bituminous Coal by Large-Scale ReaxFF Molecular Dynamics,” Energy & Fuels. 2017. link Times cited: 59 Abstract: Deep understanding of the detailed coal pyrolysis process is… read moreAbstract: Deep understanding of the detailed coal pyrolysis process is very important for clean coal utilization. The overall stages in coal pyrolysis were investigated by ReaxFF MD simulations of large-scale coal models combined with reaction analysis of a cheminformatics approach. Analysis of slow heat-up ReaxFF molecular dynamics (MD) simulations shows that the Liulin coal pyrolysis process can be divided into four stages based on the thermal cleavage of bridge bonds: the activation stage of the coal structure (Stage-I), the primary pyrolysis stage (Stage-IIA), the secondary pyrolysis stage (Stage-IIB), and the recombination dominated stage (Stage-III). The transition from the dominant cleavage of the ether bridged bond into breaking of the aliphatic bridged bonds corresponds to the transition of Stage-IIA to Stage-IIB in Liulin bituminous coal pyrolysis. Further investigation of the relationship between radicals and gas production suggests that temperatures for the transition of gas generation rates can be used... read less NOT USED (high confidence) Z. Chen, W. Sun, and L. Zhao, “High-Temperature and High-Pressure Pyrolysis of Hexadecane: Molecular Dynamic Simulation Based on Reactive Force Field (ReaxFF).,” The journal of physical chemistry. A. 2017. link Times cited: 36 Abstract: As important products of heavy oil pyrolysis, heavier compon… read moreAbstract: As important products of heavy oil pyrolysis, heavier components such as gasoline and diesel supply the vast majority of energy demand through combustion, and lighter components such as ethylene and propylene are the main sources of industrial chemicals and plastic products. In this work, pyrolysis of hexadecane, as the model compound, was studied by reactive force field (ReaxFF) molecular simulation at high temperatures and high pressures. It was confirmed by unimolecular simulations that there exist eight different initial mechanisms all starting with C-C bond dissociation. The biradical mechanism was verified, through which the pyrolysis process can be accomplished within a shorter time. The enthalpy of reaction was calculated by the QM method, which was well consistent with ReaxFF calculation results. Multimolecular simulations showed that there is a strong dependency relationship between products distribution and temperature, as well as that between reaction rates and temperature. The optimal condition for ethylene formation in our work is 11.6 MPa and 2000 K, whereas it is best for hydrogen formation at conditions of 11.6 MPa and 3500 K. Kinetic analysis was performed with the activation energy of 113.03 kJ/mol and pre-exponential factor of 4.55 × 1012, and it is in good agreement with previous work. read less NOT USED (high confidence) M. Alaghemandi, L. B. Newcomb, and J. R. Green, “Ignition in an Atomistic Model of Hydrogen Oxidation.,” The journal of physical chemistry. A. 2017. link Times cited: 8 Abstract: Hydrogen is a potential substitute for fossil fuels that wou… read moreAbstract: Hydrogen is a potential substitute for fossil fuels that would reduce the combustive emission of carbon dioxide. However, the low ignition energy needed to initiate oxidation imposes constraints on the efficiency and safety of hydrogen-based technologies. Microscopic details of the combustion processes, ephemeral transient species, and complex reaction networks are necessary to control and optimize the use of hydrogen as a commercial fuel. Here, we report estimates of the ignition time of hydrogen-oxygen mixtures over a wide range of equivalence ratios from extensive reactive molecular dynamics simulations. These data show that the shortest ignition time corresponds to a fuel-lean mixture with an equivalence ratio of 0.5, where the number of hydrogen and oxygen molecules in the initial mixture are identical, in good agreement with a recent chemical kinetic model. We find two signatures in the simulation data precede ignition at pressures above 200 MPa. First, there is a peak in hydrogen peroxide that signals ignition is imminent in about 100 ps. Second, we find a strong anticorrelation between the ignition time and the rate of energy dissipation, suggesting the role of thermal feedback in stimulating ignition. read less NOT USED (high confidence) M. Kański, D. Maciążek, M. Gołuński, and Z. Postawa, “Sputtering of octatetraene by 15 keV C 60 projectiles: Comparison of reactive interatomic potentials,” Nuclear Instruments & Methods in Physics Research Section B-beam Interactions With Materials and Atoms. 2017. link Times cited: 3 NOT USED (high confidence) C. M. Ashraf, A. Jain, Y. Xuan, and A. V. van Duin, “ReaxFF based molecular dynamics simulations of ignition front propagation in hydrocarbon/oxygen mixtures under high temperature and pressure conditions.,” Physical chemistry chemical physics : PCCP. 2017. link Times cited: 36 Abstract: In this paper, we present the first atomistic-scale based me… read moreAbstract: In this paper, we present the first atomistic-scale based method for calculating ignition front propagation speed and hypothesize that this quantity is related to laminar flame speed. This method is based on atomistic-level molecular dynamics (MD) simulations with the ReaxFF reactive force field. Results reported in this study are for supercritical (P = 55 MPa and Tu = 1800 K) combustion of hydrocarbons as elevated pressure and temperature are required to accelerate the dynamics for reactive MD simulations. These simulations are performed for different types of hydrocarbons, including alkyne, alkane, and aromatic, and are able to successfully reproduce the experimental trend of reactivity of these hydrocarbons. Moreover, our results indicate that the ignition front propagation speed under supercritical conditions has a strong dependence on equivalence ratio, similar to experimentally measured flame speeds at lower temperatures and pressures which supports our hypothesis that ignition front speed is a related quantity to laminar flame speed. In addition, comparisons between results obtained from ReaxFF simulation and continuum simulations performed under similar conditions show good qualitative, and reasonable quantitative agreement. This demonstrates that ReaxFF based MD-simulations are a promising tool to study flame speed/ignition front speed in supercritical hydrocarbon combustion. read less NOT USED (high confidence) S. Mun, A. Bowman, S. Nouranian, S. Gwaltney, M. Baskes, and M. Horstemeyer, “Interatomic Potential for Hydrocarbons on the Basis of the Modified Embedded-Atom Method with Bond Order (MEAM-BO).,” The journal of physical chemistry. A. 2017. link Times cited: 18 Abstract: In this paper, we develop a new modified embedded atom metho… read moreAbstract: In this paper, we develop a new modified embedded atom method (MEAM) potential that includes the bond order (MEAM-BO) to describe the energetics of unsaturated hydrocarbons (double and triple carbon bonds) and also develop improved parameters for saturated hydrocarbons from those of our previous work. Such quantities like bond lengths, bond angles, and atomization energies at 0 K, dimer molecule interactions, rotational barriers, and the pressure-volume-temperature relationships of dense systems of small molecules give a comparable or more accurate property relative to experimental and first-principles data than the classical reactive force fields REBO and ReaxFF. Our extension of the MEAM potential for unsaturated hydrocarbons (MEAM-BO) is a step toward developing more reliable and accurate polymer simulations with their associated structure-property relationships, such as reactive multicomponent (organic/metal) systems, polymer-metal interfaces, and nanocomposites. When the constants for the BO are zero, MEAM-BO reduces to the original MEAM potential. As such, this MEAM-BO potential describing the interaction of organic materials with metals within the same MEAM formalism is a significant advancement for computational materials science. read less NOT USED (high confidence) H. Xiao, X. Shi, F. Hao, X. Liao, Y. Zhang, and X. Chen, “Development of a Transferable Reactive Force Field of P/H Systems: Application to the Chemical and Mechanical Properties of Phosphorene.,” The journal of physical chemistry. A. 2017. link Times cited: 34 Abstract: We developed ReaxFF parameters for phosphorus and hydrogen t… read moreAbstract: We developed ReaxFF parameters for phosphorus and hydrogen to give a good description of the chemical and mechanical properties of pristine and defected black phosphorene. ReaxFF for P/H is transferable to a wide range of phosphorus- and hydrogen-containing systems including bulk black phosphorus, blue phosphorene, edge-hydrogenated phosphorene, phosphorus clusters, and phosphorus hydride molecules. The potential parameters were obtained by conducting global optimization with respect to a set of reference data generated by extensive ab initio calculations. We extended ReaxFF by adding a 60° correction term, which significantly improved the description of phosphorus clusters. Emphasis was placed on the mechanical response of black phosphorene with different types of defects. Compared to the nonreactive SW potential ( Jiang , J.-W. Nanotechnology 2015 , 26 , 315706 ), ReaxFF for P/H systems provides a significant improvement in describing the mechanical properties of the pristine and defected black phosphorene, as well as the thermal stability of phosphorene nanotubes. A counterintuitive phenomenon is observed that single vacancies weaken the black phosphorene more than double vacancies with higher formation energy. Our results also showed that the mechanical response of black phosphorene is more sensitive to defects in the zigzag direction than that in the armchair direction. In addition, we developed a preliminary set of ReaxFF parameters for P/H/O/C to demonstrate that the ReaxFF parameters developed in this work could be generalized to oxidized phosphorene and P-containing 2D van der Waals heterostructures. That is, the proposed ReaxFF parameters for P/H systems establish a solid foundation for modeling of a wide range of P-containing materials. read less NOT USED (high confidence) R. A. Bizao, T. Botari, E. Perim, N. Pugno, and D. Galvão, “Mechanical properties and fracture patterns of graphene (graphitic) nanowiggles,” Carbon. 2017. link Times cited: 21 NOT USED (high confidence) L. M. Mej’ia-Mendoza, M. Vald’ez-Gonz’alez, J. Muñiz, U. Santiago, A. K. Cuentas-Gallegos, and M. Robles, “A theoretical approach to the nanoporous phase diagram of carbon,” Carbon. 2017. link Times cited: 20 NOT USED (high confidence) X. Liu, X. Li, F.-G. Nie, and L. Guo, “Initial Reaction Mechanism of Bio-oil High-Temperature Oxidation Simulated with Reactive Force Field Molecular Dynamics,” Energy & Fuels. 2017. link Times cited: 13 Abstract: The high-temperature reaction pathways of bio-oil oxidation … read moreAbstract: The high-temperature reaction pathways of bio-oil oxidation were investigated by simulations of a 24-component bio-oil model using reactive force field (ReaxFF) molecular dynamics. Evolution profiles of fuel, O2, and major products, including radicals, with time and temperature during the initial stage of bio-oil oxidation were obtained. Major products generated during the simulations are consistent with observations reported in the literature. A kinetic model obtained from the simulated bio-oil oxidation is able to predict a long-time evolution trend of fuel consumption. Reaction networks of five representative components of the bio-oil model were revealed. The bio-oil oxidation is initiated by a series of homolysis and H-abstraction reactions and then propagation reactions involving H-shift, H-abstraction, and β-scission reactions. Oxidation of the unsaturated C–C bond, ring reduction of the phenolic radical, and abscission of the −CO structure (decarbonylation) appear frequently. Reaction pathways obta... read less NOT USED (high confidence) M. Monge-Palacios and H. Rafatijo, “On the role of the termolecular reactions 2O2 + H2 → 2HO2 and 2O2 + H2 → H + HO2 + O2 in formation of the first radicals in hydrogen combustion: ab initio predictions of energy barriers.,” Physical chemistry chemical physics : PCCP. 2017. link Times cited: 18 Abstract: We have investigated the role of termolecular reactions in t… read moreAbstract: We have investigated the role of termolecular reactions in the early chemistry of hydrogen combustion. We performed molecular chemical dynamics simulations using ReaxFF in LAMMPS to identify potential initial reactions for a 1 : 4 mixture of H2 : O2 in the NVT ensemble at density 276.3 kg m-3 and ∼3000 K (∼4000 atm) and ∼4000 K (∼5000 atm), and then characterized the saddle points for those reactions using ab initio methods: CCSD(T) = FC/cc-pVTZ//MP2/6-31G, CCSD(T) = FULL/aug-cc-pVTZ//CCSD = FC/cc-pVTZ and CASSCF MP2/6-31G//MP2/6-31G. The main initial reaction is H2 + O2 → H + HO2, frequently occurring in the presence of a second O2 as a third body; that is, 2O2 + H2 → H + HO2 + O2. The second most frequent reaction is 2O2 + H2 → 2HO2. We found three saddle points on the triplet PES of these termolecular reactions: one for 2O2 + H2 → H + HO2 + O2 and two for 2O2 + H2 → 2HO2. In the latter case, one has a symmetric structure consistent with simultaneous formation of two HO2 and the other corresponds to a bimolecular reaction between O2 and H2 that is "interrupted" by a second O2 before going to completion. The classical barrier height of the symmetric saddle point for 2O2 + H2 → 2HO2 is 49.8 kcal mol-1. The barrier to H2 + O2 → H + HO2 is 58.9 kcal mol-1. The termolecular reaction will be competitive with H2 + O2 → H + HO2 only at sufficiently high pressures. read less NOT USED (high confidence) J. Schneider et al., “ATK-ForceField: a new generation molecular dynamics software package,” Modelling and Simulation in Materials Science and Engineering. 2017. link Times cited: 63 Abstract: ATK-ForceField is a software package for atomistic simulatio… read moreAbstract: ATK-ForceField is a software package for atomistic simulations using classical interatomic potentials. It is implemented as a part of the Atomistix ToolKit (ATK), which is a Python programming environment that makes it easy to create and analyze both standard and highly customized simulations. This paper will focus on the atomic interaction potentials, molecular dynamics, and geometry optimization features of the software, however, many more advanced modeling features are available. The implementation details of these algorithms and their computational performance will be shown. We present three illustrative examples of the types of calculations that are possible with ATK-ForceField: modeling thermal transport properties in a silicon germanium crystal, vapor deposition of selenium molecules on a selenium surface, and a simulation of creep in a copper polycrystal. read less NOT USED (high confidence) A. Gooneie, S. Schuschnigg, and C. Holzer, “A Review of Multiscale Computational Methods in Polymeric Materials,” Polymers. 2017. link Times cited: 131 Abstract: Polymeric materials display distinguished characteristics wh… read moreAbstract: Polymeric materials display distinguished characteristics which stem from the interplay of phenomena at various length and time scales. Further development of polymer systems critically relies on a comprehensive understanding of the fundamentals of their hierarchical structure and behaviors. As such, the inherent multiscale nature of polymer systems is only reflected by a multiscale analysis which accounts for all important mechanisms. Since multiscale modelling is a rapidly growing multidisciplinary field, the emerging possibilities and challenges can be of a truly diverse nature. The present review attempts to provide a rather comprehensive overview of the recent developments in the field of multiscale modelling and simulation of polymeric materials. In order to understand the characteristics of the building blocks of multiscale methods, first a brief review of some significant computational methods at individual length and time scales is provided. These methods cover quantum mechanical scale, atomistic domain (Monte Carlo and molecular dynamics), mesoscopic scale (Brownian dynamics, dissipative particle dynamics, and lattice Boltzmann method), and finally macroscopic realm (finite element and volume methods). Afterwards, different prescriptions to envelope these methods in a multiscale strategy are discussed in details. Sequential, concurrent, and adaptive resolution schemes are presented along with the latest updates and ongoing challenges in research. In sequential methods, various systematic coarse-graining and backmapping approaches are addressed. For the concurrent strategy, we aimed to introduce the fundamentals and significant methods including the handshaking concept, energy-based, and force-based coupling approaches. Although such methods are very popular in metals and carbon nanomaterials, their use in polymeric materials is still limited. We have illustrated their applications in polymer science by several examples hoping for raising attention towards the existing possibilities. The relatively new adaptive resolution schemes are then covered including their advantages and shortcomings. Finally, some novel ideas in order to extend the reaches of atomistic techniques are reviewed. We conclude the review by outlining the existing challenges and possibilities for future research. read less NOT USED (high confidence) V. Chaban, S. Pal, and O. Prezhdo, “Laser-Induced Explosion of Nitrated Carbon Nanotubes: Nonadiabatic and Reactive Molecular Dynamics Simulations.,” Journal of the American Chemical Society. 2016. link Times cited: 31 Abstract: Laser-initiated decomposition of carbon nanotubes (CNTs) can… read moreAbstract: Laser-initiated decomposition of carbon nanotubes (CNTs) can lead to medical, military, and other applications. In medicine, CNTs give rise to efficient remedies against diseases and malignant cells, since they encapsulate drug molecules, can be delivered inside living organisms, and absorb light that penetrates through biological tissues. As explosives, pyrotechnics, and propellants, CNTs can be activated remotely by a visible or infrared laser, avoiding the need for a detonating cord. The reported non-equilibrium investigation demonstrates the possibility of photoinduced polynitro-CNT explosion and provides a detailed chemical mechanism of the decomposition process, explicitly in the time domain. Nonadiabatic molecular dynamics (MD) performed with real-time time-dependent tight-binding density functional theory demonstrates that the photogenerated exciton deposits its energy into a broad range of phonon modes within less than a picosecond, resulting in a rapid polynitro-CNT heating. Following the heating, reactive MD demonstrates an explosion, during which the local temperature of polynitro-CNTs and its fragments rises as high as 4000 K. Photoexcitation of nitro groups by a high-energy laser is not required; the energy can be delivered to polynitro-CNTs using near-infrared light within the biological window. Furthermore, the explosion is possible both with and without an external oxygen source. Anaerobic explosion could be particularly beneficial in confined biological and nanoscale environments. The products of the polynitro-CNT decomposition are nontoxic: carbon dioxide and molecular nitrogen. The in silico demonstration of the laser-induced polynitro-CNT explosion, its chemical mechanism, and the time scales of physical and chemical transformations can be tested experimentally using time-resolved laser techniques. read less NOT USED (high confidence) M. Islam and A. Duin, “Reductive Decomposition Reactions of Ethylene Carbonate by Explicit Electron Transfer from Lithium: An eReaxFF Molecular Dynamics Study,” Journal of Physical Chemistry C. 2016. link Times cited: 52 Abstract: A detailed understanding of the mechanism of the formation o… read moreAbstract: A detailed understanding of the mechanism of the formation of the solid electrolyte interphase (SEI) is crucial for designing high-capacity and longer-lifecycle lithium-ion batteries. The anode-side SEI primarily consists of the reductive dissociation products of the electrolyte molecules. Any accurate computational method for studying the reductive decomposition mechanism of electrolyte molecules is required to include an explicit electronic degree of freedom. In this study, we employed our newly developed eReaxFF method to investigate the major reduction reaction pathways of SEI formation with ethylene carbonate (EC) based electrolytes. In the eReaxFF method, electrons are treated explicitly in a pseudoclassical manner. The method has the ability to simulate explicit electrons in a complex reactive environment. Our eReaxFF-predicted results for the EC decomposition reactions are in good agreement with the quantum chemistry data available in the literature. Our molecular dynamics (MD) simulations capture... read less NOT USED (high confidence) E. Hjertenæs, A. Q. Nguyen, and H. Koch, “A ReaxFF force field for sodium intrusion in graphitic cathodes.,” Physical chemistry chemical physics : PCCP. 2016. link Times cited: 19 Abstract: Sodium intercalation and adsorption on graphitic carbon play… read moreAbstract: Sodium intercalation and adsorption on graphitic carbon plays an important role in cathode wear during aluminium electrolysis and is relevant for sodium ion battery (NIB) applications. We present a parameter set for the ReaxFF formalism trained to describe sodium interactions with graphitic carbon. The force field developed reproduce the training data with reasonable accuracy and displays qualitatively adequate predictive power. The force field is applied in hybrid grand canonical Monte Carlo-molecular dynamics (GC-MC/MD) simulations of model systems representative of sodium intrusion in graphitic carbon cathodes used in aluminium electrolysis. read less NOT USED (high confidence) Y. Long and J. Chen, “Theoretical study of the reaction kinetics and the detonation wave profile for 1,3,5-triamino-2,4,6-trinitrobenzene,” Journal of Applied Physics. 2016. link Times cited: 8 Abstract: We simulate the reaction process of 1,3,5-triamino-2,4,6-tri… read moreAbstract: We simulate the reaction process of 1,3,5-triamino-2,4,6-trinitrobenzene in wide temperature and pressure ranges by molecular dynamics and evaluate the intermediate molecules, chemical reaction rates, and Hugoniot relations. Based on them, the leading shock wave, fast reaction zone, Chapman-Jouguet state, and slow reaction zone under detonation are investigated by different theoretical methods. A complete structure of the detonation wave is obtained. The calculated detonation velocity, detonation pressure, detonation products, and the length of the reaction zone are in agreement with the experiments and others' calculations. We find that some intermediate molecules play an important role in determining the reaction path of explosives but just remain a little after detonation, such as H2 and NH3. read less NOT USED (high confidence) P. O. Hubin, D. Jacquemin, L. Leherte, and D. P. Vercauteren, “Parameterization of the ReaxFF reactive force field for a proline‐catalyzed aldol reaction,” Journal of Computational Chemistry. 2016. link Times cited: 11 Abstract: A parameterization of the ReaxFF reactive FF is performed us… read moreAbstract: A parameterization of the ReaxFF reactive FF is performed using a Monte Carlo Simulated Annealing procedure for the modeling of a proline‐catalyzed aldol reaction. Emphasis is put on the accurate reproduction of the relative stabilities of several key intermediates of the reaction, as well as, on the description of the reaction path bridging these intermediates based on quantum mechanical calculations. Our training sets include new criteria based on geometry optimizations and short Molecular Dynamics simulations to ensure that the trained ReaxFF potentials adequately predict the structures of all key intermediates. The transferability of the sets of parameters obtained is assessed for various steps of the considered aldol reaction, as well as for different substrates, catalysts, and reagents. This works indeed highlights the challenge of reaching transferable parameters for several reaction steps. © 2016 Wiley Periodicals, Inc. read less NOT USED (high confidence) A. Masunov, A. Atlanov, and S. S. Vasu, “Molecular Dynamics Study of Combustion Reactions in a Supercritical Environment. Part 1: Carbon Dioxide and Water Force Field Parameters Refitting and Critical Isotherms of Binary Mixtures,” Energy & Fuels. 2016. link Times cited: 14 Abstract: The oxy-fuel–carbon dioxide combustion process is expected t… read moreAbstract: The oxy-fuel–carbon dioxide combustion process is expected to drastically increase the energy efficiency and enable easy carbon sequestration. In this technology, the combustion products (carbon dioxide and water) are used to control the temperature and nitrogen is excluded from the combustion chamber, so that nitrogen oxide pollutants do not form. Therefore, in oxy-combustion, carbon dioxide and water are present in large concentrations in their transcritical state and may play an important role in kinetics. The computational chemistry methods may assist in understanding these effects, and molecular dynamics with a reactive force field (ReaxFF) seems to be a suitable tool for such a study. Here, we investigate applicability of the ReaxFF to describe the critical phenomena in carbon dioxide and water and find that several non-bonding parameters need adjustment. We report the new parameter set, capable of reproducing the critical temperatures and pressures. The critical isotherms of CO2/H2O binary mixtures... read less NOT USED (high confidence) C. Zhang et al., “Sequential Molecular Dynamics Simulations: A Strategy for Complex Chemical Reactions and a Case Study on the Graphitization of Cooked 1,3,5-Triamino-2,4,6-trinitrobenzene,” Journal of Physical Chemistry C. 2016. link Times cited: 20 Abstract: The fundamental core of chemistry is to create new substance… read moreAbstract: The fundamental core of chemistry is to create new substances, and numerous complex reactions may be involved in chemical conversions. Nevertheless, clarifying the mechanisms of these complex reactions remains challenging, thereby causing insufficiencies in the fundamentals to guide new substance creation. This work proposes and emphasizes a strategy of sequential molecular dynamics simulations (SMDSs) toward complex chemical reactions. The strategy is successfully demonstrated by clarifying a complex graphitization process of 1,3,5-triamino-2,4,6-trinitrobenzene (TATB), whose mechanism has not been imaged by a single simulation alone. We conducted SMDSs with a molecular reactive force field, ReaxFF, to resemble the cook-off of TATB, i.e., a sequence of heating, expansion, and cooling acting on TATB. Graphitization is found to sequentially undergo TATB molecular decay, clustering, cluster enlargement to C sheets (sheeting), and layered stacking of C sheets, along with phase separation. Moreover, the struc... read less NOT USED (high confidence) T. Racek et al., “NEEMP: software for validation, accurate calculation and fast parameterization of EEM charges,” Journal of Cheminformatics. 2016. link Times cited: 4 NOT USED (high confidence) S. Jiang, T. Sewell, and D. Thompson, “Molecular Dynamics Simulations of Shock Wave Propagation through the Crystal–Melt Interface of (100)-Oriented Nitromethane,” Journal of Physical Chemistry C. 2016. link Times cited: 13 Abstract: Molecular dynamics (MD) simulations were used to study shock… read moreAbstract: Molecular dynamics (MD) simulations were used to study shock wave passage with normal incidence through the equilibrium interface between (100)-oriented nitromethane and the melt. The simulations were performed using the fully flexible, nonreactive SRT force field (Sorescu, D. C.; Rice, B. M.; Thompson, D. L. The Journal of Physical Chemistry B 2000, 104, 8406–8419). The local kinetic energies (intermolecular, intramolecular, and total) and stress states differ significantly in the liquid and crystal regions, and depend on whether the shock is initiated in the crystal or liquid. The number and spatial distributions of shock-induced molecular disorientations in the crystal for shocks initiated in the crystal are similar to those obtained for analogous simulations for a completely crystalline sample; however, substantial differences in the extent and distribution of shock-induced molecular disorientations in the crystal region were observed when the shock was initiated in the liquid. All three measures of k... read less NOT USED (high confidence) Y. Long and J. Chen, “The force-field derivation and application of explosive/additive interfaces,” Modelling and Simulation in Materials Science and Engineering. 2016. link Times cited: 2 Abstract: The inter-molecular force-field across RDX/(paraffin, fluoro… read moreAbstract: The inter-molecular force-field across RDX/(paraffin, fluoropolymer) interfaces are derived from first-principles calculated energies under the GGA+vdW functional. Based on the force-field, the polycrystal structures of mixture explosives are obtained, and a set of thermodynamic properties are calculated, including the elastic constants, thermal expansion coefficient, heat capacity, isothermal curve and the Hugoniot curve. The results are in good agreement with the available experiments, and provide a reasonable prediction about the properties of plastic bonded explosives. We find that the thermal expansion coefficient of a multi-component explosive is not only determined by the properties of the components, but is also affected by the thermal stress at the explosive/additive interfaces. read less NOT USED (high confidence) D. Hong, L. Liu, Y. Huang, C. Zheng, and X. Guo, “Chemical Effect of H2O on CH4 Oxidation during Combustion in O2/H2O Environments,” Energy & Fuels. 2016. link Times cited: 43 Abstract: The effect of H2O reactivity on CH4 oxidation in O2/H2O comb… read moreAbstract: The effect of H2O reactivity on CH4 oxidation in O2/H2O combustion was studied using the reactive molecular dynamics (ReaxFF-MD) method. Simulations were performed under fuel-rich, stoichiometric, and fuel-lean conditions at the temperature 2400–3600 K with a high concentration of H2O. The results obtained under fuel-rich conditions showed that replacing N2 gas with H2O inhibited the oxidation rate of CH4 at low temperatures due to equilibrium reasons and the third body efficiency of H2O. However, the presence of H2O advanced the oxidation of CH4 because of H2O reactivity at high temperatures. The amount of OH radicals and H2 molecules in fuel-rich O2/H2O combustion was obviously greater than that in O2/N2 combustion, which proved that H2O molecules mainly take part in the reactions through H2O + H → H2 + OH and H2O + O → OH + OH. The activity of OH radicals is higher than that of H radicals in CH4 oxidation. Therefore, a high concentration of H2O promoted the reaction rate of CH4 at high temperatures. Me... read less NOT USED (high confidence) K.-J. Yoon et al., “Atomistic-Scale Simulations of Defect Formation in Graphene under Noble Gas Ion Irradiation.,” ACS nano. 2016. link Times cited: 108 Abstract: Despite the frequent use of noble gas ion irradiation of gra… read moreAbstract: Despite the frequent use of noble gas ion irradiation of graphene, the atomistic-scale details, including the effects of dose, energy, and ion bombardment species on defect formation, and the associated dynamic processes involved in the irradiations and subsequent relaxation have not yet been thoroughly studied. Here, we simulated the irradiation of graphene with noble gas ions and the subsequent effects of annealing. Lattice defects, including nanopores, were generated after the annealing of the irradiated graphene, which was the result of structural relaxation that allowed the vacancy-type defects to coalesce into a larger defect. Larger nanopores were generated by irradiation with a series of heavier noble gas ions, due to a larger collision cross section that led to more detrimental effects in the graphene, and by a higher ion dose that increased the chance of displacing the carbon atoms from graphene. Overall trends in the evolution of defects with respect to a dose, as well as the defect characteristics, were in good agreement with experimental results. Additionally, the statistics in the defect types generated by different irradiating ions suggested that the most frequently observed defect types were Stone-Thrower-Wales (STW) defects for He(+) irradiation and monovacancy (MV) defects for all other ion irradiations. read less NOT USED (high confidence) N. S. Weingarten and B. Rice, “Evaluation of ReaxFF-lg force fields for use in molecular dynamics simulations of sucrose,” Theoretical Chemistry Accounts. 2016. link Times cited: 0 NOT USED (high confidence) H. Nishizawa, Y. Nishimura, M. Kobayashi, S. Irle, and H. Nakai, “Three pillars for achieving quantum mechanical molecular dynamics simulations of huge systems: Divide‐and‐conquer, density‐functional tight‐binding, and massively parallel computation,” Journal of Computational Chemistry. 2016. link Times cited: 68 Abstract: The linear‐scaling divide‐and‐conquer (DC) quantum chemical … read moreAbstract: The linear‐scaling divide‐and‐conquer (DC) quantum chemical methodology is applied to the density‐functional tight‐binding (DFTB) theory to develop a massively parallel program that achieves on‐the‐fly molecular reaction dynamics simulations of huge systems from scratch. The functions to perform large scale geometry optimization and molecular dynamics with DC‐DFTB potential energy surface are implemented to the program called DC‐DFTB‐K. A novel interpolation‐based algorithm is developed for parallelizing the determination of the Fermi level in the DC method. The performance of the DC‐DFTB‐K program is assessed using a laboratory computer and the K computer. Numerical tests show the high efficiency of the DC‐DFTB‐K program, a single‐point energy gradient calculation of a one‐million‐atom system is completed within 60 s using 7290 nodes of the K computer. © 2016 Wiley Periodicals, Inc. read less NOT USED (high confidence) M. Mainitz, C. Anders, and H. Urbassek, “Irradiation of astrophysical ice grains by cosmic-ray ions: a REAX simulation study,” Astronomy and Astrophysics. 2016. link Times cited: 13 Abstract: Context. The impact of cosmic rays on ice grains delivers co… read moreAbstract: Context. The impact of cosmic rays on ice grains delivers considerable energy, inducing chemical reactions and molecule ejection. Aims. We study the effects of cosmic ray impact on ice grains, including shock wave expansion, grain heating, molecule fragmentation, formation of chemical reaction products, sputtering and evaporation. Methods. Molecular-dynamics simulations using the REAX potential allow us to follow the processes occurring in the irradiated ice grain; the mechanical, thermal and chemical consequences are simulated. The ice grain consists of a mixture of water, carbon dioxide, methanol and ammonia. The case of 1 keV/nm energy deposition is studied as an example. Results. The ion track emits a shock wave into the ambient grain. Due to the strong heating, abundant molecule fragmentation is observed; several of the fragments either recombine or form new product molecules. Prompt sputtering from the ion track is followed by evaporation from the surface of the heated grain. We present mass spectra of the chemically transformed species in the grain and in the ejecta. read less NOT USED (high confidence) M. M. Islam, G. Kolesov, T. Verstraelen, E. Kaxiras, and A. V. van Duin, “eReaxFF: A Pseudoclassical Treatment of Explicit Electrons within Reactive Force Field Simulations.,” Journal of chemical theory and computation. 2016. link Times cited: 70 Abstract: We present a computational tool, eReaxFF, for simulating exp… read moreAbstract: We present a computational tool, eReaxFF, for simulating explicit electrons within the framework of the standard ReaxFF reactive force field method. We treat electrons explicitly in a pseudoclassical manner that enables simulation several orders of magnitude faster than quantum chemistry (QC) methods, while retaining the ReaxFF transferability. We delineate here the fundamental concepts of the eReaxFF method and the integration of the Atom-condensed Kohn-Sham DFT approximated to second order (ACKS2) charge calculation scheme into the eReaxFF. We trained our force field to capture electron affinities (EA) of various species. As a proof-of-principle, we performed a set of molecular dynamics (MD) simulations with an explicit electron model for representative hydrocarbon radicals. We establish a good qualitative agreement of EAs of various species with experimental data, and MD simulations with eReaxFF agree well with the corresponding Ehrenfest dynamics simulations. The standard ReaxFF parameters available in the literature are transferrable to the eReaxFF method. The computationally economic eReaxFF method will be a useful tool for studying large-scale chemical and physical systems with explicit electrons as an alternative to computationally demanding QC methods. read less NOT USED (high confidence) Y. Zhang, J. Li, J.-P. Wang, and B.-Z. Wang, “High Temperature Pyrolysis of Toluene under Electromagnetic Fields at Different Frequencies,” ACS Sustainable Chemistry & Engineering. 2016. link Times cited: 8 Abstract: To investigate the influence of electromagnetic (EM) fields … read moreAbstract: To investigate the influence of electromagnetic (EM) fields on toluene decomposition, ReaxFF molecular dynamics simulations have been performed. With Arrhenius analysis, it is observed that Arrhenius parameters can be influenced by EM fields, characterizing a microwave frequency selectivity. On the basis of the collision theory, it is found that the frequency selectivity is due to the perturbation of the orientation factor and collision frequency of a related reaction caused by the polarization effect of electric fields. The rotation performance of toluene dipoles has been studied under microwaves at different frequencies. The normalized amplitude of time evolution of toluene dipoles under microwave conditions is independent of microwave frequency, while the phase lag between the EM field and the time evolution increases along with the rising frequency. Compared with the condition without microwave, introducing EM fields can reduce the total population of C–C bonds and restrain carbon buildup of pyrolysis... read less NOT USED (high confidence) H. Chen, L. Zhang, J. Chen, M. Becton, X. Wang, and H. Nie, “Energy dissipation capability and impact response of carbon nanotube buckypaper: A coarse-grained molecular dynamics study,” Carbon. 2016. link Times cited: 16 NOT USED (high confidence) S. Ozden et al., “Controlled 3D Carbon Nanotube Structures by Plasma Welding,” Advanced Materials Interfaces. 2016. link Times cited: 29 Abstract: Dr. S. Ozden, Dr. C. S. Tiwary, Prof. P. M. Ajayan Materials… read moreAbstract: Dr. S. Ozden, Dr. C. S. Tiwary, Prof. P. M. Ajayan Materials Science and Nanoengineering Rice University Houston , Texas 77005 , USA E-mail: cst.iisc@gmail.com Dr. G. Brunetto, Dr. D. S. Galvão Applied Physics Department State University of Campinas – UNICAMP 13083–859–Campinas , Sao Paolo , Brazil N. S. Karthiselva, Dr. S. R. Bakshi Department of Metallurgical and Materials Engineering Indian Institute of Technologym Technology Madras Chennai , TamilNadu , India E-mail: sbakshi@iitm.ac.in Dr. A. Roy Air Force Research Laboratory Dayton , OH , USA read less NOT USED (high confidence) V. Chaban and O. Prezhdo, “Haber Process Made Efficient by Hydroxylated Graphene: Ab Initio Thermochemistry and Reactive Molecular Dynamics.,” The journal of physical chemistry letters. 2016. link Times cited: 16 Abstract: The Haber-Bosch process is the main industrial method for pr… read moreAbstract: The Haber-Bosch process is the main industrial method for producing ammonia from diatomic nitrogen and hydrogen. We use a combination of ab initio thermochemical analysis and reactive molecular dynamics to demonstrate that a significant increase in the ammonia production yield can be achieved using hydroxylated graphene and related species. Exploiting the polarity difference between N2/H2 and NH3, as well as the universal proton acceptor behavior of NH3, we demonstrate a strong shift of the equilibrium of the Haber-Bosch process toward ammonia (ca. 50 kJ mol(-1) enthalpy gain and ca. 60-70 kJ mol(-1) free energy gain). The modified process is of significant importance to the chemical industry. read less NOT USED (high confidence) A. Pathak, S. Nedea, A. V. van Duin, H. Zondag, C. Rindt, and D. Smeulders, “Reactive force field development for magnesium chloride hydrates and its application for seasonal heat storage.,” Physical chemistry chemical physics : PCCP. 2016. link Times cited: 21 Abstract: MgCl2 hydrates are considered as high-potential candidates f… read moreAbstract: MgCl2 hydrates are considered as high-potential candidates for seasonal heat storage materials. These materials have high storage capacity and fast dehydration kinetics. However, as a side reaction to dehydration, hydrolysis may occur. Hydrolysis is an irreversible reaction, which produces HCl gas thus affecting the durability of heat storage systems. In this study, we present the parameterization of a reactive force field (ReaxFF) for MgCl2 hydrates to study the dehydration and hydrolysis kinetics of MgCl2·H2O and MgCl2·2H2O. The ReaxFF parameters have been derived by training against quantum mechanics data obtained from Density Functional Theory (DFT) calculations consisting of bond dissociation curves, angle bending curves, reaction enthalpies, and equation of state. A single-parameter search algorithm in combination with a Metropolis Monte Carlo algorithm is successfully used for this ReaxFF parameterization. The newly developed force field is validated by examining the elastic properties of MgCl2 hydrates and the proton transfer reaction barrier, which is important for the hydrolysis reaction. The bulk moduli of MgCl2·H2O and MgCl2·2H2O obtained from ReaxFF are in close agreement with the bulk moduli obtained from DFT. A barrier of 20.24 kcal mol(-1) for the proton transfer in MgCl2·2H2O is obtained, which is in good agreement with the barrier (19.55 kcal mol(-1)) obtained from DFT. Molecular dynamics simulations using the newly developed ReaxFF on 2D-periodic slabs of MgCl2·H2O and MgCl2·2H2O show that the dehydration rate increases more rapidly with temperature in MgCl2·H2O than in MgCl2·2H2O, in the temperature range 300-500 K. The onset temperature of HCl formation, a crucial design parameter in seasonal heat storage systems, is observed at 340 K for MgCl2·H2O, which is in agreement with experiments. The HCl formation is not observed for MgCl2·2H2O. The diffusion coefficient of H2O through MgCl2·H2O is lower than through MgCl2·2H2O, and can become a rate-limiting step. The diffusion coefficient increases with temperature and follows the Arrhenius law both for MgCl2·H2O and MgCl2·2H2O. These results indicate the validity of the ReaxFF approach for studying MgCl2 hydrates and provide important atomistic-scale insight of reaction kinetics and H2O transport in these materials. read less NOT USED (high confidence) I. Badran, N. Nassar, N. N. Marei, and A. Hassan, “Theoretical and thermogravimetric study on the thermo-oxidative decomposition of Quinolin-65 as an asphaltene model molecule,” RSC Advances. 2016. link Times cited: 19 Abstract: In this study, the thermal oxidation of an asphaltene model … read moreAbstract: In this study, the thermal oxidation of an asphaltene model molecule, Quinolin-65, was investigated using the density functional theory (DFT) and the second-order Moller–Plesset (MP2) perturbation theory. The reactions studied involved thermal decompositions as well as the interactions between the model molecule and singlet atomic (O1D) and molecular (O21Δ) oxygen. The theoretical study was performed under conditions similar to those of the uncatalyzed thermal oxidation of asphaltenes. A new reaction pathway for the loss of the olefin chain in Quinolin-65 via a 1,3-hydrogen shift mechanism was revealed. Thermogravimetric analysis of Quinolin-65 was also performed and the reaction products were probed by a mass spectrometer. Both the theoretical study and the thermogravimetric analysis concluded that the thermo-oxidative decomposition of Quinolin-65 is a complex multi-step reaction process, which involves different reaction pathways. The thermodynamic parameters obtained in this study showed that the reaction process should start with the loss of the olefin chain in the Quinolin-65 molecule, followed by the oxidation of the aromatic chain, to produce mainly, H2O, CO2, and SO2. read less NOT USED (high confidence) O. Böhm, S. Pfadenhauer, R. Leitsmann, P. Plänitz, E. Schreiner, and M. Schreiber, “ReaxFF+—A New Reactive Force Field Method for the Accurate Description of Ionic Systems and Its Application to the Hydrolyzation of Aluminosilicates,” Journal of Physical Chemistry C. 2016. link Times cited: 8 Abstract: In this paper we present a powerful extension of the reactiv… read moreAbstract: In this paper we present a powerful extension of the reactive force field method ReaxFF, which we call ReaxFF+. It combines the charge equilibrium scheme with the bond order principle. The main advantage of this procedure is the correct distinction and description of covalent and ionic bonds. It allows reactive molecular dynamic simulations in ionic gases and liquids. To demonstrate the accuracy of this new method, we study the hydrolyzation of aluminosilicates. Comparing the results with experimental and ab initio data, we can prove the high accuracy of our method. This shows that ReaxFF+ is a powerful force field simulation tool for reactions in acidic or alkaline environments. read less NOT USED (high confidence) S. Artemova, L. Jaillet, and S. Redon, “Automatic molecular structure perception for the universal force field,” Journal of Computational Chemistry. 2016. link Times cited: 22 Abstract: The Universal Force Field (UFF) is a classical force field a… read moreAbstract: The Universal Force Field (UFF) is a classical force field applicable to almost all atom types of the periodic table. Such a flexibility makes this force field a potential good candidate for simulations involving a large spectrum of systems and, indeed, UFF has been applied to various families of molecules. Unfortunately, initializing UFF, that is, performing molecular structure perception to determine which parameters should be used to compute the UFF energy and forces, appears to be a difficult problem. Although many perception methods exist, they mostly focus on organic molecules, and are thus not well‐adapted to the diversity of systems potentially considered with UFF. In this article, we propose an automatic perception method for initializing UFF that includes the identification of the system's connectivity, the assignment of bond orders as well as UFF atom types. This perception scheme is proposed as a self‐contained UFF implementation integrated in a new module for the SAMSON software platform for computational nanoscience (http://www.samson-connect.net). We validate both the automatic perception method and the UFF implementation on a series of benchmarks. read less NOT USED (high confidence) K. Lee, K. L. Joshi, S. Chaudhuri, and D. Stewart, “Mirrored continuum and molecular scale simulations of the ignition of high-pressure phases of RDX.,” The Journal of chemical physics. 2016. link Times cited: 20 Abstract: We present a mirrored atomistic and continuum framework that… read moreAbstract: We present a mirrored atomistic and continuum framework that is used to describe the ignition of energetic materials, and a high-pressure phase of RDX in particular. The continuum formulation uses meaningful averages of thermodynamic properties obtained from the atomistic simulation and a simplification of enormously complex reaction kinetics. In particular, components are identified based on molecular weight bin averages and our methodology assumes that both the averaged atomistic and continuum simulations are represented on the same time and length scales. The atomistic simulations of thermally initiated ignition of RDX are performed using reactive molecular dynamics (RMD). The continuum model is based on multi-component thermodynamics and uses a kinetics scheme that describes observed chemical changes of the averaged atomistic simulations. Thus the mirrored continuum simulations mimic the rapid change in pressure, temperature, and average molecular weight of species in the reactive mixture. This mirroring enables a new technique to simplify the chemistry obtained from reactive MD simulations while retaining the observed features and spatial and temporal scales from both the RMD and continuum model. The primary benefit of this approach is a potentially powerful, but familiar way to interpret the atomistic simulations and understand the chemical events and reaction rates. The approach is quite general and thus can provide a way to model chemistry based on atomistic simulations and extend the reach of those simulations. read less NOT USED (high confidence) K. M. Bal and E. Neyts, “Direct observation of realistic-temperature fuel combustion mechanisms in atomistic simulations,” Chemical Science. 2016. link Times cited: 44 Abstract: Advanced accelerated molecular dynamics simulations provide … read moreAbstract: Advanced accelerated molecular dynamics simulations provide a detailed atomic-level picture of combustion at realistic temperatures and pressures. read less NOT USED (high confidence) L. Gai, Y. Shin, M. Raju, A. Duin, and S. Raman, “Atomistic Adsorption of Oxygen and Hydrogen on Platinum Catalysts by Hybrid Grand Canonical Monte Carlo/Reactive Molecular Dynamics,” Journal of Physical Chemistry C. 2016. link Times cited: 35 Abstract: The reactivity of a metal catalyst depends strongly on the a… read moreAbstract: The reactivity of a metal catalyst depends strongly on the adsorbate coverage, making it essential for the reactivity models to account for the in situ structures and properties of the catalyst under reaction conditions. The use of first principle based thermodynamic approaches to describe adsorbate–adsorbate interaction though attractive for its technical rigor is tedious and computationally demanding especially for metal nanoparticles. With the advent of empirical reactive force fields (ReaxFF), there is a great deal of interest to advance simulation approaches like hybrid grand canonical Monte Carlo reactive molecular dynamics (GCMC/RMD) that enable efficient use of ReaxFF to model the adsorptive states. The predictive ability of GCMC/RMD relies upon the quality of the force field, which in turn depends upon the training set used for its parametrization. To this end, we investigate the adsorption behavior of O and H over the Pt catalysts using the newly developed Pt/O/H ReaxFF. We assess the thermodyna... read less NOT USED (high confidence) T. Zhang et al., “Initial Mechanisms for an Overall Behavior of Lignin Pyrolysis through Large-Scale ReaxFF Molecular Dynamics Simulations,” Energy & Fuels. 2016. link Times cited: 105 Abstract: Initial reaction mechanisms of lignin pyrolysis were studied… read moreAbstract: Initial reaction mechanisms of lignin pyrolysis were studied by large-scale ReaxFF molecular dynamics simulations (ReaxFF MD) facilitated by the first GPU-enabled code (GMD-Reax) and the unique reaction analysis tool (VARxMD). Simulations were performed over wide temperature ranges both for heat up at 300–2100 K and for NVT at 500–2100 K with a large lignin model, which contained 15920 atoms and was constructed based on Adler’s softwood lignin model. By utilizing the relatively continuous observation for pyrolysate evolution in slow heat up simulations, three stages for lignin pyrolysis are proposed by pyrolysate fractions. The underlying mechanisms for the three stages are revealed by analyzing the species structure evolution and the reactions of linkages, aryl units, propyl chains, and methoxy substituents. Stage I is characterized with the complete decomposition of source lignin molecules at low temperatures dominated by breaking of α-O-4 and β-O-4 linkages. The temperature in stage II is relatively hi... read less NOT USED (high confidence) H. Cao, P. Srivastava, K. Choi, S. Kim, and K.-R. Lee, “Early stage oxynitridation process of Si(001) surface by NO gas: Reactive molecular dynamics simulation study,” Journal of Applied Physics. 2016. link Times cited: 6 Abstract: Initial stage of oxynitridation process of Si substrate is o… read moreAbstract: Initial stage of oxynitridation process of Si substrate is of crucial importance in fabricating the ultrathin gate dielectric layer of high quality in advanced MOSFET devices. The oxynitridation reaction on a relaxed Si(001) surface is investigated via reactive molecular dynamics (MD) simulation. A total of 1120 events of a single nitric oxide (NO) molecule reaction at temperatures ranging from 300 to 1000 K are statistically analyzed. The observed reaction kinetics are consistent with the previous experimental or calculation results, which show the viability of the reactive MD technique to study the NO dissociation reaction on Si. We suggest the reaction pathway for NO dissociation that is characterized by the inter-dimer bridge of a NO molecule as the intermediate state prior to NO dissociation. Although the energy of the inter-dimer bridge is higher than that of the intra-dimer one, our suggestion is supported by the ab initio nudged elastic band calculations showing that the energy barrier for the int... read less NOT USED (high confidence) M. Wood and A. Strachan, “Nonequilibrium Reaction Kinetics in Molecular Solids,” Journal of Physical Chemistry C. 2016. link Times cited: 12 Abstract: We explore the possibility of nonstatistical chemical reacti… read moreAbstract: We explore the possibility of nonstatistical chemical reactions in condensed-phase energetic materials via reactive molecular dynamics (MD) simulations. We characterize the response of nitromethane [CH3NO2], HMX [cyclic (CH2-NNO2)4], and PETN [C-(CH2-ONO2)4] to different types of insults: electric fields of various frequencies and strengths and direct heating at various rates. We find that nonequilibrium states can be created for short time scales when energy input targets specific vibrations through the electric fields and that equilibration eventually occurs even while the insults remain present. Interestingly, for strong fields these relaxation time scales are comparable to those of the initial chemical decomposition of the molecules. NM decomposes predominantly via bimolecular reactions, and while insults targeting specific modes lead to strong nonequilibrium states, they do not affect the kinetics associated with decomposition. PETN decomposes via the unimolecular formation of NO2 and, quite interest... read less NOT USED (high confidence) A. Rahnamoun and A. Duin, “Study of ice cluster impacts on amorphous silica using the ReaxFF reactive force field molecular dynamics simulation method,” Journal of Applied Physics. 2016. link Times cited: 5 Abstract: We study the dynamics of the collisions between amorphous si… read moreAbstract: We study the dynamics of the collisions between amorphous silica structures and amorphous and crystal ice clusters with impact velocities of 1 km/s, 4 km/s, and 7 km/s using the ReaxFF reactive molecular dynamics simulation method. The initial ice clusters consist of 150 water molecules for the amorphous ice cluster and 128 water molecules for the crystal ice cluster. The ice clusters are collided on the surface of amorphous fully oxidized and suboxide silica. These simulations show that at 1 km/s impact velocities, all the ice clusters accumulate on the surface and at 4 km/s and 7 km/s impact velocities, some of the ice cluster molecules bounce back from the surface. At 4 km/s and 7 km/s impact velocities, few of the water molecules dissociations are observed. The effect of the second ice cluster impacts on the surfaces which are fully covered with ice, on the mass loss/accumulation is studied. These studies show that at 1 km/s impacts, the entire ice cluster accumulates on the surface at both first and ... read less NOT USED (high confidence) X. Dong and Y. Shin, “Multiscale Modeling for Predicting the Mechanical Properties of Silicon Carbide Ceramics,” Journal of the American Ceramic Society. 2016. link Times cited: 7 NOT USED (high confidence) A. F. Fonseca, T. Liang, D. Zhang, K. Choudhary, and S. Sinnott, “Probing the accuracy of reactive and non-reactive force fields to describe physical and chemical properties of graphene-oxide,” Computational Materials Science. 2016. link Times cited: 26 NOT USED (high confidence) Y. Han, D. D. Jiang, J. Zhang, W. Li, Z. Gan, and J. Gu, “Development, applications and challenges of ReaxFF reactive force field in molecular simulations,” Frontiers of Chemical Science and Engineering. 2016. link Times cited: 87 NOT USED (high confidence) M. M. Islam, C. Zou, A. V. van Duin, and S. Raman, “Interactions of hydrogen with the iron and iron carbide interfaces: a ReaxFF molecular dynamics study.,” Physical chemistry chemical physics : PCCP. 2016. link Times cited: 44 Abstract: Hydrogen embrittlement (HE) is a well-known material phenome… read moreAbstract: Hydrogen embrittlement (HE) is a well-known material phenomenon that causes significant loss in the mechanical strength of structural iron and often leads to catastrophic failures. In order to provide a detailed atomistic description of HE we have used a reactive bond order potential to adequately describe the diffusion of hydrogen as well as its chemical interaction with other hydrogen atoms, defects, and the host metal. The currently published ReaxFF force field for Fe/C/H systems was originally developed to describe Fischer-Tropsch (FT) catalysis [C. Zou, A. C. T. van Duin and D. C. Sorescu, Top. Catal., 2012, 55, 391-401], and especially had been trained for surface formation energies, binding energies of small hydrocarbon radicals on different surfaces of iron and the barrier heights of surface reactions. We merged this force field with the latest ReaxFF carbon parameters [S. Goverapet Srinivasan, A. C. T. van Duin and P. Ganesh, J. Phys. Chem. A, 2015, 119, 1089-5639] and used the same training data set to refit the Fe/C interaction parameters. The present work is focused on evaluating the applicability of this reactive force field to describe material characteristics and study the role of defects and impurities in the bulk and at the precipitator interfaces. We study the interactions of hydrogen with pure and defective α-iron (ferrite), Fe3C (cementite), and ferrite-cementite interfaces with a vacancy cluster. We also investigate the growth of nanovoids in α-iron using a grand canonical Monte Carlo (GCMC) scheme. The calculated hydrogen diffusion coefficients for both ferrite and cementite phases predict a decrease in the work of separation with increasing hydrogen concentration at the ferrite-cementite interface, suggesting a hydrogen-induced decohesion behavior. Hydrogen accumulation at the interface was observed during molecular dynamics (MD) simulations, which is consistent with experimental findings. These results demonstrate the ability of the ReaxFF potential to elucidate various aspects of hydrogen embrittlement in α-iron and hydrogen interactions at a more complex metal/metal carbide interface. read less NOT USED (high confidence) S. Bhoi, T. Banerjee, and K. Mohanty, “Insights on the combustion and pyrolysis behavior of three different ranks of coals using reactive molecular dynamics simulation,” RSC Advances. 2016. link Times cited: 39 Abstract: The process of combustion and pyrolysis of coal can be consi… read moreAbstract: The process of combustion and pyrolysis of coal can be considered to be convoluted where numerous intermediates are expected to form during the course of the reaction. In this work, we have investigated the reactive products using the ReaxFF force field for three different ranked (low to high) coals, namely lignite, bituminous, and anthracite. It was observed that during the pyrolysis and combustion processes, the gases CO and CO2 were predominant. The formation rate of CO and CO2 was found to be higher for lignite coal which agreed with the experimental trend reported in the literature. In a similar manner, the fraction of CO and CO2 was found to be higher in the pyrolysis process. Further, a large number of principal intermediates such as methane, ethane and ethylene are also generated for low to high ranking (lignite, bituminous, and anthracite) coal. The pyrolysis and combustion processes were affected by temperature (2000–4000 K) with respect to the formation of various intermediates (methane, ethane and ethylene). They were found to be high throughout irrespective of the rank of coal. A higher temperature (2000–4000 K) was adopted in the reactive molecular dynamics (MD) simulation so as to visualize the chemical reactions within a computationally affordable time. read less NOT USED (high confidence) M. Moqadam, E. Riccardi, T. T. Trinh, P. Åstrand, and T. S. van Erp, “A test on reactive force fields for the study of silica dimerization reactions.,” The Journal of chemical physics. 2015. link Times cited: 15 Abstract: We studied silica dimerization reactions in the gas and aque… read moreAbstract: We studied silica dimerization reactions in the gas and aqueous phase by density functional theory (DFT) and reactive force fields based on two parameterizations of ReaxFF. For each method (both ReaxFF force fields and DFT), we performed constrained geometry optimizations, which were subsequently evaluated in single point energy calculations using the other two methods. Standard fitting procedures typically compare the force field energies and geometries with those from quantum mechanical data after a geometry optimization. The initial configurations for the force field optimization are usually the minimum energy structures of the ab initio database. Hence, the ab initio method dictates which structures are being examined and force field parameters are being adjusted in order to minimize the differences with the ab initio data. As a result, this approach will not exclude the possibility that the force field predicts stable geometries or low transition states which are realistically very high in energy and, therefore, never considered by the ab initio method. Our analysis reveals the existence of such unphysical geometries even at unreactive conditions where the distance between the reactants is large. To test the effect of these discrepancies, we launched molecular dynamics simulations using DFT and ReaxFF and observed spurious reactions for both ReaxFF force fields. Our results suggest that the standard procedures for parameter fitting need to be improved by a mutual comparative method. read less NOT USED (high confidence) F. Dri, X. Wu, R. Moon, A. Martini, and P. Zavattieri, “Evaluation of reactive force fields for prediction of the thermo-mechanical properties of cellulose Iâ,” Computational Materials Science. 2015. link Times cited: 24 NOT USED (high confidence) N. Subramanian, A. Rai, and A. Chattopadhyay, “Atomistically informed stochastic multiscale model to predict the behavior of carbon nanotube-enhanced nanocomposites,” Carbon. 2015. link Times cited: 47 NOT USED (high confidence) X. Liu, G. Zhang, and Y.-W. Zhang, “Tunable Mechanical and Thermal Properties of One-Dimensional Carbyne Chain: Phase Transition and Microscopic Dynamics,” Journal of Physical Chemistry C. 2015. link Times cited: 53 Abstract: Recently, carbyne chain, the one-dimensional sp-hybridized c… read moreAbstract: Recently, carbyne chain, the one-dimensional sp-hybridized carbon allotrope in the form of either α-carbyne (polyyne), with alternating single and triple bonds, or β-carbyne (cumulene), with repeating double bonds, has attracted more and more attention. However, the mechanical and thermal properties of individual phases, phase-transition dynamics, and defect formation remain largely unknown. Our molecular dynamics simulations show that the critical temperature for phase transition from cumulene to polyyne is 499 K, and the phase transition is ultrafast and completed within 150 fs. To achieve perfect polyyne, however, refined temperature control is needed so as to avoid defective bonds. The bending stiffness and Young’s modulus of cumulene are significantly higher than those of polyyne, while both are comparable to those of the hardest natural materials. The large difference in the stress–strain behavior between cumulene and polyyne provides a novel route for storing mechanical energy. Furthermore, the the... read less NOT USED (high confidence) B. Narayanan, S. A. Deshmukh, S. Sankaranarayanan, and S. Ramanathan, “Strong correlations between structural order and passive state at water–copper oxide interfaces,” Electrochimica Acta. 2015. link Times cited: 9 NOT USED (high confidence) C. Verlackt et al., “Atomic-scale insight into the interactions between hydroxyl radicals and DNA in solution using the ReaxFF reactive force field,” New Journal of Physics. 2015. link Times cited: 39 Abstract: Cold atmospheric pressure plasmas have proven to provide an … read moreAbstract: Cold atmospheric pressure plasmas have proven to provide an alternative treatment of cancer by targeting tumorous cells while leaving their healthy counterparts unharmed. However, the underlying mechanisms of the plasma–cell interactions are not yet fully understood. Reactive oxygen species, and in particular hydroxyl radicals (OH), are known to play a crucial role in plasma driven apoptosis of malignant cells. In this paper we investigate the interaction of OH radicals, as well as H2O2 molecules and HO2 radicals, with DNA by means of reactive molecular dynamics simulations using the ReaxFF force field. Our results provide atomic-scale insight into the dynamics of oxidative stress on DNA caused by the OH radicals, while H2O2 molecules appear not reactive within the considered time-scale. Among the observed processes are the formation of 8-OH-adduct radicals, forming the first stages towards the formation of 8-oxoGua and 8-oxoAde, H-abstraction reactions of the amines, and the partial opening of loose DNA ends in aqueous solution. read less NOT USED (high confidence) A. Aryanfar, T. Cheng, A. Colussi, B. Merinov, W. Goddard, and M. Hoffmann, “Annealing kinetics of electrodeposited lithium dendrites.,” The Journal of chemical physics. 2015. link Times cited: 47 Abstract: The densifying kinetics of lithium dendrites is characterize… read moreAbstract: The densifying kinetics of lithium dendrites is characterized with effective activation energy of Ea ≈ 6 - 7 kcal mol(-1) in our experiments and molecular dynamics computations. We show that heating lithium dendrites for 55 °C reduces the representative dendrites length λ¯(T,t) up to 36%. NVT reactive force field simulations on three-dimensional glass phase dendrites produced by our coarse grained Monte Carlo method reveal that for any given initial dendrite morphology, there is a unique stable atomic arrangement for a certain range of temperature, combined with rapid morphological transition (∼10 ps) within quasi-stable states involving concurrent bulk and surface diffusions. Our results are useful for predicting the inherent structural characteristics of lithium dendrites such as dominant coordination number. read less NOT USED (high confidence) L. C. Lin and J. Grossman, “Atomistic understandings of reduced graphene oxide as an ultrathin-film nanoporous membrane for separations,” Nature Communications. 2015. link Times cited: 199 NOT USED (high confidence) M. Wood, M. Cherukara, E. Kober, and A. Strachan, “Ultrafast Chemistry under Nonequilibrium Conditions and the Shock to Deflagration Transition at the Nanoscale,” Journal of Physical Chemistry C. 2015. link Times cited: 103 Abstract: We use molecular dynamics simulations to describe the chemic… read moreAbstract: We use molecular dynamics simulations to describe the chemical reactions following shock-induced collapse of cylindrical pores in the high-energy density material RDX. For shocks with particle velocities of 2 km/s we find that the collapse of a 40 nm diameter pore leads to a deflagration wave. Molecular collisions during the collapse lead to ultrafast, multistep chemical reactions that occur under nonequilibrium conditions. Exothermic products formed during these first few picoseconds prevent the nanoscale hotspot from quenching. Within 30 ps, a local deflagration wave develops; it propagates at 0.25 km/s and consists of an ultrathin reaction zone of only ∼5 nm, thus involving large temperature and composition gradients. Contrary to the assumptions in current models, a static thermal hotspot matching the dynamical one in size and thermodynamic conditions fails to produce a deflagration wave indicating the importance of nonequilibrium loading in the criticality of nanoscale hot spots. These results provide... read less NOT USED (high confidence) B. D. Jensen, K. Wise, and G. Odegard, “Simulation of the Elastic and Ultimate Tensile Properties of Diamond, Graphene, Carbon Nanotubes, and Amorphous Carbon Using a Revised ReaxFF Parametrization.,” The journal of physical chemistry. A. 2015. link Times cited: 100 Abstract: In light of the enduring interest in using nanostructured ca… read moreAbstract: In light of the enduring interest in using nanostructured carbon materials as reinforcing elements in composite materials, there is a significant need for a reliable computational tool capable to predict the mechanical properties, both elastic properties and properties at the point of fracture, in large-scale atomistic simulations. A revised version of the ReaxFF reactive force field parametrization for carbon, ReaxFFC-2013, was recently published and is notable because of the inclusion of density functional theory (DFT)-derived mechanical data for diamond and graphite in the fitting set. The purpose of the present work is to assess the accuracy of this new force field for predicting the mechanical properties for several allotropes of carbon, both in the elastic regime and during fracture. The initial discussion focuses on the performance of ReaxFFC-2013 for diamond and graphene, the two carbon forms for which mechanical properties were included in the parametrization data set. After it is established that simulations conducted with the new force field yield results that agree well with DFT and experimental data for most properties of interest, its transferability to amorphous carbon and carbon nanotubes is explored. ReaxFFC-2013 is found to produce results that, for the most part, compare favorably with available experimental data for single and multiwalled nanotubes and for amorphous carbon models prepared over a range of densities. Although there is opportunity for improvement in some predicted properties, the ReaxFFC-2013 parametrization is shown to generally perform well for each form of carbon and to compare favorably with DFT and experimental data. read less NOT USED (high confidence) V. Chaban and O. Prezhdo, “Nitrogen-Nitrogen Bonds Undermine Stability of N-Doped Graphene.,” Journal of the American Chemical Society. 2015. link Times cited: 46 Abstract: Two-dimensional alloys of carbon and nitrogen draw strong in… read moreAbstract: Two-dimensional alloys of carbon and nitrogen draw strong interest due to prospective applications in nanomechanical and optoelectronic devices. The stability of these chemical structures can vary greatly as a function of chemical composition and structure. The present study employs hybrid density functional theory and reactive molecular dynamics simulations to elucidate how many nitrogen atoms can be incorporated into the graphene sheet without destroying it. We conclude that (1) the C/N = 56:29 structure and all nitrogen-poorer structures maintain stability at 1000 K; (2) the stability suffers greatly in the presence of N-N bonds; and (3) distribution of electron density depends heavily on the structural pattern in the N-doped graphene. Our calculations support the experimental efforts aimed at production of highly N-doped graphene and generate important insights into the mechanisms of tuning graphene mechanical and optoelectronic properties. The theoretical prediction can be tested directly by chemical synthesis. read less NOT USED (high confidence) N. Ahubelem, K. Shah, B. Moghtaderi, and A. Page, “Quantum Chemical Molecular Dynamics Simulations of 1,3-Dichloropropene Combustion.,” The journal of physical chemistry. A. 2015. link Times cited: 9 Abstract: Oxidative decomposition of 1,3-dichloropropene was investiga… read moreAbstract: Oxidative decomposition of 1,3-dichloropropene was investigated using quantum chemical molecular dynamics (QM/MD) at 1500 and 3000 K. Thermal oxidation of 1,3-dichloropropene was initiated by (1) abstraction of allylic H/Cl by O2 and (2) intra-annular C-Cl bond scission and elimination of allylic Cl. A kinetic analysis shows that (2) is the more dominant initiation pathway, in agreement with QM/MD results. These QM/MD simulations reveal new routes to the formation of major products (H2O, CO, HCl, CO2), which are propagated primarily by the chloroperoxy (ClO2), OH, and 1,3-dichloropropene derived radicals. In particular, intra-annular C-C/C-H bond dissociation reactions of intermediate aldehydes/ketones are shown to play a dominant role in the formation of CO and CO2. Our simulations demonstrate that both combustion temperature and radical concentration can influence the product yield, however not the combustion mechanism. read less NOT USED (high confidence) B. D. Jensen, K. Wise, and G. Odegard, “The effect of time step, thermostat, and strain rate on ReaxFF simulations of mechanical failure in diamond, graphene, and carbon nanotube,” Journal of Computational Chemistry. 2015. link Times cited: 83 Abstract: As the sophistication of reactive force fields for molecular… read moreAbstract: As the sophistication of reactive force fields for molecular modeling continues to increase, their use and applicability has also expanded, sometimes beyond the scope of their original development. Reax Force Field (ReaxFF), for example, was originally developed to model chemical reactions, but is a promising candidate for modeling fracture because of its ability to treat covalent bond cleavage. Performing reliable simulations of a complex process like fracture, however, requires an understanding of the effects that various modeling parameters have on the behavior of the system. This work assesses the effects of time step size, thermostat algorithm and coupling coefficient, and strain rate on the fracture behavior of three carbon‐based materials: graphene, diamond, and a carbon nanotube. It is determined that the simulated stress‐strain behavior is relatively independent of the thermostat algorithm, so long as coupling coefficients are kept above a certain threshold. Likewise, the stress‐strain response of the materials was also independent of the strain rate, if it is kept below a maximum strain rate. Finally, the mechanical properties of the materials predicted by the Chenoweth C/H/O parameterization for ReaxFF are compared with literature values. Some deficiencies in the Chenoweth C/H/O parameterization for predicting mechanical properties of carbon materials are observed. © 2015 Wiley Periodicals, Inc. read less NOT USED (high confidence) Y. Zhang, Q. Pei, M. Hu, and Z. Zong, “Thermal conductivity of oxidized gamma-graphyne,” RSC Advances. 2015. link Times cited: 8 Abstract: Graphyne is an allotrope of graphene containing both sp and … read moreAbstract: Graphyne is an allotrope of graphene containing both sp and sp2 hybridized carbon atoms. In this paper, we perform non-equilibrium molecular dynamics simulations to explore the thermal conductivity of oxidized gamma-graphyne based on the advanced reactive force field. The effects of the oxygen adsorption, its coverage and external tensile strain are thoroughly studied. Owing to the oxygen adsorption, the thermal transport property of gamma-graphyne is greatly deteriorated with lower thermal conductivity. The thermal conductivity is controlled by altering the oxygen coverage as well as external tensile strain. The underlying mechanisms for the thermal conductivity change are elaborated by the corresponding vibrational density of states. Our simulation results imply that graphynes are more attractive than graphene in the thermoelectric applications where lower thermal conductivity is essential to achieve a higher figure of merit. Oxygenation and strain engineering are promising methods to modulate graphyne to achieve designated thermal properties. read less NOT USED (high confidence) S. Hong and A. Duin, “Molecular Dynamics Simulations of the Oxidation of Aluminum Nanoparticles using the ReaxFF Reactive Force Field,” Journal of Physical Chemistry C. 2015. link Times cited: 137 Abstract: We performed ReaxFF-molecular dynamics (MD) simulations of t… read moreAbstract: We performed ReaxFF-molecular dynamics (MD) simulations of the oxidation of aluminum nanoparticles (ANPs) at three different temperatures (300, 500, and 900 K) and two different initial oxygen densities (0.13 and 0.26 g/cm3) to elucidate the mechanism of oxidation kinetics of the ANPs and to study the oxidation states in the oxide layer. Our result shows that the mechanism of the oxidation of the ANPs is as follows: hot-spots and high-temperature areas are created by adsorption and dissociation of oxygen molecules on the surface of the ANPs; void spaces are generated because of hot-spots and high-temperature areas; the void spaces significantly lower a reaction barrier for oxygen diffusion (by up to 92%) and make this process exothermic. Subsequently, an oxide layer is developed by this accelerated oxygen diffusion. Our results also indicate that the oxidation of the ANPs depends on combined effects of the temperature and the oxygen gas pressure because such conditions have effects on not only the oxide l... read less NOT USED (high confidence) F. Zeng, C. Peng, Y. Liu, and J. Qu, “Reactive Molecular Dynamics Simulations on the Disintegration of PVDF, FP-POSS, and Their Composite during Atomic Oxygen Impact.,” The journal of physical chemistry. A. 2015. link Times cited: 42 Abstract: Poly(vinylidene fluoride) (PVDF) is a kind of important piez… read moreAbstract: Poly(vinylidene fluoride) (PVDF) is a kind of important piezoelectric polymer used in spacecraft industry. But the atomic oxygen (AO) is the most abundant element in the low Earth orbit (LEO) environment. AO collision degradation is an important issue in the application of PVDF on spacecrafts. To investigate the erosion behaviors of PVDF during AO impacts and how to improve the stability of PVDF against AO impacts, the temperature evolution, mass loss, and erosion yields of neat PVDF, neat polyhedral oligomeric silsesquioxanes compound (3,3,3-trifluoropropyl)8Si8O12 (FP-POSS) and the PVDF/FP-POSS composite under AO impacts, as well as some key disintegrated structures and separated chemical compositions, were researched using the molecular dynamics (MD) simulations and the reactive ReaxFF force field. The simulation erosion yield result of PVDF is very close to the experiment results, which shows our simulations are reliable. The results of the temperature evolution, mass loss, and erosion yield of three materials show that the antierosion performance of PVDF is not outstanding. However, incorporating FP-POSS into PVDF matrix enhances the stability of PVDF against AO impact greatly and reduces the temperature rise, mass loss, and the erosion yield of PVDF rapidly. A detailed analysis on the flight chemical compositions and key snapshots of the structures reveals that the erosion process on PVDF and PVDF/FP-POSS is continuous and should be derived from the same PVDF matrix in two materials. In contrast, the erosion process on FP-POSS is stepped. The erosion will not take place until the number of AO reaches a specific value. There is a barrier for the erosion of high-energy AO because of the stable cagelike Si-O frame in FP-POSS molecules. This should be chiefly responsible for the high stability of FP-POSS and the reinforcement mechanism of FP-POSS on PVDF against AO impacts. This work is helpful for people to understand the erosion details of PVDF and POSS and provides valuable information to design effective protective structure for PVDF against AO impacts in LEO environment. read less NOT USED (high confidence) K. L. Joshi and S. Chaudhuri, “Reactive simulation of the chemistry behind the condensed-phase ignition of RDX from hot spots.,” Physical chemistry chemical physics : PCCP. 2015. link Times cited: 23 Abstract: Chemical events that lead to thermal initiation and spontane… read moreAbstract: Chemical events that lead to thermal initiation and spontaneous ignition of the high-pressure phase of RDX are presented using reactive molecular dynamics simulations. In order to initiate the chemistry behind thermal ignition, approximately 5% of RDX crystal is subjected to a constant temperature thermal pulse for various time durations to create a hot spot. After application of the thermal pulse, the ensuing chemical evolution of the system is monitored using reactive molecular dynamics under adiabatic conditions. Thermal pulses lasting longer than certain time durations lead to the spontaneous ignition of RDX after an incubation period. For cases where the ignition is observed, the incubation period is dominated by intermolecular and intramolecular hydrogen transfer reactions. Contrary to the widely accepted unimolecular models of initiation chemistry, N-N bond dissociations that produce NO2 species are suppressed in the condensed phase. The gradual temperature and pressure increase in the incubation period is accompanied by the accumulation of short-lived, heavier polyradicals. The polyradicals contain intact triazine rings from the RDX molecules. At certain temperatures and pressures, the polyradicals undergo ring-opening reactions, which fuel a series of rapid exothermic chemical reactions leading to a thermal runaway regime with stable gas-products such as N2, H2O and CO2. The evolution of the RDX crystal throughout the thermal initiation, incubation and thermal runaway phases observed in the reactive simulations contains a rich diversity of condensed-phase chemistry of nitramines under high-temperature/pressure conditions. read less NOT USED (high confidence) J. M. Cabrera-Trujillo, J. M. Montejano-Carrizales, F. Aguilera-Granja, and A. Posada-Amarillas, “Theoretical study of the thermally induced structural fluctuations in sub-nanometre size gold clusters,” The European Physical Journal D. 2015. link Times cited: 7 NOT USED (high confidence) M. A. Kabbani et al., “Ambient solid-state mechano-chemical reactions between functionalized carbon nanotubes,” Nature Communications. 2015. link Times cited: 34 NOT USED (high confidence) J. Kroes, F. Pietrucci, A. V. van Duin, and W. Andreoni, “Atom Vacancies on a Carbon Nanotube: To What Extent Can We Simulate their Effects?,” Journal of chemical theory and computation. 2015. link Times cited: 7 Abstract: Atom vacancies are intrinsic defects of carbon nanotubes. Us… read moreAbstract: Atom vacancies are intrinsic defects of carbon nanotubes. Using a zigzag nanotube as reference, this paper focuses on the comparison of calculations performed within density functional theory and a number of classical force fields widely used for carbon systems. The results refer to single and double vacancies and, in particular, to the induced structural changes, the formation energies, and the energy barriers relative to elementary processes such as reconstruction, migration, and coalescence. Characterization of these processes is remarkably different in the different approaches. These findings are meant to contribute to the construction of DFT-based classical schemes for carbon nanostructures. read less NOT USED (high confidence) X. Xue, Y. Wen, X. Long, J. Li, and C. Zhang, “Influence of Dislocations on the Shock Sensitivity of RDX: Molecular Dynamics Simulations by Reactive Force Field,” Journal of Physical Chemistry C. 2015. link Times cited: 42 Abstract: Molecular dynamics simulations of the chemical responses of … read moreAbstract: Molecular dynamics simulations of the chemical responses of shocked dislocation-contained and perfect (p) 1,3,5-trinitro-1,3,5-triazinane (RDX) crystals were performed using the ReaxFF force field combined with the multiscale shock technique. The shear dynamics of four types of dislocated RDX crystals are also modeled. The predicted mobilities of the crystals decrease in the order of (010) [001]/screw (s2) > (010) [001]/edge (e2) > (010) 1/2[100]/screw (s1) > (010)1/2[100]/edge (e1) according to their shear stress barriers, thus revealing the initial driving force required to activate a slip system. In view of the evolution of temperatures, pressures, and reactant decay rates of the shocked perfect and dislocated RDX, we confirm that shock sensitivity follows the order of e2 > e1 > s1 ≈ s2 > p. In particular, all dislocations enhance the shock sensitivity of RDX; in particular, edge dislocations enhance shock sensitivity significantly, whereas screw dislocations enhance it slightly. Shock sensitivity is n... read less NOT USED (high confidence) F. N. Mikhailov, “Molecular dynamics study of the elastic properties of carbine,” Journal of Surface Investigation. X-ray, Synchrotron and Neutron Techniques. 2015. link Times cited: 0 NOT USED (high confidence) N. F. Andrade et al., “Linear Carbon Chains under High-Pressure Conditions,” Journal of Physical Chemistry C. 2015. link Times cited: 38 Abstract: A high-pressure resonance Raman spectroscopy study of linear… read moreAbstract: A high-pressure resonance Raman spectroscopy study of linear carbon chains encapsulated inside multiwalled carbon nanotubes (MWCNTs) is reported. While the frequencies of the tangential modes of carbon nanotubes (G band) harden as the pressure increases, the vibrational frequencies of the chain modes (around 1850 cm–1) decrease, thus indicating a softening of the carbon–carbon bonds in this 1D solid. Pressure-induced irreversible structural changes in the linear carbon chains are unveiled by the red shift in the vibrational modes when pressure is released. These results have been interpreted as being due to a coalescence of carbon chains, and this hypothesis is supported by state-of-the-art atomistic reactive molecular dynamics simulations. read less NOT USED (high confidence) M. Raju, P. Ganesh, P. Kent, and A. Duin, “Reactive Force Field Study of Li/C Systems for Electrical Energy Storage.,” Journal of chemical theory and computation. 2015. link Times cited: 56 Abstract: Graphitic carbon is still the most ubiquitously used anode m… read moreAbstract: Graphitic carbon is still the most ubiquitously used anode material in Li-ion batteries. In spite of its ubiquity, there are few theoretical studies that fully capture the energetics and kinetics of Li in graphite and related nanostructures at experimentally relevant length, time-scales, and Li-ion concentrations. In this paper, we describe the development and application of a ReaxFF reactive force field to describe Li interactions in perfect and defective carbon-based materials using atomistic simulations. We develop force field parameters for Li-C systems using van der Waals-corrected density functional theory (DFT). Grand canonical Monte Carlo simulations of Li intercalation in perfect graphite with this new force field not only give a voltage profile in good agreement with known experimental and DFT results but also capture the in-plane Li ordering and interlayer separations for stage I and II compounds. In defective graphite, the ratio of Li/C (i.e., the capacitance increases and voltage shifts) both in proportion to the concentration of vacancy defects and metallic lithium is observed to explain the lithium plating seen in recent experiments. We also demonstrate the robustness of the force field by simulating model carbon nanostructures (i.e., both 0D and 1D structures) that can be potentially used as battery electrode materials. Whereas a 0D defective onion-like carbon facilitates fast charging/discharging rates by surface Li adsorption, a 1D defect-free carbon nanorod requires a critical density of Li for intercalation to occur at the edges. Our force field approach opens the opportunity for studying energetics and kinetics of perfect and defective Li/C structures containing thousands of atoms as a function of intercalation. This is a key step toward modeling of realistic carbon materials for energy applications. read less NOT USED (high confidence) H. Wang, Y. Feng, X. Zhang, W. Lin, and Y. Zhao, “Study of coal hydropyrolysis and desulfurization by ReaxFF molecular dynamics simulation,” Fuel. 2015. link Times cited: 60 NOT USED (high confidence) J. Paal, C. Verlackt, M. Yusupov, E. Neyts, and A. Bogaerts, “Structural modification of the skin barrier by OH radicals: a reactive molecular dynamics study for plasma medicine,” Journal of Physics D: Applied Physics. 2015. link Times cited: 27 Abstract: While plasma treatment of skin diseases and wound healing ha… read moreAbstract: While plasma treatment of skin diseases and wound healing has been proven highly effective, the underlying mechanisms, and more generally the effect of plasma radicals on skin tissue, are not yet completely understood. In this paper, we perform ReaxFF-based reactive molecular dynamics simulations to investigate the interaction of plasma generated OH radicals with a model system composed of free fatty acids, ceramides, and cholesterol molecules. This model system is an approximation of the upper layer of the skin (stratum corneum). All interaction mechanisms observed in our simulations are initiated by H-abstraction from one of the ceramides. This reaction, in turn, often starts a cascade of other reactions, which eventually lead to the formation of aldehydes, the dissociation of ceramides or the elimination of formaldehyde, and thus eventually to the degradation of the skin barrier function. read less NOT USED (high confidence) V. Chaban, E. Fileti, and O. Prezhdo, “Buckybomb: Reactive Molecular Dynamics Simulation.,” The journal of physical chemistry letters. 2015. link Times cited: 30 Abstract: Energetic materials, such as explosives, propellants, and py… read moreAbstract: Energetic materials, such as explosives, propellants, and pyrotechnics, are widely used in civilian and military applications. Nanoscale explosives represent a special group because of the high density of energetic covalent bonds. The reactive molecular dynamics (ReaxFF) study of nitrofullerene decomposition reported here provides a detailed chemical mechanism of explosion of a nanoscale carbon material. Upon initial heating, C60(NO2)12 disintegrates, increasing temperature and pressure by thousands of Kelvins and bars within tens of picoseconds. The explosion starts with NO2 group isomerization into C-O-N-O, followed by emission of NO molecules and formation of CO groups on the buckyball surface. NO oxidizes into NO2, and C60 falls apart, liberating CO2. At the highest temperatures, CO2 gives rise to diatomic carbon. The study shows that the initiation temperature and released energy depend strongly on the chemical composition and density of the material. read less NOT USED (high confidence) F. V. Mackenzie and B. Thijsse, “Study of Metal/Epoxy Interfaces between Epoxy Precursors and Metal Surfaces Using a Newly Developed Reactive Force Field for Alumina–Amine Adhesion,” Journal of Physical Chemistry C. 2015. link Times cited: 13 Abstract: In this work, we study the adhesion between various alumina … read moreAbstract: In this work, we study the adhesion between various alumina surfaces and precursors of amine-containing epoxies. To accomplish this we have developed a reactive force field (ReaxFF) parametrization for the aluminum–nitrogen interaction and combined this with the aluminum-water and glycine force fields reported in earlier work. Molecular clusters and reaction paths selected to model interfacial phenomena of amine-containing epoxy precursors on alumina were used in the fitting of the ReaxFF parameters. It is shown how this new force field satisfactorily reproduces equilibrium bond lengths and angles as well as binding energies for the proposed structures. Reaction profiles are also fitted in agreement with ab initio calculations performed making use of the nudge elastic band method. To substantiate the parametrization, room temperature molecular dynamics results of ammonia adsorption on alumina are compared using ab initio and ReaxFF methods. Using this new interaction scheme, adsorption energies of dimethy... read less NOT USED (high confidence) J. Zhang, J. Gu, Y. Han, W. Li, Z. Gan, and J. Gu, “Analysis of degradation mechanism of disperse orange 25 in supercritical water oxidation using molecular dynamic simulations based on the reactive force field,” Journal of Molecular Modeling. 2015. link Times cited: 29 NOT USED (high confidence) M. Yusupov, E. Neyts, C. Verlackt, U. Khalilov, A. Duin, and A. Bogaerts, “Inactivation of the Endotoxic Biomolecule Lipid A by Oxygen Plasma Species: A Reactive Molecular Dynamics Study,” Plasma Processes and Polymers. 2015. link Times cited: 41 Abstract: Reactive molecular dynamics simulations are performed to stu… read moreAbstract: Reactive molecular dynamics simulations are performed to study the interaction of reactive oxygen species, such as OH, HO2 and H2O2, with the endotoxic biomolecule lipid A of the gram-negative bacterium Escherichia coli. It is found that the aforementioned plasma species can destroy the lipid A, which consequently results in reducing its toxic activity. A clear difference is observed in the bond breaking mechanisms upon impact of HO2 radicals and H2O2 molecules on one hand and OH radicals on the other hand. Our simulation results are in good agreement with experimental observations. read less NOT USED (high confidence) S. Srinivasan, A. Duin, and P. Ganesh, “Development of a ReaxFF potential for carbon condensed phases and its application to the thermal fragmentation of a large fullerene.,” The journal of physical chemistry. A. 2015. link Times cited: 230 Abstract: In this article, we report the development of a ReaxFF react… read moreAbstract: In this article, we report the development of a ReaxFF reactive potential that can accurately describe the chemistry and dynamics of carbon condensed phases. Density functional theory (DFT)-based calculations were performed to obtain the equation of state for graphite and diamond and the formation energies of defects in graphene and amorphous phases from fullerenes. The DFT data were used to reparametrize ReaxFFCHO, resulting in a new potential called ReaxFFC-2013. ReaxFFC-2013 accurately predicts the atomization energy of graphite and closely reproduces the DFT-based energy difference between graphite and diamond, and the barrier for transition from graphite to diamond. ReaxFFC-2013 also accurately predicts the DFT-based energy barrier for Stone-Wales transformation in a C60(Ih) fullerene through the concerted rotation of a C2 unit. Later, MD simulations of a C180 fullerene using ReaxFFC-2013 suggested that the thermal fragmentation of these giant fullerenes is an exponential function of time. An Arrhenius-type equation was fit to the decay rate, giving an activation energy of 7.66 eV for the loss of carbon atoms from the fullerene. Although the decay of the molecule occurs primarily via the loss of C2 units, we observed that, with an increase in temperature, the probability of loss of larger fragments increases. The ReaxFFC-2013 potential developed in this work, and the results obtained on fullerene fragmentation, provide an important step toward the full computational chemical modeling of coal pyrolysis, soot incandescence, high temperature erosion of graphitic rocket nozzles, and ablation of carbon-based spacecraft materials during atmospheric reentry. read less NOT USED (high confidence) A. Ostadhossein, E. D. Cubuk, G. Tritsaris, E. Kaxiras, S. Zhang, and A. V. van Duin, “Stress effects on the initial lithiation of crystalline silicon nanowires: reactive molecular dynamics simulations using ReaxFF.,” Physical chemistry chemical physics : PCCP. 2015. link Times cited: 85 Abstract: Silicon (Si) has been recognized as a promising anode materi… read moreAbstract: Silicon (Si) has been recognized as a promising anode material for the next-generation high-capacity lithium (Li)-ion batteries because of its high theoretical energy density. Recent in situ transmission electron microscopy (TEM) revealed that the electrochemical lithiation of crystalline Si nanowires (c-SiNWs) proceeds by the migration of the interface between the lithiated Si (LixSi) shell and the pristine unlithiated core, accompanied by solid-state amorphization. The underlying atomic mechanisms of Li insertion into c-Si remain poorly understood. Herein, we perform molecular dynamics (MD) simulations using the reactive force field (ReaxFF) to characterize the lithiation process of c-SiNWs. Our calculations show that ReaxFF can accurately reproduce the energy barriers of Li migration from DFT calculations in both crystalline (c-Si) and amorphous Si (a-Si). The ReaxFF-based MD simulations reveal that Li insertion into interlayer spacing between two adjacent (111) planes results in the peeling-off of the (111) facets and subsequent amorphization, in agreement with experimental observations. We find that breaking of the Si-Si bonds between (111)-bilayers requires a rather high local Li concentration, which explains the atomically sharp amorphous-crystalline interface (ACI). Our stress analysis shows that lithiation induces compressive stress at the ACI layer, causing retardation or even the stagnation of the reaction front, also in good agreement with TEM observations. Lithiation at high temperatures (e.g. 1200 K) shows that Li insertion into c-SiNW results in an amorphous to crystalline phase transformation at Li : Si composition of ∼4.2 : 1. Our modeling results provide a comprehensive picture of the effects of reaction and diffusion-induced stress on the interfacial dynamics and mechanical degradation of SiNW anodes under chemo-mechanical lithiation. read less NOT USED (high confidence) M. M. Islam et al., “ReaxFF molecular dynamics simulations on lithiated sulfur cathode materials.,” Physical chemistry chemical physics : PCCP. 2015. link Times cited: 95 Abstract: Sulfur is a very promising cathode material for rechargeable… read moreAbstract: Sulfur is a very promising cathode material for rechargeable energy storage devices. However, sulfur cathodes undergo a noticeable volume variation upon cycling, which induces mechanical stress. In spite of intensive investigation of the electrochemical behavior of the lithiated sulfur compounds, their mechanical properties are not very well understood. In order to fill this gap, we developed a ReaxFF interatomic potential to describe Li-S interactions and performed molecular dynamics (MD) simulations to study the structural, mechanical, and kinetic behavior of the amorphous lithiated sulfur (a-LixS) compounds. We examined the effect of lithiation on material properties such as ultimate strength, yield strength, and Young's modulus. Our results suggest that with increasing lithium content, the strength of lithiated sulfur compounds improves, although this increment is not linear with lithiation. The diffusion coefficients of both lithium and sulfur were computed for the a-LixS system at various stages of Li-loading. A grand canonical Monte Carlo (GCMC) scheme was used to calculate the open circuit voltage profile during cell discharge. The Li-S binary phase diagram was constructed using genetic algorithm based tools. Overall, these simulation results provide insight into the behavior of sulfur based cathode materials that are needed for developing lithium-sulfur batteries. read less NOT USED (high confidence) J. Larentzos, B. Rice, E. Byrd, N. S. Weingarten, and J. Lill, “Parameterizing complex reactive force fields using multiple objective evolutionary strategies (MOES). Part 1: ReaxFF models for cyclotrimethylene trinitramine (RDX) and 1,1-diamino-2,2-dinitroethene (FOX-7).,” Journal of chemical theory and computation. 2015. link Times cited: 42 Abstract: ReaxFF (van Duin, A.C.T.; Dasgupta, S.; Lorant, F.; Goddard,… read moreAbstract: ReaxFF (van Duin, A.C.T.; Dasgupta, S.; Lorant, F.; Goddard, W.A. J. Phys. Chem. A, 2001, 105, 9396-9409) reactive potentials are parametrized for cyclotrimethylene trinitramine (RDX) and 1,1-diamino-2,2-dinitroethene (FOX-7) in a novel application combining data envelopment analysis and a modern self-adaptive evolutionary algorithm to optimize multiple objectives simultaneously and map the entire family of solutions. In order to correct the poor crystallographic parameters predicted by ReaxFF using its base parametrization (Strachan, A.; van Duin, A. C. T.; Chakraborty, D.; Dasgupta S.; Goddard, W. A. Phys. Rev. Lett., 2003, 91, 098301), we augmented the existing training set data used for parametrization with additional (SAPT)DFT calculations of RDX and FOX-7 dimer interactions. By adjusting a small subset of the ReaxFF parameters that govern long-range interactions, the evolutionary algorithm approach converges on a family of solutions that best describe crystallographic parameters through simultaneous optimization of the objective functions. Molecular dynamics calculations of RDX and FOX-7 are conducted to assess the quality of the force fields, resulting in parametrizations that improve the overall prediction of the crystal structures. read less NOT USED (high confidence) T. C. O’Connor, J. Andzelm, and M. Robbins, “AIREBO-M: a reactive model for hydrocarbons at extreme pressures.,” The Journal of chemical physics. 2015. link Times cited: 189 Abstract: The Adaptive Intermolecular Reactive Empirical Bond Order po… read moreAbstract: The Adaptive Intermolecular Reactive Empirical Bond Order potential (AIREBO) for hydrocarbons has been widely used to study dynamic bonding processes under ambient conditions. However, its intermolecular interactions are modeled by a Lennard-Jones (LJ) potential whose unphysically divergent power-law repulsion causes AIREBO to fail when applied to systems at high pressure. We present a modified potential, AIREBO-M, where we have replaced the singular Lennard-Jones potential with a Morse potential. We optimize the new functional form to improve intermolecular steric repulsions, while preserving the ambient thermodynamics of the original potentials as much as possible. The potential is fit to experimental measurements of the layer spacing of graphite up to 14 GPa and first principles calculations of steric interactions between small alkanes. To validate AIREBO-M's accuracy and transferability, we apply it to a graphite bilayer and orthorhombic polyethylene. AIREBO-M gives bilayer compression consistent with quantum calculations, and it accurately reproduces the quasistatic and shock compression of orthorhombic polyethlyene up to at least 40 GPa. read less NOT USED (high confidence) H. Hirai, “Practical hyperdynamics method for systems with large changes in potential energy.,” The Journal of chemical physics. 2014. link Times cited: 9 Abstract: A practical hyperdynamics method is proposed to accelerate s… read moreAbstract: A practical hyperdynamics method is proposed to accelerate systems with highly endothermic and exothermic reactions such as hydrocarbon pyrolysis and oxidation reactions. In this method, referred to as the "adaptive hyperdynamics (AHD) method," the bias potential parameters are adaptively updated according to the change in potential energy. The approach is intensively examined for JP-10 (exo-tetrahydrodicyclopentadiene) pyrolysis simulations using the ReaxFF reactive force field. Valid boost parameter ranges are clarified as a result. It is shown that AHD can be used to model pyrolysis at temperatures as low as 1000 K while achieving a boost factor of around 10(5). read less NOT USED (high confidence) A. Zandiatashbar, E. Ban, and R. C. Picu, “Stiffness and strength of oxygen-functionalized graphene with vacancies,” Journal of Applied Physics. 2014. link Times cited: 3 Abstract: The 2D elastic modulus (E2D) and strength (σ2D) of defective… read moreAbstract: The 2D elastic modulus (E2D) and strength (σ2D) of defective graphene sheets containing vacancies, epoxide, and hydroxyl functional groups are evaluated at 300 K by atomistic simulations. The fraction of vacancies is controlled in the range 0% to 5%, while the density of functional groups corresponds to O:C ratios in the range 0% to 25%. In-plane modulus and strength diagrams as functions of vacancy and functional group densities are generated using models with a single type of defect and with combinations of two types of defects (vacancies and functional groups). It is observed that in models containing only vacancies, the rate at which strength decreases with increasing the concentration of defects is largest, followed by models containing only epoxide groups and those with only hydroxyl groups. The effect on modulus of vacancies and epoxides present alone in the model is similar, and much stronger than that of hydroxyl groups. When the concentration of defects is large, the combined effect of the funct... read less NOT USED (high confidence) Y.-pu Zhao and X. Zhu, “Physical Mechanisms of Atomic-Scale Friction.” 2014. link Times cited: 1 NOT USED (high confidence) R. Paupitz, C. Junkermeier, A. V. van Duin, and P. S. Branicio, “Fullerenes generated from porous structures.,” Physical chemistry chemical physics : PCCP. 2014. link Times cited: 34 Abstract: A class of macromolecules based on the architecture of the w… read moreAbstract: A class of macromolecules based on the architecture of the well-known fullerenes is theoretically investigated. The building blocks used to geometrically construct these molecules are the two dimensional structures: porous graphene and biphenylene-carbon. Density functional-based tight binding methods as well as reactive molecular dynamics methods are applied to study the electronic and structural properties of these molecules. Our calculations predict that these structures can be stable up to temperatures of 2500 K. The atomization energies of carbon structures are predicted to be in the range of 0.45 eV per atom to 12.11 eV per atom (values relative to the C60 fullerene), while the hexagonal boron nitride analogues have atomization energies between -0.17 eV per atom and 12.01 eV per atom (compared to the B12N12 fullerene). Due to their high porosity, these structures may be good candidates for gas storage and/or molecular encapsulation. read less NOT USED (high confidence) E. Zaminpayma, “Molecular dynamics simulation of mechanical properties and interaction energy of polythiophene/polyethylene/poly(p-phenylenevinylene) and CNTs composites,” Polymer Composites. 2014. link Times cited: 22 Abstract: Carbon nanotubes (CNTs) have very important applications in … read moreAbstract: Carbon nanotubes (CNTs) have very important applications in ultrastrong lightweight materials. CNTs can improve mechanical properties of polymer matrix such as breaking stress and Young's modulus. In this article, we studied the interaction between polythiophene (PT)/polyethylene (PE)/poly(p-phenylenevinylene) (PPV) and CNTs by molecular dynamics (MD) simulation based on a reactive force field (ReaxFF). We studied the influence of CNT diameter, polymer type, and temperature on interaction energy. We found that a large radius CNT at low temperature shows the strongest interaction energy with PT. In addition, we computed the mechanical properties of CNTs-polymer composites such as the breaking stress, breaking strain, and Young's modulus. Our results show that there is a direct relation between mechanical properties and interaction energy. We found that the mechanical properties of CNTs-PT composite are better than CNTs-PPV and CNTs-PE and it is a good candidate for ultrastrong lightweight materials. We studied the influence of temperature on the mechanical properties. Our results show that CNTs-polymer composites show stronger mechanical properties at low temperature. We found that ReaxFF can reproduce the other force fields results and it is a very powerful force field to study the various properties of CNTs-polymer composites. POLYM. COMPOS., 35:2261–2268, 2014. © 2014 Society of Plastics Engineers read less NOT USED (high confidence) R. Mirzaeifar, Z. Qin, and M. Buehler, “Tensile strength of carbyne chains in varied chemical environments and structural lengths,” Nanotechnology. 2014. link Times cited: 16 Abstract: Carbyne and carbyne-based low-dimensional structures are pro… read moreAbstract: Carbyne and carbyne-based low-dimensional structures are promising for several applications including ultra-compact circuits and purification devices. Designing any applied carbyne-based structure requires a fundamental understanding of the mechanical strength of carbyne chains with different lengths at different temperatures and operating chemical environment. Here we use molecular dynamics simulations to investigate the strength of carbyne chains with different lengths at different temperatures. A theoretical framework based on statistical mechanics and molecular dynamics results is presented, proving a fast and insightful method for predicting the rupture force and its physical mechanism. The effect of water molecules’ interaction is also studied on the mechanical properties and it is shown that both the tensile strength and rupture strain are improved by the water interaction. The results of this work can be used for designing and analyzing the robustness and reliability of various carbyne-based materials and applied devices for varies working conditions. read less NOT USED (high confidence) J. D. Deetz and R. Faller, “Parallel optimization of a reactive force field for polycondensation of alkoxysilanes.,” The journal of physical chemistry. B. 2014. link Times cited: 37 Abstract: We have optimized a reactive force field (ReaxFF) in order t… read moreAbstract: We have optimized a reactive force field (ReaxFF) in order to model the gelation of alkoxysilanes in bulk precursor solutions. The force field parameter set was refined using a parallelized local search algorithm. Using this approach, each processor is assigned a small list of parameters. At the end of every iteration, all parameters are updated simultaneously after being independently evaluated. In comparison to the serial evaluation of parameters, this results in faster parametrization of ReaxFF, as well as helps to prevent entrapment in local minima. The resulting model is found to reproduce hydrolysis and condensation reaction energies well. By applying the model to the condensation of silicic acid monomers at several temperatures, the activation energy of silane condensation is determined. The expected behavior, a gradual depletion of hydrolyzed silicon and growth of condensed silica clusters is observed over timescales of a few nanoseconds. The new model is also verified by modeling the early stages of clusterization in an alkoxysilane precursor solution. Both hydrolysis and condensation reactions are observed in a system containing a mixture of tetramethoxysilane, methanol, and water. read less NOT USED (high confidence) M. L. Minus, “Studying the Dependency of Interfacial Formation with Carbon Nanotube.” 2014. link Times cited: 0 Abstract: : The proposed work was focused on understanding the capabil… read moreAbstract: : The proposed work was focused on understanding the capabilities of polymeric materials to form interfacial structures around carbon nanotubes and other nano-carbon materials. The proposed effort led to the development of a new processing route for dispersing nano-carbons in dilute polymer solutions. This dispersion process involved steps of sonication, shearing, and crystallization. The specific combination of these processes resulted in the formation of polymer interfacial growth (i.e., interphase structures) on the nano-carbon surfaces. The interphase formed consisted of either extended-chain or folded-chain polymer crystals depending on the processing route used. This processing approach for the dispersion of nano-carbons and formation of polymer interphase was implemented into fiber processing procedures. In general, these studies showed that the inclusion of interphase structures in the composite fibers led to dramatic increases in the mechanical properties. Beyond mechanical enhancement, the composite fiber morphology was also examined to understand the fundamental links between the processing route use and the resultant structure-property relationship. read less NOT USED (high confidence) E. Fileti, V. Chaban, and O. Prezhdo, “Exploding Nitromethane in Silico, in Real Time.,” The journal of physical chemistry letters. 2014. link Times cited: 14 Abstract: Nitromethane (NM) is widely applied in chemical technology a… read moreAbstract: Nitromethane (NM) is widely applied in chemical technology as a solvent for extraction, cleaning, and chemical synthesis. NM was considered safe for a long time, until a railroad tanker car exploded in 1958. We investigate the detonation kinetics and explosion reaction mechanisms in a variety of systems consisting of NM, molecular oxygen, and water vapor. Reactive molecular dynamics allows us to simulate reactions in time-domain, as they occur in real life. High polarity of the NM molecule is shown to play a key role, driving the first exothermic step of the reaction. Rapid temperature and pressure growth stimulate the subsequent reaction steps. Oxygen is important for faster oxidation, whereas its optimal concentration is in agreement with the proposed reaction mechanism. Addition of water (50 mol %) inhibits detonation; however, water does not prevent detonation entirely. The reported results provide important insights for improving applications of NM and preserving the safety of industrial processes. read less NOT USED (high confidence) A. J. Kocsis, N. A. R. Yedama, and S. W. Cranford, “Confinement and controlling the effective compressive stiffness of carbyne,” Nanotechnology. 2014. link Times cited: 28 Abstract: Carbyne is a one-dimensional chain of carbon atoms, consisti… read moreAbstract: Carbyne is a one-dimensional chain of carbon atoms, consisting of repeating sp-hybridized groups, thereby representing a minimalist molecular rod or chain. While exhibiting exemplary mechanical properties in tension (a 1D modulus on the order of 313 nN and a strength on the order of 11 nN), its use as a structural component at the molecular scale is limited due to its relative weakness in compression and the immediate onset of buckling under load. To circumvent this effect, here, we probe the effect of confinement to enhance the mechanical behavior of carbyne chains in compression. Through full atomistic molecular dynamics, we characterize the mechanical properties of a free (unconfined chain) and explore the effect of confinement radius (R), free chain length (L) and temperature (T) on the effective compressive stiffness of carbyne chains and demonstrate that the stiffness can be tuned over an order of magnitude (from approximately 0.54 kcal mol−1 Å2 to 46 kcal mol−1 Å2) by geometric control. Confinement may inherently stabilize the chains, potentially providing a platform for the synthesis of extraordinarily long chains (tens of nanometers) with variable compressive response. read less NOT USED (high confidence) K. L. Joshi, G. Psofogiannakis, A. V. van Duin, and S. Raman, “Reactive molecular simulations of protonation of water clusters and depletion of acidity in H-ZSM-5 zeolite.,” Physical chemistry chemical physics : PCCP. 2014. link Times cited: 40 Abstract: Using reactive molecular dynamics (RMD), we present an atomi… read moreAbstract: Using reactive molecular dynamics (RMD), we present an atomistic insight into the interaction between water molecules and acidic centers of H-ZSM-5 zeolite. The reactive force field method, ReaxFF, was used to evaluate the adsorption and diffusion of water as well as to study the protonation of water molecules inside zeolite channels. The existing Si/Al/O/H parameters were refitted against DFT calculations to improve the ReaxFF description of interaction between water molecules and the acidic sites of zeolites. The diffusion coefficient of water in the zeolite obtained from refitted parameters is in excellent agreement with experimental results. The molecular dynamics (MD) simulations indicate that protonation of water molecules and acidity of the zeolite catalyst depend on water loadings and temperature and the observed trends compare favorably with existing experimental and theoretical studies. At higher water loadings, protonation of water molecules is more frequent leading to formation and growth of protonated water clusters inside zeolite channels. From the analysis of various reaction channels that were observed during the simulations, we found that such water clusters have relatively short life due to frequent interchange of protons and water molecules among the water clusters. Such proton hopping events play a key role in moving the protons between different acidic centers of zeolite. These simulations show the capability of ReaxFF in providing atomistic details of complex chemical interactions between the water phase and solid acid zeolites. read less NOT USED (high confidence) T. Zhou, H. Song, Y. Liu, and F. Huang, “Shock initiated thermal and chemical responses of HMX crystal from ReaxFF molecular dynamics simulation.,” Physical chemistry chemical physics : PCCP. 2014. link Times cited: 44 Abstract: To gain an atomistic-level understanding of the thermal and … read moreAbstract: To gain an atomistic-level understanding of the thermal and chemical responses of condensed energetic materials under thermal shock, we developed a thermal shock reactive dynamics (TS-RD) computational protocol using molecular dynamics simulation coupled with ReaxFF force field. β-Octahydro-1,3,5,7-tetranitro-1,3,5,7-tetrazocane (HMX) was selected as a a target explosive due to its wide usage in the military and industry. The results show that a thermal shock initiated by a large temperature gradient between the "hot" region and the "cold" region results in thermal expansion of the particles and induces a thermal-mechanical wave propagating back and forth in the system with an averaged velocity of 3.32 km s(-1). Heat propagating along the direction of thermal shock leads to a temperature increment of the system and thus chemical reaction initiation. Applying a continuum reactive heat conduction model combined with the temperature distribution obtained from the RD simulation, a heat conduction coefficient is derived as 0.80 W m(-1) K(-1). The chemical reaction mechanisms during thermal shock were analyzed, showing that the reaction is triggered by N-NO2 bond breaking followed by HONO elimination and ring fission. The propagation rates of the reaction front and reaction center are obtained to be 0.069 and 0.038 km s(-1), based on the time and spatial distribution of NO2. The pressure effect on the thermal shock was also investigated by employing uniaxial compression before the thermal shock. We find that compression significantly accelerates thermal-mechanical wave propagation and heat conduction, resulting in higher temperature and more excited molecules and thus earlier initiation and faster propagation of chemical reactions. read less NOT USED (high confidence) C. Zou, S. Raman, and A. V. van Duin, “Large-scale reactive molecular dynamics simulation and kinetic modeling of high-temperature pyrolysis of the Gloeocapsomorphaprisca microfossils.,” The journal of physical chemistry. B. 2014. link Times cited: 22 Abstract: The ability to predict accurately the thermal conversion of … read moreAbstract: The ability to predict accurately the thermal conversion of complex carbonaceous materials is of value in both petroleum exploration and refining operations. Modeling the thermal cracking of kerogen under basinal heating conditions improves the predrill prediction of oil and gas yields and quality, thereby ultimately lowering the exploration risk. Modeling the chemical structure and reactivity of asphaltene from petroleum vacuum residues enables prediction of coke formation and properties in refinery processes, thereby lowering operating cost. The chemical structure-chemical yield modeling (CS-CYM) developed by Freund et al. is more rigorous, time-consuming, and requires a great deal of chemical insight into reaction network and reaction kinetics. The present work explores the applicability of a more fundamental atomistic simulation using the quantum mechanically based reactive force field to predict the product yield and overall kinetics of decomposition of two biopolymers, namely, the Kukersite and Gutternberg. Reactive molecular dynamics (RMD) simulations were performed on systems consisting of 10(4) to 10(5) atoms at different densities and temperatures to derive the overall kinetic parameters and a lumped kinetic model for pyrolysis. The kinetic parameters derived from the simulated pyrolysis of an individual component and the mixture of all four components in Guttenberg reveal the role of cross-talk between the fragments and enhanced reactivity of component A by radicals from other components. The Arrhenius extrapolation of the model yields reasonable prediction for the overall barrier for cracking. Because simulations were run at very high temperature (T > 1500 K) to study cracking within the simulation time of up to 1 ns, it, however, led to the entropically favored ethylene formation as a dominant decomposition route. Future work will focus on evaluating the applicability of accelerated reactive MD approaches to study cracking. read less NOT USED (high confidence) Z.-H. He, X.-B. Li, L. M. Liu, and W. Zhu, “The intrinsic mechanism of methane oxidation under explosion condition: A combined ReaxFF and DFT study,” Fuel. 2014. link Times cited: 85 NOT USED (high confidence) Q. Li, C. Liu, and X. Chen, “Molecular dynamics simulation of sulphur nucleation in S–H2S system,” Molecular Physics. 2014. link Times cited: 16 Abstract: The mechanism of sulphur nucleation in S–H2S system is inves… read moreAbstract: The mechanism of sulphur nucleation in S–H2S system is investigated by molecular dynamics simulation with the ReaxFF reactive force field. The results indicate that the nucleation of sulphur requires certain conditions. The nucleus of sulphur will form once the allotropes of sulphur dissolve from polysulphanes. Separate sulphur atoms aggregate into the cluster in the initial stage of nucleation according to the snowball effect. The cluster of nucleation is judged by the average distance of the neighbour sulphur atoms, which is identified as 2.8 Å through a parametric study. The sustainable process of nucleation depends on whether the cluster can overcome its critical state. The formation of the cluster may accelerate its own nucleation/coalescence and H2S decomposition. read less NOT USED (high confidence) F. Emami et al., “Force Field and a Surface Model Database for Silica to Simulate Interfacial Properties in Atomic Resolution,” Chemistry of Materials. 2014. link Times cited: 322 Abstract: Silica nanostructures find applications in drug delivery, ca… read moreAbstract: Silica nanostructures find applications in drug delivery, catalysis, and composites, however, understanding of the surface chemistry, aqueous interfaces, and biomolecule recognition remain difficult using current imaging techniques and spectroscopy. A silica force field is introduced that resolves numerous shortcomings of prior silica force fields over the last 30 years and reduces uncertainties in computed interfacial properties relative to experiment from several 100% to less than 5%. In addition, a silica surface model database is introduced for the full range of variable surface chemistry and pH (Q2, Q3, Q4 environments with adjustable degree of ionization) that have shown to determine selective molecular recognition. The force field enables accurate computational predictions of aqueous interfacial properties of all types of silica, which is substantiated by extensive comparisons to experimental measurements. The parameters are integrated into multiple force fields for broad applicability to biomolecu... read less NOT USED (high confidence) A. Jaramillo-Botero, S. Naserifar, and W. Goddard, “General Multiobjective Force Field Optimization Framework, with Application to Reactive Force Fields for Silicon Carbide.,” Journal of chemical theory and computation. 2014. link Times cited: 109 Abstract: First-principles-based force fields prepared from large quan… read moreAbstract: First-principles-based force fields prepared from large quantum mechanical data sets are now the norm in predictive molecular dynamics simulations for complex chemical processes, as opposed to force fields fitted solely from phenomenological data. In principle, the former allow improved accuracy and transferability over a wider range of molecular compositions, interactions, and environmental conditions unexplored by experiments. That is, assuming they have been optimally prepared from a diverse training set. The trade-off has been force field engines that are functionally complex, with a large number of nonbonded and bonded analytical forms that give rise to rather large parameter search spaces. To address this problem, we have developed GARFfield (genetic algorithm-based reactive force field optimizer method), a hybrid multiobjective Pareto-optimal parameter development scheme based on genetic algorithms, hill-climbing routines and conjugate-gradient minimization. To demonstrate the capabilities of GARFfield we use it to develop two very different force fields: (1) the ReaxFF reactive force field for modeling the adiabatic reactive dynamics of silicon carbide growth from an methyltrichlorosilane precursor and (2) the SiC electron force field with effective core pseudopotentials for modeling nonadiabatic dynamic phenomena with highly excited electronic states. The flexible and open architecture of GARFfield enables efficient and fast parallel optimization of parameters from quantum mechanical data sets for demanding applications like ReaxFF, electronic fast forward (or electron force field), and others including atomistic reactive charge-optimized many-body interatomic potentials, Morse, and coarse-grain force fields. read less NOT USED (high confidence) T. Senftle, M. Janik, and A. Duin, “A ReaxFF Investigation of Hydride Formation in Palladium Nanoclusters via Monte Carlo and Molecular Dynamics Simulations,” Journal of Physical Chemistry C. 2014. link Times cited: 51 Abstract: Palladium can readily dissociate and absorb hydrogen from th… read moreAbstract: Palladium can readily dissociate and absorb hydrogen from the gas phase, making it applicable in hydrogen storage devices, separation membranes, and hydrogenation catalysts. To investigate hydrogen transport properties in Pd on the atomic scale, we derived a ReaxFF interaction potential for Pd/H from an extensive set of quantum data for both bulk and surface properties. Using this potential, we employed a recently developed hybrid grand canonical-Monte Carlo/molecular dynamics (GC-MC/MD) method to derive theoretical hydrogen absorption isotherms in Pd bulk crystals and nanoclusters for hydrogen pressures ranging from 10–1 atm to 10–14 atm, and at temperatures ranging from 300 to 500 K. Analysis of the equilibrated cluster structures reveals the contributing roles of surface, subsurface, and bulk regions during the size-dependent transition between the solid solution α phase and the hydride β phase. Additionally, MD simulations of the dissociative adsorption of hydrogen from the gas phase were conducted to... read less NOT USED (high confidence) C. García-Fernández, S. Picaud, M. Rayez, J. Rayez, and J. Rubayo-Soneira, “First-principles study of the interaction between NO and large carbonaceous clusters modeling the soot surface.,” The journal of physical chemistry. A. 2014. link Times cited: 19 Abstract: First-principles calculations are performed to characterize … read moreAbstract: First-principles calculations are performed to characterize the NO adsorption on large carbonaceous clusters modeling the surface of soot. Adsorption on the face and on the edges of perfect and defective clusters is considered in the calculations. It is shown that the first situation corresponds to physisorption and requires taking into account long-range dispersion interactions in the calculations. In contrast, interaction of NO with the unsaturated edge of a defective cluster leads preferentially to a C-N rather than to a C-O chemical binding. This indicates that soot may be an efficient sink for NO in the troposphere only if it contains a high number of unsaturated carbon atoms. From a more fundamental point of view, this study also clearly evidences that quantum calculations have to be carefully conducted when considering the interaction between radical species and carbonaceous surfaces. Problems encountered with the choice of the functional used in density functional theory approaches as well as with the size of the basis set, spin multiplicity, and spin contamination have to be systematically addressed before any relevant conclusion can be drawn. read less NOT USED (high confidence) A. Beste, “ReaxFF study of the oxidation of lignin model compounds for the most common linkages in softwood in view of carbon fiber production.,” The journal of physical chemistry. A. 2014. link Times cited: 62 Abstract: Lignin is an underused but major component of biomass. One p… read moreAbstract: Lignin is an underused but major component of biomass. One possible area of utilization is the production of carbon fiber. A necessary processing step is the stabilization of lignin fiber (typically in an oxygen environment) before high temperature treatment. We investigate oxidative, thermal conversion of lignin using computational methods. Dilignol model compounds for the most common (seven) linkages in softwood are chosen to represent the diverse structure of lignin. We perform molecular dynamics simulation where the potential energy surface is described by a reactive force field (ReaxFF). We calculate overall activation energies for model conversion and reveal initial mechanisms of formaldehyde formation. We record fragmentation patterns and average carbon oxidation numbers at various temperatures. Most importantly, we identify mechanisms for stabilizing reactions that result in cyclic and rigid connections in softwood lignin fibers that are necessary for further processing into carbon fibers. read less NOT USED (high confidence) M. Wood, A. V. van Duin, and A. Strachan, “Coupled thermal and electromagnetic induced decomposition in the molecular explosive αHMX; a reactive molecular dynamics study.,” The journal of physical chemistry. A. 2014. link Times cited: 103 Abstract: We use molecular dynamics simulations with the reactive pote… read moreAbstract: We use molecular dynamics simulations with the reactive potential ReaxFF to investigate the initial reactions and subsequent decomposition in the high-energy-density material α-HMX excited thermally and via electric fields at various frequencies. We focus on the role of insult type and strength on the energy increase for initial decomposition and onset of exothermic chemistry. We find both of these energies increase with the increasing rate of energy input and plateau as the processes become athermal for high loading rates. We also find that the energy increase required for exothermic reactions and, to a lesser extent, that for initial chemical reactions depend on the insult type. Decomposition can be induced with relatively weak insults if the appropriate modes are targeted but increasing anharmonicities during heating lead to fast energy transfer and equilibration between modes that limit the effect of loading type. read less NOT USED (high confidence) G. Odegard, B. D. Jensen, S. Gowtham, J. Wu, J. He, and Z. Zhang, “Predicting mechanical response of crosslinked epoxy using ReaxFF,” Chemical Physics Letters. 2014. link Times cited: 129 NOT USED (high confidence) M. Zheng et al., “Pyrolysis of Liulin Coal Simulated by GPU-Based ReaxFF MD with Cheminformatics Analysis,” Energy & Fuels. 2014. link Times cited: 172 Abstract: In this study, the first GPU-enabled ReaxFF MD program with … read moreAbstract: In this study, the first GPU-enabled ReaxFF MD program with significantly improved performance, surpassing CPU implementations, was employed to explore the initial chemical mechanisms and product distributions in pyrolysis of Liulin coal, a bituminous coal from Shanxi, PRC. The largest coal model ever used in simulation via ReaxFF MD, the Liulin coal molecular model consisting of 28 351 atoms was constructed based on a combination of experiments and classical coal models. The ReaxFF MD simulations at temperatures of 1000-2600 K were performed for 250 Ps to investigate the temperature effects on the product profile and the initial chemical reactions of the Liulin coal model pyrolysis. The generation rates of C-14-C-40 compounds and gas tend to equilibrate within 150-250 ps, indicating that the simulation should allow most of the thermal decomposition reactions complete and the simulated product profiles are reasonable for understanding the chemical reactions of the Liulin coal pyrolysis. The product (gas, tar, and char) evolution tendencies with time and temperature observed in the simulations are fairly in agreement with the experimental tendency reported in the literature. In particular, the evolution trends of three representative products (naphthalene, methyl-naphthalene and dimethyl-naphthalene) with temperature are very consistent with Py-GC/MS experiments. The detailed chemical reactions of the pyrolysis simulation have been generated using VARMD (Visualization and Analysis of Reactive Molecular Dynamics), which was newly created to examine the complexity of the chemical reaction network in ReaxFF MD simulation. The generation and consumption of HO center dot and H3C. radicals with time and temperature are reasonable and consistent both with the evolution of H2O and CH4, and with the detailed chemical reactions obtained as well. The amount of six-membered ring structures was observed to decrease with time and temperature, because of their conversion into 5-membered rings or 7-9-membered rings or even-larger-membered ring structures that will further open and decompose into small fragments. This work demonstrates a new methodology for investigating coal pyrolysis mechanism by combining GPU-enabled high-performance computing with cheminformatics analysis in ReaxFF MD. read less NOT USED (high confidence) H. Zhang, A. F. Fonseca, and K. Cho, “Tailoring Thermal Transport Property of Graphene through Oxygen Functionalization,” Journal of Physical Chemistry C. 2014. link Times cited: 67 Abstract: We compute thermal conductivity of graphene oxide at room te… read moreAbstract: We compute thermal conductivity of graphene oxide at room temperature with molecular dynamics simulation. To validate our simulation model, we have investigated phonon scattering in graphene due to crystal boundary length and isotope defect, both of which are able to diagnose the behavior of long wavelength and short wavelength phonon scattering. Our simulation shows that thermal conductivity of pristine graphene has logarithmic divergence for the boundary length up to 2 μm. As compared with pristine graphene, thermal conductivity of graphene oxide can be reduced by a factor of 25 at low oxygen defect concentration. Moreover, we find that not only the concentration but also the configuration of the oxygen functional groups (e.g., hydroxyl, epoxide, and ether) has significant influence on the thermal conductivity. Through phonon mode analysis, phonon defect scattering as well as phonon localization are mainly responsible for the conspicuous reduced thermal conductivity. The simulation results have provided... read less NOT USED (high confidence) M. Fröhlich, T. Sewell, and D. Thompson, “Molecular dynamics simulations of shock waves in hydroxyl-terminated polybutadiene melts: mechanical and structural responses.,” The Journal of chemical physics. 2014. link Times cited: 22 Abstract: The mechanical and structural responses of hydroxyl-terminat… read moreAbstract: The mechanical and structural responses of hydroxyl-terminated cis-1,4-polybutadiene melts to shock waves were investigated by means of all-atom non-reactive molecular dynamics simulations. The simulations were performed using the OPLS-AA force field but with the standard 12-6 Lennard-Jones potential replaced by the Buckingham exponential-6 potential to better represent the interactions at high compression. Monodisperse systems containing 64, 128, and 256 backbone carbon atoms were studied. Supported shock waves were generated by impacting the samples onto stationary pistons at impact velocities of 1.0, 1.5, 2.0, and 2.5 km s(-1), yielding shock pressures between approximately 2.8 GPa and 12.5 GPa. Single-molecule structural properties (squared radii of gyration, asphericity parameters, and orientational order parameters) and mechanical properties (density, shock pressure, shock temperature, and shear stress) were analyzed using a geometric binning scheme to obtain spatio-temporal resolution in the reference frame centered on the shock front. Our results indicate that while shear stress behind the shock front is relieved on a ∼0.5 ps time scale, a shock-induced transition to a glass-like state occurs with a concomitant increase of structural relaxation times by several orders of magnitude. read less NOT USED (high confidence) S. Singh, S. Costamagna, M. Neek‐Amal, and F. Peeters, “Melting of Partially Fluorinated Graphene: From Detachment of Fluorine Atoms to Large Defects and Random Coils,” arXiv: Materials Science. 2013. link Times cited: 15 Abstract: The melting of fluorographene is very unusual and depends st… read moreAbstract: The melting of fluorographene is very unusual and depends strongly on the degree of fluorination. For temperatures below 1000 K, fully fluorinated graphene (FFG) is thermo-mechanically more stable than graphene but at T$_m\approx$2800 K FFG transits to random coils which is almost twice lower than the melting temperature of graphene, i.e. 5300 K. For fluorinated graphene (PFG) up to 30 % ripples causes detachment of individual F-atoms around 2000 K while for 40-60 % fluorination, large defects are formed beyond 1500 K and beyond 60% of fluorination F-atoms remain bonded to graphene until melting. The results agree with recent experiments on the dependence of the reversibility of the fluorination process on the percentage of fluorination. read less NOT USED (high confidence) Y. Li and B. Hartke, “Approximate photochemical dynamics of azobenzene with reactive force fields.,” The Journal of chemical physics. 2013. link Times cited: 20 Abstract: We have fitted reactive force fields of the ReaxFF type to t… read moreAbstract: We have fitted reactive force fields of the ReaxFF type to the ground and first excited electronic states of azobenzene, using global parameter optimization by genetic algorithms. Upon coupling with a simple energy-gap transition probability model, this setup allows for completely force-field-based simulations of photochemical cis→trans- and trans→cis-isomerizations of azobenzene, with qualitatively acceptable quantum yields. This paves the way towards large-scale dynamics simulations of molecular machines, including bond breaking and formation (via the reactive force field) as well as photochemical engines (presented in this work). read less NOT USED (high confidence) M. Yan et al., “Nanowire templated semihollow bicontinuous graphene scrolls: designed construction, mechanism, and enhanced energy storage performance.,” Journal of the American Chemical Society. 2013. link Times cited: 175 Abstract: Graphene scrolls have been widely investigated for applicati… read moreAbstract: Graphene scrolls have been widely investigated for applications in electronics, sensors, energy storage, etc. However, graphene scrolls with tens of micrometers in length and with other materials in their cavities have not been obtained. Here nanowire templated semihollow bicontinuous graphene scroll architecture is designed and constructed through "oriented assembly" and "self-scroll" strategy. These obtained nanowire templated graphene scrolls can achieve over 30 μm in length with interior cavities between the nanowire and scroll. It is demonstrated through experiments and molecular dynamic simulations that the semihollow bicontinuous structure construction processes depend on the systemic energy, the curvature of nanowires, and the reaction time. Lithium batteries based on V3O7 nanowire templated graphene scrolls (VGSs) exhibit an optimal performance with specific capacity of 321 mAh/g at 100 mA/g and 87.3% capacity retention after 400 cycles at 2000 mA/g. The VGS also shows a high conductivity of 1056 S/m and high capacity of 162 mAh/g at a large density of 3000 mA/g with only 5 wt % graphene added which are 27 and 4.5 times as high as those of V3O7 nanowires, respectively. A supercapacitor made of MnO2 nanowire templated graphene scrolls (MGSs) also shows a high capacity of 317 F/g at 1A/g, which is over 1.5 times than that of MnO2 nanowires without graphene scrolls. These excellent energy storage capacities and cycling performance are attributed to the unique structure of the nanowire templated graphene scroll, which provides continuous electron and ion transfer channels and space for free volume expansion of nanowires during cycling. This strategy and understanding can be used to synthesize other nanowire templated graphene scroll architectures, which can be extended to other fabrication processes and fields. read less NOT USED (high confidence) L. Huang, M. Seredych, T. Bandosz, A. V. van Duin, X. Lu, and K. Gubbins, “Controllable atomistic graphene oxide model and its application in hydrogen sulfide removal.,” The Journal of chemical physics. 2013. link Times cited: 22 Abstract: The determination of an atomistic graphene oxide (GO) model … read moreAbstract: The determination of an atomistic graphene oxide (GO) model has been challenging due to the structural dependence on different synthesis methods. In this work we combine temperature-programmed molecular dynamics simulation techniques and the ReaxFF reactive force field to generate realistic atomistic GO structures. By grafting a mixture of epoxy and hydroxyl groups to the basal graphene surface and fine-tuning their initial concentrations, we produce in a controllable manner the GO structures with different functional groups and defects. The models agree with structural experimental data and with other ab initio quantum calculations. Using the generated atomistic models, we perform reactive adsorption calculations for H2S and H2O∕H2S mixtures on GO materials and compare the results with experiment. We find that H2S molecules dissociate on the carbonyl functional groups, and H2O, CO2, and CO molecules are released as reaction products from the GO surface. The calculation reveals that for the H2O∕H2S mixtures, H2O molecules are preferentially adsorbed to the carbonyl sites and block the potential active sites for H2S decomposition. The calculation agrees well with the experiments. The methodology and the procedure applied in this work open a new door to the theoretical studies of GO and can be extended to the research on other amorphous materials. read less NOT USED (high confidence) L. He, T. Sewell, and D. Thompson, “Molecular dynamics simulations of shock waves in cis-1,4-polybutadiene melts,” Journal of Applied Physics. 2013. link Times cited: 14 Abstract: Molecular dynamics simulations of supported shock waves in m… read moreAbstract: Molecular dynamics simulations of supported shock waves in monodisperse melts of cis-1,4-polybutadiene initially at atmospheric pressure and T = 413 K were performed to study the shock-induced structural changes and post-shock relaxation. Simulations were performed for Rankine-Hugoniot shock pressures between 7.22 GPa and 8.26 GPa using the united-atom force field due to Smith and Paul [G. D. Smith and W. Paul, J. Phys. Chem. A 102, 1200 (1998)] for systems composed of chains containing 32, 64, or 128 united atoms. The sensitivity of the results to the non-bonded interaction potential was studied by comparing results obtained using the Lennard-Jones 12–6 potential from the original Smith and Paul force field to ones obtained when the 12–6 potential was replaced by the Buckingham exponential–6 potential. Several structural and mechanical properties were studied as functions of distance (time) behind the shock front. Bulk relaxation was characterized by calculating profiles of temperature, density, and prin... read less NOT USED (high confidence) G.-T. Bae and C. M. Aikens, “Improved ReaxFF force field parameters for Au-S-C-H systems.,” The journal of physical chemistry. A. 2013. link Times cited: 34 Abstract: Evaluation and reparameterization of previously reported Rea… read moreAbstract: Evaluation and reparameterization of previously reported ReaxFF parameters (Järvi, T. T.; et al. J. Phys. Chem. A 2011, 115, 10315-10322) is carried out for Au-S-C-H systems. Changes in Au-S and Au-Au bond parameters and S-Au-S angle bending parameters yield improvements for bond bending potential energy surfaces. The new ReaxFF parameters lead to good agreement with density functional theory geometries of small clusters and gold-thiolate nanoparticles. The energies of Au38(SCH3)24 clusters are compared, and the new ReaxFF calculations are also in good agreement with PBE calculations for the isomer orderings. In addition, the relative energies of Au40(SCH3)24 nanoparticles and Au-thiolate SAMs are calculated using the updated parameters. These new ReaxFF parameters will enable the study of the geometries and reactivity of larger gold-thiolate nanoparticles. read less NOT USED (high confidence) A. Bochevarov et al., “Jaguar: A high-performance quantum chemistry software program with strengths in life and materials sciences,” International Journal of Quantum Chemistry. 2013. link Times cited: 1287 Abstract: Jaguar is an ab initio quantum chemical program that special… read moreAbstract: Jaguar is an ab initio quantum chemical program that specializes in fast electronic structure predictions for molecular systems of medium and large size. Jaguar focuses on computational methods with reasonable computational scaling with the size of the system, such as density functional theory (DFT) and local second-order Moller–Plesset perturbation theory. The favorable scaling of the methods and the high efficiency of the program make it possible to conduct routine computations involving several thousand molecular orbitals. This performance is achieved through a utilization of the pseudospectral approximation and several levels of parallelization. The speed advantages are beneficial for applying Jaguar in biomolecular computational modeling. Additionally, owing to its superior wave function guess for transition-metal-containing systems, Jaguar finds applications in inorganic and bioinorganic chemistry. The emphasis on larger systems and transition metal elements paves the way toward developing Jaguar for its use in materials science modeling. The article describes the historical and new features of Jaguar, such as improved parallelization of many modules, innovations in ab initio pKa prediction, and new semiempirical corrections for nondynamic correlation errors in DFT. Jaguar applications in drug discovery, materials science, force field parameterization, and other areas of computational research are reviewed. Timing benchmarks and other results obtained from the most recent Jaguar code are provided. The article concludes with a discussion of challenges and directions for future development of the program. © 2013 Wiley Periodicals, Inc. read less NOT USED (high confidence) M. F. Russo, D. Bedrov, S. Singhai, and A. V. van Duin, “Combustion of 1,5-dinitrobiuret (DNB) in the presence of nitric acid using ReaxFF molecular dynamics simulations.,” The journal of physical chemistry. A. 2013. link Times cited: 11 Abstract: In this study we have examined the combustion dynamics of 1,… read moreAbstract: In this study we have examined the combustion dynamics of 1,5-dinitrobiuret (DNB) and nitric acid using reactive molecular dynamics simulations. Simulations were performed using the ReaxFF force field with parameters that were fitted against quantum mechanical calculations on model compounds/clusters relevant for this particular chemical system. Several different compositions were investigated, at densities of 0.5 and 1.0 g/mL, to examine the reaction kinetics in a dense vapor and liquid phase of these mixtures. Our simulations show that at certain compositions of the mixture reaction kinetics result in a very sharp release of thermal energy, which we associate with spontaneous ignition or hypergolicity. Analysis of key reaction mechanisms responsible for this process is discussed. read less NOT USED (high confidence) C. Campañá and R. E. Miller, “Physical properties of liquid hexane and derived polar by-products of hexane autoxidation: molecular dynamics calculations using the TraPPE-UA force field,” Molecular Simulation. 2013. link Times cited: 9 Abstract: Densities, viscosities, thermal conductivities and dielectri… read moreAbstract: Densities, viscosities, thermal conductivities and dielectric constants were calculated at ambient conditions for liquid n-hexane and the aldehyde, ketone, alcohol and carboxylic acid obtained by artificially modifying the tail group of alkane. All calculations were carried out using non-equilibrium molecular dynamics simulations relying on available TraPPE-UA parameterisations. Comparison with experimental data allowed us to evaluate the suitability of such TraPPE-UA models in the estimation of the aforementioned properties. In general, the calculated viscosities and dielectric constants were in good agreement with the experimental observations. Conversely, the simulated thermal conductivities underestimated the empirical data by almost the same amount . In addition, we used our results to judge the influence of the terminal chemical group in determining the physical characteristics of potential by-products generated during hydrocarbon autoxidation. The viscosity of the alkane was found to be affected most by the presence of linear acids. Conversely, its dielectric response was influenced most by linear alcohol traces. read less NOT USED (high confidence) W. Somers, A. Bogaerts, A. Duin, S. Huygh, K. M. Bal, and E. Neyts, “Temperature influence on the reactivity of plasma species on a nickel catalyst surface: An atomic scale study,” Catalysis Today. 2013. link Times cited: 36 NOT USED (high confidence) T. Senftle, R. Meyer, M. Janik, and A. V. van Duin, “Development of a ReaxFF potential for Pd∕O and application to palladium oxide formation.,” The Journal of chemical physics. 2013. link Times cited: 71 Abstract: Oxide formation on palladium surfaces impacts the activity a… read moreAbstract: Oxide formation on palladium surfaces impacts the activity and selectivity of Pd-based catalysts, which are widely employed under oxygen rich operating conditions. To investigate oxidation processes over Pd catalysts at time and length scales inaccessible to quantum based computational methods, we have developed a Pd∕O interaction potential for the ReaxFF reactive force field. The parameters of the ReaxFF potential were fit against an extensive set of quantum data for both bulk and surface properties. Using the resulting potential, we conducted molecular dynamics simulations of oxide formation on Pd(111), Pd(110), and Pd(100) surfaces. The results demonstrate good agreement with previous experimental observations; oxygen diffusion from the surface to the subsurface occurs faster on the Pd(110) surface than on the Pd(111) and Pd(100) surfaces under comparable conditions at high temperatures and pressures. Additionally, we developed a ReaxFF-based hybrid grand canonical Monte Carlo∕molecular dynamics (GC-MC∕MD) approach to assess the thermodynamic stability of oxide formations. This method is used to derive a theoretical phase diagram for the oxidation of Pd935 clusters in temperatures ranging from 300 K to 1300 K and oxygen pressures ranging from 10(-14) atm to 1 atm. We observe good agreement between experiment and ReaxFF, which validates the Pd∕O interaction potential and demonstrates the feasibility of the hybrid GC-MC∕MD method for deriving theoretical phase diagrams. This GC-MC∕MD method is novel to ReaxFF, and is well suited to studies of supported-metal-oxide catalysts, where the extent of oxidation in metal clusters can significantly influence catalytic activity, selectivity, and stability. read less NOT USED (high confidence) J. Ding, G. He, and L. Zhang, “Detailed Temperature-dependent Study of n-Heptane Pyrolysis at High Temperature,” Chinese Journal of Chemical Physics. 2013. link Times cited: 13 Abstract: n‐Heptane is the most important straight chain paraffin in t… read moreAbstract: n‐Heptane is the most important straight chain paraffin in the fossil‐fuel industry. In this work, pyrolysis behavior of n‐heptane at high temperature is investigated by a series of ReaxFF based reactive molecular dynamics simulations. Temperature effects on the n‐heptane pyrolysis and related products distributions have been detailedly analyzed. The simulation results indicate that the temperature effect is characterized in stages. High temperature can accelerate the decomposition of n‐heptane, but the influence becomes small after it reaches a certain level. According to the different reaction behaviors, pyrolysis of n‐heptane could be divided into three stages. The variation trends of the mass fraction evolution of ethylene (C2H4), C3, and C4 calculated from reactive molecular dynamics simulations are in good agreement with the previous experimental results. The apparent activation energy extracted from the first‐order kinetic analysis is 53.96 kcal/mol and a pre‐exponential factor is 55.34×1013 s−1, w... read less NOT USED (high confidence) M. Raju, S.-Y. Kim, A. Duin, and K. Fichthorn, “ReaxFF Reactive Force Field Study of the Dissociation of Water on Titania Surfaces,” Journal of Physical Chemistry C. 2013. link Times cited: 99 Abstract: We studied the adsorption and dissociation of water at 300 K… read moreAbstract: We studied the adsorption and dissociation of water at 300 K on the following TiO2 surfaces: anatase (101), (100), (112), (001), and rutile (110) at various water coverages, using a recently developed ReaxFF reactive force field. The molecular and dissociative adsorption configurations predicted by ReaxFF for various water coverages agree with previous theoretical studies and experiment. ReaxFF predicts a complex distribution of water on these surfaces depending on an intricate balance between the spacing of the adsorption sites (under-coordinated Ti and O surface atoms), water–surface interactions, and water–water interactions. Using molecular dynamics simulations to quantify water dissociation over the TiO2 surfaces at various water coverages, we find that the extent of water dissociation predicted by the ReaxFF reactive force field is in general agreement with previous density-functional theory studies and experiments. We demonstrate a correlation between the extent of water dissociation on different T... read less NOT USED (high confidence) W. Song and S.-jin Zhao, “Development of the ReaxFF reactive force field for aluminum–molybdenum alloy,” Journal of Materials Research. 2013. link Times cited: 10 Abstract: We have developed a reactive force field within the ReaxFF f… read moreAbstract: We have developed a reactive force field within the ReaxFF framework to accurately describe reactions involving aluminum–molybdenum alloy, which are part parameters of Al–O–Mo ternary system metastable intermolecular composites. The parameters are optimized from a training set, whose data come from density functional theory (DFT) calculations and experimental value, such as heat of formation, geometry data, and equation of states, which are reproduced well by ReaxFF. Body-centered cubic molybdenum’s surface energy, vacancy formation, and two transformational paths, Bain and trigonal paths are calculated to validate the ReaxFF ability describing the defects and deformations. Some structures’ elastic constant and phonon are calculated by DFT and ReaxFF to predict the structures’ mechanics and kinetic stability. All those results indicate that the fitted parameters can describe the energy difference of various structures under various circumstances and generally represent the diffusion property but cannot reproduce the elasticity and phonon spectra so well. read less NOT USED (high confidence) J. Ding, L. Zhang, Y. Zhang, and K. Han, “A reactive molecular dynamics study of n-heptane pyrolysis at high temperature.,” The journal of physical chemistry. A. 2013. link Times cited: 104 Abstract: n-Heptane is the most important straight chain paraffin in t… read moreAbstract: n-Heptane is the most important straight chain paraffin in the fossil-fuel industry. In this work, pyrolysis of n-heptane at high temperature is investigated by a series of ReaxFF based reactive molecular dynamic simulations. The pyrolysis correlated intermediate reactions, important product/intermediate distributions, and corresponding kinetics behaviors are systematically analyzed at atomistic level. The results indicate that the entire pyrolysis process is radical-dominated. The unimolecular dissociation is the main pathway of n-heptane decomposition. Initiation of the decomposition is mainly through C-C bond fission. Central C-C bonds would dissociate prior to the terminal ones. Besides, the Rice-Kossiakoff theory is proved for the pyrolysis of n-heptane at the atomistic level. To give a better description of the pyrolysis behavior, some alkane related intermolecular reactions should be considered in the mechanism. The apparent activation energy extracted from the present simulations is 43.02-54.49 kcal/mol in the temperature range 2400-3000 K, which is reasonably consistent with the experimental results. read less NOT USED (high confidence) A. Beese et al., “Bio-inspired carbon nanotube-polymer composite yarns with hydrogen bond-mediated lateral interactions.,” ACS nano. 2013. link Times cited: 101 Abstract: Polymer composite yarns containing a high loading of double-… read moreAbstract: Polymer composite yarns containing a high loading of double-walled carbon nanotubes (DWNTs) have been developed in which the inherent acrylate-based organic coating on the surface of the DWNT bundles interacts strongly with poly(vinyl alcohol) (PVA) through an extensive hydrogen-bond network. This design takes advantage of a toughening mechanism seen in spider silk and collagen, which contain an abundance of hydrogen bonds that can break and reform, allowing for large deformation while maintaining structural stability. Similar to that observed in natural materials, unfolding of the polymeric matrix at large deformations increases ductility without sacrificing stiffness. As the PVA content in the composite increases, the stiffness and energy to failure of the composite also increases up to an optimal point, beyond which mechanical performance in tension decreases. Molecular dynamics (MD) simulations confirm this trend, showing the dominance of nonproductive hydrogen bonding between PVA molecules at high PVA contents, which lubricates the interface between DWNTs. read less NOT USED (high confidence) G. Kovačević and B. Pivac, “Modeling the interface between crystalline silicon and silicon oxide polymorphs,” physica status solidi (a). 2013. link Times cited: 4 Abstract: Structures of interfaces between crystalline silicon and sev… read moreAbstract: Structures of interfaces between crystalline silicon and several polymorphes of crystalline silicon oxides were modeled by molecular dynamics (MD) with Reax force field. MD and annealing procedures were conducted in order to create the most plausible interface structure. As the measure of stability of the interface, the energies of selected subsystems, were calculated. The interface between silicon and β‐cristobalite turned out to have an amorphous arrangement of atoms. In all other interfaces, the crystalline order is preserved with defects in form of dislocated oxygen atoms. The interfaces between silicon and tridymite are the most ordered and energetically the most stable, but with the highest strain in the silicon layer. read less NOT USED (high confidence) K. L. Joshi and A. Duin, “Molecular Dynamics Study on the Influence of Additives on the High-Temperature Structural and Acidic Properties of ZSM-5 Zeolite,” Energy & Fuels. 2013. link Times cited: 14 Abstract: The ReaxFF reactive force field method was used to study the… read moreAbstract: The ReaxFF reactive force field method was used to study the effect of various dopants on the thermal stability and melting process of the zeolites. The force field parameters were fitted against quantum mechanical data for Si/Al/Fe/O/H interactions. Molecular dynamics (MD) simulations were performed using an isothermal–isobaric (NPT) ensemble to investigate the thermal stability of different zeolite frameworks. The zeolite frameworks simulated consisted of silicalite, Al-doped HZSM-5, Fe-doped ZSM5, hydrated ZSM5, and Al- and Fe-doped hydrated HZSM-5. The Lindemann index was used to characterize the melting process. MD results indicate that most of the zeolite frameworks remain stable until 3500 K on the nanosecond time scales accessible to MD simulations. Above 3500 K, the frameworks start to collapse inward, indicating the loss of porous channels. The melting process is initiated due to the disruption of the Si–O–Si network. The presence of water weakens this network due to the hydrogen transfer from w... read less NOT USED (high confidence) S. J. Poovathingal, T. Schwartzentruber, S. Srinivasan, and A. V. van Duin, “Large scale computational chemistry modeling of the oxidation of highly oriented pyrolytic graphite.,” The journal of physical chemistry. A. 2013. link Times cited: 44 Abstract: Large scale molecular dynamics (MD) simulations are performe… read moreAbstract: Large scale molecular dynamics (MD) simulations are performed to study the oxidation of highly oriented pyrolytic graphite (HOPG) by hyperthermal atomic oxygen beam (5 eV). Simulations are performed using the ReaxFF classical reactive force field. We present here additional evidence that this method accurately reproduces ab initio derived energies relevant to HOPG oxidation. HOPG is modeled as multilayer graphene and etch-pit formation and evolution is directly simulated through a large number of sequential atomic oxygen collisions. The simulations predict that an oxygen coverage is first established that acts as a precursor to carbon-removal reactions, which ultimately etch wide but shallow pits, as observed in experiments. In quantitative agreement with experiment, the simulations predict the most abundant product species to be O2 (via recombination reactions), followed by CO2, with CO as the least abundant product species. Although recombination occurs all over the graphene sheet, the carbon-removal reactions occur only about the edges of the etch pit. Through isolated defect analysis on small graphene models as well as trajectory analysis performed directly on the predicted etch pit, the activation energies for the dominant reaction mechanisms leading to O2, CO2, and CO product species are determined to be 0.3, 0.52, and 0.67 eV, respectively. Overall, the qualitative and quantitative agreement between MD simulation and experiment is very promising. Thus, the MD simulation approach and C/H/O ReaxFF parametrization may be useful for simulating high-temperature gas interactions with graphitic materials where the microstructure is more complex than HOPG. read less NOT USED (high confidence) S. Naserifar, L. Liu, W. Goddard, T. Tsotsis, and M. Sahimi, “Toward a Process-Based Molecular Model of SiC Membranes. 1. Development of a Reactive Force Field,” Journal of Physical Chemistry C. 2013. link Times cited: 38 Abstract: A broad class of important materials, such as carbon molecul… read moreAbstract: A broad class of important materials, such as carbon molecular sieves, silicon carbide (SiC), and silicon nitride, are fabricated by temperature-controlled pyrolysis of preceramic polymers. In particular, the fabrication of SiC membranes by pyrolysis of a polymer precursor that contains Si is quite attractive for separation of hydrogen from other gases. It has been quite difficult to extract atomistic-scale information about such SiC membranes since they are amorphous. In principle, ab initio quantum mechanics (QM) can provide information about the structure of the amorphous systems. However, to determine the structure of the SiC membrane layer one should capture in the simulations the various reactive processes involved in forming the layer. This requires QM simulations on systems with about 3000 atoms per cell at temperature of 1200 K for microseconds, which are far beyond the current QM capabilities. Instead, this paper extends the ReaxFF reactive force field, validated for high temperature reactions of other materials, to describe the processes involved in the thermal decomposition of hydridopolycarbosilane (HPCS) to form SiC nanoporous membranes. First, we carry out QM calculations on models meant to capture important reaction steps and structures. Then, we develop a model of the HPCS polymer and utilize ReaxFF to describe the thermal degradation and decomposition of the polymer as the system is heated in the molecular dynamics (MD) simulations. Analysis of the pyrolysis studies and their results leads to various quantities that can be compared with experimental data. Good agreement is found between the data and the results of the MD simulations. read less NOT USED (high confidence) S.-Y. Kim, A. V. van Duin, and J. Kubicki, “Molecular dynamics simulations of the interactions between TiO_2 nanoparticles and water with Na^+ and Cl^−, methanol, and formic acid using a reactive force field,” Journal of Materials Research. 2013. link Times cited: 56 Abstract: Simulations of TiO_2(both rutile and anatase) nanoparticles … read moreAbstract: Simulations of TiO_2(both rutile and anatase) nanoparticles with water, methanol, and formic acid were conducted using a ReaxFF reactive force field to investigate the characteristic behavior of reactivity to these organic solvents. The force field was validated by comparing water dissociative adsorption percentage and bond length between Na and O with density functional theory (DFT) and experimental results. In the simulations, 1-nm rutile and anatase nanoparticles with water, methanol, and formic acid were used, respectively. The numbers of attached hydroxyl with time and nanoparticles distortion levels are presented. We found that the rutile nanoparticle is more reactive than the anatase nanoparticle and that formic acid distorts nanoparticles more than water and methanol. read less NOT USED (high confidence) R. Paupitz, P. A. Autreto, S. Legoas, S. Srinivasan, A. V. van Duin, and D. S. Galvão, “Graphene to fluorographene and fluorographane: a theoretical study,” Nanotechnology. 2013. link Times cited: 76 Abstract: We report here a fully reactive molecular dynamics study on … read moreAbstract: We report here a fully reactive molecular dynamics study on the structural and dynamical aspects of the fluorination of graphene membranes (fluorographene). Our results show that fluorination tends to produce defective areas on the graphene membranes with significant distortions of carbon–carbon bonds. Depending on the amount of incorporated fluorine atoms, large membrane holes were observed due to carbon atom losses. These results may explain the broad distribution of the structural lattice parameter values experimentally observed. We have also investigated the effects of mixing hydrogen and fluorine atoms on the graphene functionalization. Our results show that, when in small amounts, the presence of hydrogen atoms produces a significant decrease in the rate of fluorine incorporation onto the membrane. On the other hand, when fluorine is the minority element, it produces a significant catalytic effect on the rate of hydrogen incorporation. We have also observed the spontaneous formation of new hybrid structures with different stable configurations (chair-like, zigzag-like and boat-like) which we named fluorographane. read less NOT USED (high confidence) U. Khalilov, G. Pourtois, A. Bogaerts, A. V. van Duin, and E. Neyts, “Reactive molecular dynamics simulations on SiO2-coated ultra-small Si-nanowires.,” Nanoscale. 2013. link Times cited: 20 Abstract: The application of core-shell Si-SiO(2) nanowires as nanoele… read moreAbstract: The application of core-shell Si-SiO(2) nanowires as nanoelectronic devices strongly depends on their structure, which is difficult to tune precisely. In this work, we investigate the formation of the core-shell nanowires at the atomic scale, by reactive molecular dynamics simulations. The occurrence of two temperature-dependent oxidation mechanisms of ultra-small diameter Si-NWs is demonstrated. We found that control over the Si-core radius and the SiO(x) (x≤ 2) oxide shell is possible by tuning the growth temperature and the initial Si-NW diameter. Two different structures were obtained, i.e., ultrathin SiO(2) silica nanowires at high temperature and Si core|ultrathin SiO(2) silica nanowires at low temperature. The transition temperature is found to linearly decrease with the nanowire curvature. Finally, the interfacial stress is found to be responsible for self-limiting oxidation, depending on both the initial Si-NW radius and the oxide growth temperature. These novel insights allow us to gain control over the exact morphology and structure of the wires, as is needed for their application in nanoelectronics. read less NOT USED (high confidence) H. Heinz, T.-J. Lin, R. K. Mishra, and F. Emami, “Thermodynamically consistent force fields for the assembly of inorganic, organic, and biological nanostructures: the INTERFACE force field.,” Langmuir : the ACS journal of surfaces and colloids. 2013. link Times cited: 635 Abstract: The complexity of the molecular recognition and assembly of … read moreAbstract: The complexity of the molecular recognition and assembly of biotic-abiotic interfaces on a scale of 1 to 1000 nm can be understood more effectively using simulation tools along with laboratory instrumentation. We discuss the current capabilities and limitations of atomistic force fields and explain a strategy to obtain dependable parameters for inorganic compounds that has been developed and tested over the past decade. Parameter developments include several silicates, aluminates, metals, oxides, sulfates, and apatites that are summarized in what we call the INTERFACE force field. The INTERFACE force field operates as an extension of common harmonic force fields (PCFF, COMPASS, CHARMM, AMBER, GROMACS, and OPLS-AA) by employing the same functional form and combination rules to enable simulations of inorganic-organic and inorganic-biomolecular interfaces. The parametrization builds on an in-depth understanding of physical-chemical properties on the atomic scale to assign each parameter, especially atomic charges and van der Waals constants, as well as on the validation of macroscale physical-chemical properties for each compound in comparison to measurements. The approach eliminates large discrepancies between computed and measured bulk and surface properties of up to 2 orders of magnitude using other parametrization protocols and increases the transferability of the parameters by introducing thermodynamic consistency. As a result, a wide range of properties can be computed in quantitative agreement with experiment, including densities, surface energies, solid-water interface tensions, anisotropies of interfacial energies of different crystal facets, adsorption energies of biomolecules, and thermal and mechanical properties. Applications include insight into the assembly of inorganic-organic multiphase materials, the recognition of inorganic facets by biomolecules, growth and shape preferences of nanocrystals and nanoparticles, as well as thermal transitions and nanomechanics. Limitations and opportunities for further development are also described. read less NOT USED (high confidence) L. Huang, T. Bandosz, K. L. Joshi, A. V. van Duin, and K. Gubbins, “Reactive adsorption of ammonia and ammonia/water on CuBTC metal-organic framework: a ReaxFF molecular dynamics simulation.,” The Journal of chemical physics. 2013. link Times cited: 41 Abstract: We report ReaxFF molecular dynamics simulations for reactive… read moreAbstract: We report ReaxFF molecular dynamics simulations for reactive adsorption of NH(3) on dehydrated CuBTC metal-organic framework. If the temperature is moderate (up to 125 °C), the dehydrated CuBTC demonstrates a good hydrostatic stability for water concentrations up to 4.0 molecules per copper site. However, if the temperature increases to 550 K, the dehydrated CuBTC will collapse even at a small water concentration, 1.0 H(2)O molecule per copper site. When NH(3) molecules are adsorbed in the channel and micropores of CuBTC, they prefer to chemisorb to the copper sites rather than forming a dimer with another NH(3) molecule. The formation of equimolar Cu(2)(NH(2))(4) and (NH(4))(3)BTC structures is observed at 348 K, which is in good agreement with previous experimental findings. The dehydrated CuBTC framework is partially collapsed upon NH(3) adsorption, while the Cu-Cu dimer structure remains stable under the investigated conditions. Further calculations reveal that the stability of CuBTC is related to the ammonia concentration. The critical NH(3) concentration after which the dehydrated CuBTC starts to collapse is determined to be 1.0 NH(3) molecule per copper site. Depending on whether NH(3) concentration is below or above the critical value, the dehydrated CuBTC can be stable to a higher temperature, 378 K, or can collapse at a lower temperature, 250 K. H(2)O∕NH(3) mixtures have also been studied, and we find that although water molecules do not demonstrate a strong interaction with the copper sites of CuBTC, the existence of water molecules can substantially prevent ammonia from interacting with CuBTC, and thus reduce the amount of chemisorbed NH(3) molecules on CuBTC and stabilize the CuBTC framework to some extent. read less NOT USED (high confidence) T.-R. Shan, R. Wixom, A. Mattsson, and A. Thompson, “Atomistic simulation of orientation dependence in shock-induced initiation of pentaerythritol tetranitrate.,” The journal of physical chemistry. B. 2013. link Times cited: 53 Abstract: The dependence of the reaction initiation mechanism of penta… read moreAbstract: The dependence of the reaction initiation mechanism of pentaerythritol tetranitrate (PETN) on shock orientation and shock strength is investigated with molecular dynamics simulations using a reactive force field and the multiscale shock technique. In the simulations, a single crystal of PETN is shocked along the [110], [001], and [100] orientations with shock velocities in the range 3-10 km/s. Reactions occur with shock velocities of 6 km/s or stronger, and reactions initiate through the dissociation of nitro and nitrate groups from the PETN molecules. The most sensitive orientation is [110], while [100] is the most insensitive. For the [001] orientation, PETN decomposition via nitro group dissociation is the dominant reaction initiation mechanism, while for the [110] and [100] orientations the decomposition is via mixed nitro and nitrate group dissociation. For shock along the [001] orientation, we find that CO-NO(2) bonds initially acquire more kinetic energy, facilitating nitro dissociation. For the other two orientations, C-ONO(2) bonds acquire more kinetic energy, facilitating nitrate group dissociation. read less NOT USED (high confidence) W. Goddard, “Recovery Act: Molecular Simulation of Dissolved Inorganic Carbons for Underground Brine CO2 Sequestration.” 2012. link Times cited: 0 Abstract: To further our understanding and develop the method for meas… read moreAbstract: To further our understanding and develop the method for measuring the DICs under geological sequestration conditions, we studied the infrared spectra of DICs under high pressure and temperature conditions. First principles simulations of DICs in brine conditions were performed using a highly optimized ReaxFF-DIC forcefield. The thermodynamics stability of each species were determined using the 2PT method, and shown to be consistent with the Reax simulations. More importantly, we have presented the IR spectra of DIC in real brine conditions as a function of temperature and pressure. At near earth conditions, we find a breaking of the O-C-O bending modes into asymmetric and symmetric modes, separated by 100cm{sup -1} at 400K and 5 GPa. These results can now be used to calibrate FTIR laser measurements. read less NOT USED (high confidence) T. Chantawansri, T. Sirk, E. Byrd, J. Andzelm, and B. Rice, “Shock Hugoniot calculations of polymers using quantum mechanics and molecular dynamics.,” The Journal of chemical physics. 2012. link Times cited: 36 Abstract: Using quantum mechanics (QM) and classical force-field based… read moreAbstract: Using quantum mechanics (QM) and classical force-field based molecular dynamics (FF), we have calculated the principle shock Hugoniot curves for numerous amorphous polymers including poly[methyl methacrylate] (PMMA), poly[styrene], polycarbonate, as well as both the amorphous and crystalline forms of poly[ethylene]. In the FF calculations, we considered a non-reactive force field (i.e., polymer consistent FF). The QM calculations were performed with density functional theory (DFT) using dispersion corrected atom centered pseudopotentials. Overall, results obtained by DFT show much better agreement with available experimental data than classical force fields. In particular, DFT calculated Hugoniot curves for PMMA up to 74 GPa are in very good agreement with experimental data, where a preliminary study of chain fracture and association was also performed. Structure analysis calculations of the radius of gyration and carbon-carbon radial distribution function were also carried out to elucidate contraction of the polymer chains with increasing pressure. read less NOT USED (high confidence) S. W. Cranford, D. B. Brommer, and M. Buehler, “Extended graphynes: simple scaling laws for stiffness, strength and fracture.,” Nanoscale. 2012. link Times cited: 152 Abstract: The mono-atomistic structure and chemical stability of graph… read moreAbstract: The mono-atomistic structure and chemical stability of graphene provides a promising platform to design a host of novel graphene-like materials. Using full atomistic first-principles based ReaxFF molecular dynamics, here we perform a systematic comparative study of the stability, structural and mechanical properties of graphynes - a variation of the sp(2) carbon motif wherein the characteristic hexagons of graphene are linked by sp(1) acetylene (single- and triple-bond) carbyne-like chains. The introduction of acetylene links introduces an effective penalty in terms of stability, elastic modulus (i.e., stiffness), and failure strength, which can be predicted as a function of acetylene repeats, or, equivalently, lattice spacing. We quantify the mechanical properties of experimental accessible graphdiyne, with a modulus on the order of 470 to 580 GPa and a ultimate strength on the order of 36 GPa to 46 GPa (direction dependent). We derive general scaling laws for the cumulative effects of additional acetylene repeats, formulated through a simple discrete spring-network framework, allowing extrapolation of mechanical performance to highly extended graphyne structures. Onset of local tensile buckling results in a transitional regime characterized by a severe reduction of strength (ultimate stress), providing a new basis for scaling extended structures. Simple fracture simulations support the scaling functions, while uncovering a "two-tier" failure mode for extended graphynes, wherein structural realignment facilitates stress transfer beyond initial failure. Finally, the specific modulus and strength (normalized by areal density) is found to be near-constant, suggesting applications for light-weight, yet structurally robust molecular components. read less NOT USED (high confidence) R. D. Santos, E. Perim, P. A. Autreto, G. Brunetto, and D. Galvão, “On the unzipping of multiwalled carbon nanotubes,” Nanotechnology. 2012. link Times cited: 46 Abstract: Graphene nanoribbons (GNRs) are very interesting structures … read moreAbstract: Graphene nanoribbons (GNRs) are very interesting structures which can retain graphene’s high carrier mobility while presenting a finite bandgap. These properties make GNRs very valuable materials for the building of nanodevices. Unzipping carbon nanotubes (CNTs) is considered one of the most promising approaches for GNR controlled and large-scale production, although some of the details of the CNT unzipping processes are not completely known. In this work we have investigated CNT unzipping processes through fully atomistic molecular dynamics simulations using reactive force fields (ReaxFF). Multiwalled CNTs of different dimensions and chiralities under induced mechanical stretching were considered. Our results show that fracture patterns and stress profiles are highly CNT chirality dependent. Our results also show that the ‘crests’ (partially unzipped CNT regions presenting high curvature), originating from defective CNT areas, can act as a guide for the unzipping processes, which can explain the almost perfectly linear cuts frequently observed in unzipped CNTs. read less NOT USED (high confidence) M. Yusupov, E. Neyts, U. Khalilov, R. Snoeckx, A. Duin, and A. Bogaerts, “Atomic-scale simulations of reactive oxygen plasma species interacting with bacterial cell walls,” New Journal of Physics. 2012. link Times cited: 97 Abstract: In recent years there has been growing interest in the use o… read moreAbstract: In recent years there has been growing interest in the use of low-temperature atmospheric pressure plasmas for biomedical applications. Currently, however, there is very little fundamental knowledge regarding the relevant interaction mechanisms of plasma species with living cells. In this paper, we investigate the interaction of important plasma species, such as O3, O2 and O atoms, with bacterial peptidoglycan (or murein) by means of reactive molecular dynamics simulations. Specifically, we use the peptidoglycan structure to model the gram-positive bacterium Staphylococcus aureus murein. Peptidoglycan is the outer protective barrier in bacteria and can therefore interact directly with plasma species. Our results demonstrate that among the species mentioned above, O3 molecules and especially O atoms can break important bonds of the peptidoglycan structure (i.e. C–O, C–N and C–C bonds), which subsequently leads to the destruction of the bacterial cell wall. This study is important for gaining a fundamental insight into the chemical damaging mechanisms of the bacterial peptidoglycan structure on the atomic scale. read less NOT USED (high confidence) X. Zhang, Z. Xu, L. Hui, J. Xin, and F. Ding, “How the Orientation of Graphene Is Determined during Chemical Vapor Deposition Growth,” Journal of Physical Chemistry Letters. 2012. link Times cited: 94 Abstract: We present a theoretical study on the determination of graph… read moreAbstract: We present a theoretical study on the determination of graphene orientation on the catalyst surface in chemical vapor deposition growth. Our study reveals that the interaction between the graphene wall and catalyst surface is weak and not sensitive to the orientation of graphene. The graphene edge–catalyst interaction is strong and sensitively depends on the graphene orientation. Therefore, the graphene edge–catalyst interaction is responsible for the orientation determination of a small graphene island in the early stage of graphene growth, and such an orientation can be inherited by the matured graphene due to the high barrier of graphene island rotation. On the basis of the mechanism of graphene orientation determination, various controversial-like experimental puzzles have been well-explained, and a potential of synthesizing large-area single-crystalline graphene on either single-crystalline or polycrystalline catalyst surfaces is revealed. read less NOT USED (high confidence) V. Agarwal, P. J. Dauenhauer, G. Huber, and S. Auerbach, “Ab initio dynamics of cellulose pyrolysis: nascent decomposition pathways at 327 and 600 °C.,” Journal of the American Chemical Society. 2012. link Times cited: 122 Abstract: We modeled nascent decomposition processes in cellulose pyro… read moreAbstract: We modeled nascent decomposition processes in cellulose pyrolysis at 327 and 600 °C using Car-Parrinello molecular dynamics (CPMD) simulations with rare events accelerated with the metadynamics method. We used a simulation cell comprised of two unit cells of cellulose Iβ periodically repeated in three dimensions to mimic the solid cellulose. To obtain initial conditions at reasonable densities, we extracted coordinates from larger classical NPT simulations at the target temperatures. CPMD-metadynamics implemented with various sets of collective variables, such as coordination numbers of the glycosidic oxygen, yielded a variety of chemical reactions such as depolymerization, fragmentation, ring opening, and ring contraction. These reactions yielded precursors to levoglucosan (LGA)-the major product of pyrolysis-and also to minor products such as 5-hydroxy-methylfurfural (HMF) and formic acid. At 327 °C, we found that depolymerization via ring contraction of the glucopyranose ring to the glucofuranose ring occurs with the lowest free-energy barrier (20 kcal/mol). We suggest that this process is key for formation of liquid intermediate cellulose, observed experimentally above 260 °C. At 600 °C, we found that a precursor to LGA (pre-LGA) forms with a free-energy barrier of 36 kcal/mol via an intermediate/transition state stabilized by anchimeric assistance and hydrogen bonding. Conformational freedom provided by expansion of the cellulose matrix at 600 °C was found to be crucial for formation of pre-LGA. We performed several comparison calculations to gauge the accuracy of CPMD-metadynamics barriers with respect to basis set and level of theory. We found that free-energy barriers at 600 °C are in the order pre-LGA < pre-HMF < formic acid, explaining why LGA is the kinetically favored product of fast cellulose pyrolysis. read less NOT USED (high confidence) P. O. Hubin, D. Jacquemin, L. Leherte, J. André, A. Duin, and D. P. Vercauteren, “Ab initio quantum chemical and ReaxFF-based study of the intramolecular iminium–enamine conversion in a proline-catalyzed reaction,” Theoretical Chemistry Accounts. 2012. link Times cited: 83 NOT USED (high confidence) D. A. Newsome, D. Sengupta, H. Foroutan, M. F. Russo, and A. Duin, “Oxidation of Silicon Carbide by O2 and H2O: A ReaxFF Reactive Molecular Dynamics Study, Part I,” Journal of Physical Chemistry C. 2012. link Times cited: 158 Abstract: Simulations of the initial oxidation process of a SiC surfac… read moreAbstract: Simulations of the initial oxidation process of a SiC surface exposed to O2 and H2O molecules was studied with ReaxFF, an atomically detailed reactive molecular dynamics method that naturally models the breaking and forming of bonds. In this work, the ReaxFF forcefield was first expanded by training it with new quantum mechanics data of the binding energy, equation of state, and heat of formation of the SiC crystal, along with data from earlier studies that describes Si – Si, Si – O, and Si – H interactions. This expanded ReaxFF forcefield is capable of simultaneously describing both Si–C–O and Si–O–H bonding interactions. Using the forcefield, oxidation simulations were performed at various temperatures (in the range of 500 to 5000 K), and the trajectories were analyzed. The analyses showed that SiC gradually transforms into the oxides of silicon with simultaneous formation of a graphite-like layer. In presence of excess O2, the graphite-like layer was further oxidized to CO and CO2. We also analyzed the... read less NOT USED (high confidence) T. Pan, L. Sun, and Q. Yu, “RETRACTED ARTICLE: An atomistic-based chemophysical environment for evaluating asphalt oxidation and antioxidants,” Journal of Molecular Modeling. 2012. link Times cited: 4 NOT USED (high confidence) S. J. Poovathingal and T. Schwartzentruber, “Computational Chemistry Modelling of the Oxidation of Highly Oriented Pyrolitic Graphite (HOPG).” 2012. link Times cited: 8 Abstract: At these high temperatures, dissociated oxygen atoms (O) str… read moreAbstract: At these high temperatures, dissociated oxygen atoms (O) strike the TPS surface leading to several possible gas-surface chemical reactions. Specifically, the oxygen atom could chemically bond to the surface, it could recombine with another adsorbed oxygen and leave the surface as a molecule (O2), or the impinging atom could ’oxidize’ the carbon surface resulting in products such as CO and CO2 leaving the surface and being injected into the boundary layer. Such oxidation reactions result in the recession of the surface (surface ablation). Currently, much uncertainty exists in both the dominant reactions themselves as well as the rates of these reactions. The mechanisms and rates are required as input into state-of-the-art CFD simulations of hypersonic flows. Experimental determination of the chemical mechanisms themselves under extreme hypersonic conditions is difficult and often they must be inferred from macroscopic observations such as heat flux and surface recession measurements. However, as the field of computational chemistry continues to advance in step with advances in computational power, fundamental chemistry studies may be able to provide insight into the chemical mechanisms and associated rates for such surface ablation processes. www.boeing.com read less NOT USED (high confidence) Y. Shin et al., “Variable charge many-body interatomic potentials,” MRS Bulletin. 2012. link Times cited: 56 Abstract: Recent developments in reactive potentials for the simulatio… read moreAbstract: Recent developments in reactive potentials for the simulation of complex bonding and complex chemistry are reviewed. In particular, the reactive force field and charged optimized many-body methods are two paradigms that enable atoms to autonomously determine their charge state and the nature of their local bonding environments. The capabilities of these methods are illustrated by examples involving ionic-covalent systems, a metal-covalent system, a high- k dielectric gate stack, and the interaction of water with an oxide. Prospects for future development and applications are also discussed. read less NOT USED (high confidence) M. T. Knippenberg, P. Mikulski, K. E. Ryan, S. Stuart, G. Gao, and J. Harrison, “Bond-order potentials with split-charge equilibration: application to C-, H-, and O-containing systems.,” The Journal of chemical physics. 2012. link Times cited: 25 Abstract: A method for extending charge transfer to bond-order potenti… read moreAbstract: A method for extending charge transfer to bond-order potentials, known as the bond-order potential/split-charge equilibration (BOP/SQE) method [P. T. Mikulski, M. T. Knippenberg, and J. A. Harrison, J. Chem. Phys. 131, 241105 (2009)], is integrated into a new bond-order potential for interactions between oxygen, carbon, and hydrogen. This reactive potential utilizes the formalism of the adaptive intermolecular reactive empirical bond-order potential [S. J. Stuart, A. B. Tutein, and J. A. Harrison, J. Chem. Phys. 112, 6472 (2000)] with additional terms for oxygen and charge interactions. This implementation of the reactive potential is able to model chemical reactions where partial charges change in gas- and condensed-phase systems containing oxygen, carbon, and hydrogen. The BOP/SQE method prevents the unrestricted growth of charges, often observed in charge equilibration methods, without adding significant computational time, because it makes use of a quantity which is calculated as part of the underlying covalent portion of the potential, namely, the bond order. The implementation of this method with the qAIREBO potential is designed to provide a tool that can be used to model dynamics in a wide range of systems without significant computational cost. To demonstrate the usefulness and flexibility of this potential, heats of formation for isolated molecules, radial distribution functions of liquids, and energies of oxygenated diamond surfaces are calculated. read less NOT USED (high confidence) K. Farah, F. Müller-Plathe, and M. Böhm, “Classical reactive molecular dynamics implementations: state of the art.,” Chemphyschem : a European journal of chemical physics and physical chemistry. 2012. link Times cited: 71 Abstract: Reactive molecular dynamics (RMD) implementations equipped w… read moreAbstract: Reactive molecular dynamics (RMD) implementations equipped with force field approaches to simulate both the time evolution as well as chemical reactions of a broad class of materials are reviewed herein. We subdivide the RMD approaches developed during the last decade as well as older ones already reviewed in 1995 by Srivastava and Garrison and in 2000 by Brenner into two classes. The methods in the first RMD class rely on the use of a reaction cutoff distance and employ a sudden transition from the educts to the products. Due to their simplicity these methods are well suited to generate equilibrated atomistic or material-specific coarse-grained polymer structures. In connection with generic models they offer useful qualitative insight into polymerization reactions. The methods in the second RMD class are based on empirical reactive force fields and implement a smooth and continuous transition from the educts to the products. In this RMD class, the reactive potentials are based on many-body or bond-order force fields as well as on empirical standard force fields, such as CHARMM, AMBER or MM3 that are modified to become reactive. The aim with the more sophisticated implementations of the second RMD class is the investigation of the reaction kinetics and mechanisms as well as the evaluation of transition state geometries. Pure or hybrid ab initio, density functional, semi-empirical, molecular mechanics, and Monte Carlo methods for which no time evolution of the chemical systems is achieved are excluded from the present review. So are molecular dynamics techniques coupled with quantum chemical methods for the treatment of the reactive regions, such as Car-Parinello molecular dynamics. read less NOT USED (high confidence) P. A. Autreto, D. Galvão, R. D. Santos, and S. Legoas, “Graphene to Fluorographene: A Reactive Molecular Dynamics Study.” 2012. link Times cited: 0 Abstract: We have investigated, using fully reactive molecular dynamic… read moreAbstract: We have investigated, using fully reactive molecular dynamics methodology, the structural and dynamical aspects of the fluorination of graphene membranes leading to fluographene formation. The strong and fast chemical reactivity processes involving fluorine produce distinct aspects of the observed in the case of the hydrogenation of graphene (the so called graphane formation). Fluorination tends to produce significant defective areas on the graphene membrane with alteration on the typical carbon-carbon distances, sometimes with the presence of large holes due to carbon losses. This may explain the broad distribution of values of lattice parameter experimentally observed. read less NOT USED (high confidence) D. Mathieu, “Formation Enthalpies Derived from Pairwise Interactions: A Step toward More Transferable Reactive Potentials for Organic Compounds.,” Journal of chemical theory and computation. 2012. link Times cited: 4 Abstract: A new approach to the development and parametrization of rea… read moreAbstract: A new approach to the development and parametrization of reactive potentials for organic compounds is put forward. As a byproduct of preliminary efforts in this direction, the performance of a simple representation of the energy of equilibrium structures in term of pairwise atom-atom and bond-bond contributions is investigated. For now, each contribution is assumed constant, given the multiplicity of covalent bonds, rather than computed on-the-fly from geometries and bond orders. In spite of this rough approximation, the approach performs remarkably well by comparison with semiempirical quantum chemical methods. Nevertheless, further refinement proves necessary for some unstable species involved in chemical reactions. As it stands, the present model appears as a promising basis in view of less empirical and more versatile alternatives to group contribution methods for the fast prediction of heats of formation, although much work remains to be done to demonstrate its value as a starting point toward better reactive potentials. read less NOT USED (high confidence) S. Kumar, K. Joshi, A. V. van Duin, and M. Haque, “Can amorphization take place in nanoscale interconnects?,” Nanotechnology. 2012. link Times cited: 7 Abstract: The trend of miniaturization has highlighted the problems of… read moreAbstract: The trend of miniaturization has highlighted the problems of heat dissipation and electromigration in nanoelectronic device interconnects, but not amorphization. While amorphization is known to be a high pressure and/or temperature phenomenon, we argue that defect density is the key factor, while temperature and pressure are only the means. For nanoscale interconnects carrying modest current density, large vacancy concentrations may be generated without the necessity of high temperature or pressure due to the large fraction of grain boundaries and triple points. To investigate this hypothesis, we performed in situ transmission electron microscope (TEM) experiments on 200 nm thick (80 nm average grain size) aluminum specimens. Electron diffraction patterns indicate partial amorphization at modest current density of about 105 A cm−2, which is too low to trigger electromigration. Since amorphization results in drastic decrease in mechanical ductility as well as electrical and thermal conductivity, further increase in current density to about 7 × 105 A cm−2 resulted in brittle fracture failure. Our molecular dynamics (MD) simulations predict the formation of amorphous regions in response to large mechanical stresses (due to nanoscale grain size) and excess vacancies at the cathode side of the thin films. The findings of this study suggest that amorphization can precede electromigration and thereby play a vital role in the reliability of micro/nanoelectronic devices. read less NOT USED (high confidence) L. Liu, Y. Liu, S. Zybin, H. Sun, and W. Goddard, “ReaxFF-lg: correction of the ReaxFF reactive force field for London dispersion, with applications to the equations of state for energetic materials.,” The journal of physical chemistry. A. 2011. link Times cited: 374 Abstract: The practical levels of density functional theory (DFT) for … read moreAbstract: The practical levels of density functional theory (DFT) for solids (LDA, PBE, PW91, B3LYP) are well-known not to account adequately for the London dispersion (van der Waals attraction) so important in molecular solids, leading to equilibrium volumes for molecular crystals ~10-15% too high. The ReaxFF reactive force field is based on fitting such DFT calculations and suffers from the same problem. In the paper we extend ReaxFF by adding a London dispersion term with a form such that it has low gradients (lg) at valence distances leaving the already optimized valence interactions intact but behaves as 1/R(6) for large distances. We derive here these lg corrections to ReaxFF based on the experimental crystal structure data for graphite, polyethylene (PE), carbon dioxide, and nitrogen and for energetic materials: hexahydro-1,3,5-trinitro-1,3,5-s-triazine (RDX), pentaerythritol tetranitrate (PETN), 1,3,5-triamino-2,4,6-trinitrobenzene (TATB), and nitromethane (NM). After this dispersion correction the average error of predicted equilibrium volumes decreases from 18.5 to 4.2% for the above systems. We find that the calculated crystal structures and equation of state with ReaxFF-lg are in good agreement with experimental results. In particular, we examined the phase transition between α-RDX and γ-RDX, finding that ReaxFF-lg leads to excellent agreement for both the pressure and volume of this transition occurring at ~4.8 GPa and ~2.18 g/cm(3) density from ReaxFF-lg vs 3.9 GPa and ~2.21 g/cm(3) from experiment. We expect ReaxFF-lg to improve the descriptions of the phase diagrams for other energetic materials. read less NOT USED (high confidence) H. Qian, A. V. van Duin, K. Morokuma, and S. Irle, “Reactive Molecular Dynamics Simulation of Fullerene Combustion Synthesis: ReaxFF vs DFTB Potentials.,” Journal of chemical theory and computation. 2011. link Times cited: 74 Abstract: The dynamic fullerene self-assembly process during benzene c… read moreAbstract: The dynamic fullerene self-assembly process during benzene combustion was studied using classical Reactive Force Field (ReaxFF) nonequilibrium molecular dynamics (MD) simulations. In order to drive the combustion process, the hydrogen to carbon (H/C) ratio was gradually reduced during the course of the MD simulations. Target temperatures of 2500 and 3000 K were maintained by using a Berendsen thermostat. Simulation conditions and hydrogen removal strategies were chosen to match closely a previous quantum chemical MD (QM/MD) study based on the density-functional tight-binding (DFTB) potential ( Saha et al. ACS Nano 2009 , 3 , 2241 ) to allow a comparison between the two different potentials. Twenty trajectories were computed at each target temperature, and hydrocarbon cluster size, CxHy composition, average carbon cluster curvature, carbon hybridization type, and ring count statistics were recorded as a function of time. Similarly as in the QM/MD simulations, only giant fullerene cages in the range from 155 to 212 carbon atoms self-assembled, and no C60 cages were observed. The most notable difference concerned the time required for completing cage self-assembly: Depending on temperature, it takes between 50 and 150 ps in DFTB/MD simulations but never less than 100 ps and frequently several 100s ps in ReaxFF/MD simulations. In the present system, the computational cost of ReaxFF/MD is about 1 order of magnitude lower than that of the corresponding DFTB/MD. Overall, the ReaxFF/MD simulations method paints a qualitatively similar picture of fullerene formation in benzene combustion when compared to direct MD simulations based on the DFTB potential. read less NOT USED (high confidence) L. Liu, C. Bai, H. Sun, and W. Goddard, “Mechanism and kinetics for the initial steps of pyrolysis and combustion of 1,6-dicyclopropane-2,4-hexyne from ReaxFF reactive dynamics.,” The journal of physical chemistry. A. 2011. link Times cited: 99 Abstract: We report the kinetic analysis and mechanism for the initial… read moreAbstract: We report the kinetic analysis and mechanism for the initial steps of pyrolysis and combustion of a new fuel material, 1,6-dicyclopropane-2,4-hexyne, that has enormous heats of pyrolysis and combustion, making it a potential high-energy fuel or fuel additive. These studies employ the ReaxFF force field for reactive dynamics (RD) simulations of both pyrolysis and combustion processes for both unimolecular and multimolecular systems. We find that both pyrolysis and combustion initiate from unimolecular reactions, with entropy-driven reactions being most important in both processes. Pyrolysis initiates with extrusion of an ethylene molecule from the fuel molecule and is followed quickly by isomerization of the fuel molecule, which induces additional radicals that accelerate the pyrolysis process. In the combustion process, we find three distinct mechanisms for the O(2) attack on the fuel molecule: (1) attack on the cyclopropane, ring expanding to form the cyclic peroxide which then decomposes; (2) attack onto the central single bond of the diyne which then fissions to form two C(5)H(5)O radicals; (3) attack on the alkyne-cyclopropane moiety to form a seven-membered ring peroxide which then decomposes. Each of these unimolecular combustion processes releases energy that induces additional radicals to accelerate the combustion process. Here oxygen has major effects both as the radical acceptor and as the radical producer. We extract both the effective activation energy and the effective pre-exponential factor by kinetic analysis of pyrolysis and combustion from these ReaxFF simulations. The low value of the derived effective activation energy (26.18 kcal/mol for pyrolysis and 16.40 kcal/mol for combustion) reveals the high activity of this fuel molecule. read less NOT USED (high confidence) D. Wei, Y. Song, and F. Wang, “A simple molecular mechanics potential for μm scale graphene simulations from the adaptive force matching method.,” The Journal of chemical physics. 2011. link Times cited: 54 Abstract: A simple molecular mechanics force field for graphene (PPBE-… read moreAbstract: A simple molecular mechanics force field for graphene (PPBE-G) was created by force matching the density functional theory Perdew-Burke-Ernzerhof forces using the adaptive force matching method recently developed in our group. The PPBE-G potential was found to provide significantly more accurate forces than other existing force fields. Several properties of graphene, such as Young's modulus, bending rigidity, and thermal conductivity, have been studied with our potential. The calculated properties are in good agreement with corresponding density functional theory and experimental values. The thermal conductivity calculated with reverse non-equilibrium molecular dynamics depends sensitively on graphene size thus requiring the simulation of large sheets for convergence. Since the PPBE-G potential only contains simple additive energy expressions, it is very computationally efficient and is capable of modeling large graphene sheets in the μm length scale. read less NOT USED (high confidence) S. Maeda, R. Saito, and K. Morokuma, “Finding Minimum Structures on the Seam of Crossing in Reactions of Type A + B → X: Exploration of Nonadiabatic Ignition Pathways of Unsaturated Hydrocarbons.,” The journal of physical chemistry letters. 2011. link Times cited: 26 Abstract: A new theoretical approach is proposed for finding automatic… read moreAbstract: A new theoretical approach is proposed for finding automatically minimum structures on the seam of crossing (MSX) in reactions of type A + B → X, where the artificial-force-induced reaction (AFIR) method is combined with the seam model function (SMF) approach. Its application to reactions between triplet dioxygen and unsaturated hydrocarbons provided many MSX structures. In addition to known ignition pathways, we discovered a pathway through a new type of MSX in the reaction of dioxygen with aromatic hydrocarbons; for benzene, this new pathway requires a lower energy than those of three known ignition pathways and is likely to be the most important. This demonstrates that the AFIR-SMF approach has the ability to discover unknown/unexpected MSX structures without prejudice for presumed pathways or mechanisms. read less NOT USED (high confidence) K. L. Joshi, A. Duin, and T. Jacob, “Development of a ReaxFF description of gold oxides and initial application to cold welding of partially oxidized gold surfaces,” Journal of Materials Chemistry. 2010. link Times cited: 30 Abstract: We present the ReaxFF reactive force field methodology for m… read moreAbstract: We present the ReaxFF reactive force field methodology for modeling a gold–oxygen binary system. The force field parameters were fitted against a data set including equations of state, heats of formation and binding energies derived from DFT calculations. The trained force field was then used to study the diffusion properties of oxygen on a gold surface. The diffusion study shows that oxygen atoms have a relatively low mobility on the gold surface. We also present a prospective application of this force field by performing molecular dynamics simulations studying the effect of oxidation level on contact strength of a cold welded joint. The results indicate that low levels of oxidation can significantly impact the joint cohesive energy. read less NOT USED (high confidence) P. Valentini, T. Schwartzentruber, and I. Cozmuta, “Molecular dynamics simulation of O2 sticking on Pt(111) using the ab initio based ReaxFF reactive force field.,” The Journal of chemical physics. 2010. link Times cited: 45 Abstract: The molecular dynamics technique with the ab initio based cl… read moreAbstract: The molecular dynamics technique with the ab initio based classical reactive force field ReaxFF is used to study the adsorption dynamics of O(2) on Pt(111) for both normal and oblique impacts. Overall, good quantitative agreement with the experimental data is found at low incident energies. Specifically, our simulations reproduce the characteristic minimum of the trapping probability at kinetic incident energies around 0.1 eV. This feature is determined by the presence of a physisorption well in the ReaxFF potential energy surface (PES) and the progressive suppression of a steering mechanism when increasing the translational kinetic energy (or the molecule's rotational energy) because of steric hindrance. In the energy range between 0.1 and 0.4 eV, the sticking probability increases, similar to molecular beam sticking data. For very energetic impacts (above 0.4 eV), ReaxFF predicts sticking probabilities lower than experimental sticking data by almost a factor of 3 due to an overall less attractive ReaxFF PES compared to experiments and density functional theory. For oblique impacts, the trapping probability is reduced by the nonzero parallel momentum because of the PES corrugation and does not scale with the total incident kinetic energy. Furthermore, our simulations predict quasispecular (slightly supraspecular) distributions of angles of reflection, in accordance with molecular beam experiments. Increasing the beam energy (between 1.2 and 1.7 eV) causes the angular distributions to broaden and to exhibit a tail toward the surface normal because molecules have enough momentum to get very near the surface and thus probe more corrugated repulsive regions of the PES. read less NOT USED (high confidence) A. Bagri, C. Mattevi, M. Acik, Y. Chabal, M. Chhowalla, and V. Shenoy, “Structural evolution during the reduction of chemically derived graphene oxide.,” Nature chemistry. 2010. link Times cited: 1556 NOT USED (high confidence) B. Saha, S. Irle, and K. Morokuma, “Formation mechanism of polycyclic aromatic hydrocarbons in benzene combustion: Quantum chemical molecular dynamics simulations.,” The Journal of chemical physics. 2010. link Times cited: 23 Abstract: High temperature quantum chemical molecular dynamics simulat… read moreAbstract: High temperature quantum chemical molecular dynamics simulations on the polycyclic aromatic hydrocarbon (PAH) formation during combustion of benzene were performed using the density-functional tight-binding (DFTB) method. Systems with varying H/C of 0.8, 0.6, 0.4, and 0.2 and temperatures of T(n)=2500 K and T(n)=3000 K were employed for the study of the PAH formation and growth mechanism, and trajectories were analyzed by recording average C:H compositions, common elementary reactions and molecular species, ring count, and other characteristic quantities as functions of time. We found that at H/C=0.8 mostly short polyacetylenic hydrocarbons were formed, and no significant PAH growth was found. At lower H/C ratio, longer polyacetylenic chains started to form and new five- and six-membered rings were created due to chain entanglement. Significant PAH growth forming only pericondensed PAHs was observed at lower H/C ratios of 0.4 and 0.2. In addition, smaller hydrocarbon species, such as C(2)H(2), C(2)H, and C(2), are constantly produced by fragmentation of hydrocarbons (unimolecular reactions) and remain common species, although they are simultaneously consumed by the H-abstraction-C(2)H(2)-addition growth mechanism. Hydrogen is found to have a clear inhibitive effect on PAH and carbon cluster growth in general, in agreement with recent experimental observations. read less NOT USED (high confidence) J. Mueller, A. Duin, and W. Goddard, “Development and Validation of ReaxFF Reactive Force Field for Hydrocarbon Chemistry Catalyzed by Nickel,” Journal of Physical Chemistry C. 2010. link Times cited: 285 Abstract: To enable the study of hydrocarbon reactions catalyzed by ni… read moreAbstract: To enable the study of hydrocarbon reactions catalyzed by nickel surfaces and particles using reactive molecular dynamics on thousands of atoms as a function of temperature and pressure, we have developed the ReaxFF reactive force field to describe adsorption, decomposition, reformation and desorption of hydrocarbons as they interact with the nickel surface. The ReaxFF parameters were determined by fitting to the geometries and energy surfaces from quantum mechanics (QM) calculations for a large number of reaction pathways for hydrocarbon molecules chemisorbed onto nickel (111), (100) and (110) surfaces, supplemented with QM equations of state for nickel and nickel carbides. We demonstrate the validity and accuracy of ReaxFF by applying it to study the reaction dynamics of hydrocarbons as catalyzed by nickel particles and surfaces. For the dissociation of methyl on the (111), (100), and stepped (111) surfaces of nickel, we observe the formation of chemisorbed CH plus subsurface carbide. We observe that th... read less NOT USED (high confidence) E. Salmon, A. Duin, F. Lorant, P. Marquaire, and W. Goddard, “Early maturation processes in coal. Part 2: Reactive dynamics simulations using the ReaxFF reactive force field on Morwell Brown coal structures,” Organic Geochemistry. 2009. link Times cited: 176 NOT USED (high confidence) B. Saha, S. Shindo, S. Irle, and K. Morokuma, “Quantum chemical molecular dynamics simulations of dynamic fullerene self-assembly in benzene combustion.,” ACS nano. 2009. link Times cited: 38 Abstract: Using density-functional tight-binding (DFTB)-based quantum … read moreAbstract: Using density-functional tight-binding (DFTB)-based quantum chemical molecular dynamics at 2500 and 3000 K, we have performed simulations of benzene combustion by gradually reducing the hydrogen to carbon (H/C) ratio. The accuracy of DFTB for these simulations was found to be on the order of 7-9 kcal/mol when compared to higher-level B3LYP and G3-like quantum chemical methods in extensive benchmark calculations. Ninety direct-dynamics trajectories were run for up to 225 ps simulation time, during which hydrocarbon cluster size, curvature, and C(x)H(y) composition, carbon hybridization type, and ring count statistics were recorded. Giant fullerene cage formation was observed only after hydrogen was completely eliminated from the reaction mixture, with yields of around 50% at 2500 K and 42% at 3000 K. Cage sizes are mostly in the range from 152 to 202 carbon atoms, with the distribution shifting toward larger cages at lower temperature. In contrast to previous simulations of dynamics fullerene assembly from ensembles of C(2) molecules, we find that the resulting cages show smaller number of attached carbon chains (antenna) surviving until cage closure. Again, no direct formation pathway for C(60) from smaller fragments was observed. Our results challenge the idealized picture of "ordered" growth of PAHs along a route involving only maximally condensed and fully hydrogenated graphene platelets, and favor instead fleeting open-chains with ring structures attached, featuring a large number of hydrogen defects, pentagons, and other nonhexagon ring species. read less NOT USED (high confidence) T. Järvi et al., “Development of a ReaxFF description for gold,” The European Physical Journal B. 2008. link Times cited: 61 NOT USED (high confidence) P. J. Donoghue, P. Helquist, P. Norrby, and O. Wiest, “Development of a Q2MM Force Field for the Asymmetric Rhodium Catalyzed Hydrogenation of Enamides.,” Journal of chemical theory and computation. 2008. link Times cited: 61 Abstract: The rhodium catalyzed asymmetric hydrogenation of enamides t… read moreAbstract: The rhodium catalyzed asymmetric hydrogenation of enamides to generate amino acid products and derivatives is a widely used method to generate unnatural amino acids. The choice of a chiral ligand is of utmost importance in this reaction and is often based on high throughput screening or simply trial and error. A virtual screening method can greatly increase the speed of the ligand screening process by calculating expected enantiomeric excesses from relative energies of diastereomeric transition states. Utilizing the Q2MM method, new molecular mechanics parameters are derived to model the hydride transfer transition state in the reaction. The new parameters were based off of structures calculated at the B3LYP/LACVP** level of theory and added to the MM3* force field. The new parameters were validated against a test set of experimental data utilizing a wide range of bis-phosphine ligands. The computational model agreed with experimental data well overall, with an unsigned mean error of 0.6 kcal/mol against a set of 18 data points from experiment. The major errors in the computational model were due either to large energetic errors at high e.e., still resulting in qualitative agreement, or cases where large steric interactions prevent the reaction from proceeding as expected. read less NOT USED (high confidence) W. Goddard, K. Chenoweth, S. Pudar, A. Duin, and M. Cheng, “Structures, Mechanisms, and Kinetics of Selective Ammoxidation and Oxidation of Propane over Multi-metal Oxide Catalysts,” Topics in Catalysis. 2008. link Times cited: 52 NOT USED (high confidence) J. Liu, H. Zhao, X. Fan, and Y. Zhang, “Investigation on Formation Mechanisms of Methanol During Cellulose Insulation Aging Based on Molecular Dynamics Simulation,” IEEE Access. 2021. link Times cited: 5 Abstract: In recent years, methanol has been proposed as a chemical in… read moreAbstract: In recent years, methanol has been proposed as a chemical indicator to assess the aging condition of cellulose insulation in oil-immersed power transformers. However, the formation mechanisms of methanol during cellulose degradation are not clear enough. In this paper, such formation mechanisms were studied using molecular dynamics simulation. Three main formation pathways of methanol were found and discussed. Analysis of the Mayer bonds of cellulose revealed that each atom of cellulose contributes differently to methanol formation. The methylol groups on the 5-carbon atom of the 1-pyran ring and 4-pyran ring of cellulose are more readily detached to form methanol molecules. In addition, changes in the amount of methanol molecule with simulation time were investigated. The results indicated that the separate existence of initial moisture and oxygen has no significant effect on the formation of methanol, while the co-existence of initial moisture and initial oxygen catalyzes the conversion of cellulose degradation products to methanol. The findings reported in this paper can provide a valuable theoretical basis for further studies on methanol as an indicator to evaluate the residual life of cellulose insulation. read less NOT USED (high confidence) Y. Cao et al., “Hydrogen peroxide synthesis on porous graphitic carbon nitride using water as a hydrogen source,” Journal of Materials Chemistry. 2020. link Times cited: 8 Abstract: Using water as a hydrogen source is a promising strategy for… read moreAbstract: Using water as a hydrogen source is a promising strategy for alternative hydrogen peroxide (H2O2) synthesis. By a series of ab initio molecular dynamics (AIMD) simulations and reactive molecular dynamics (RxMD) calculations, fundamental details have been revealed regarding how liquid water interacts with oxygen on a metal-free carbon nitride catalyst, and the two-step reaction mechanism of H2O2 synthesis. Metal-free porous graphitic carbon nitride (g-C5N2) catalysts are also systematically screened by using a thermodynamics approach through the ab initio density functional theory (DFT) method. Key results include: (a) pristine g-C5N2 is most active to catalyze the H2O/O2 reaction and produce H2O2; (b) the adsorption and activation of water at unsaturated carbon sites of g-C5N2 are critical to initiate the H2O/O2 reaction, producing HOO* intermediates; (c) interfacial free water and adsorbed water at g-C5N2 form a synergetic proton transfer cluster to promote HOO* intermediates to form H2O2. To the best of our knowledge, this work presents long-needed theoretical details of direct H2O2 synthesis via the water/oxygen system, which can guide further optimization of carbon-based catalysts for oxygen reduction reactions. read less NOT USED (high confidence) P. Chandra, L. Pandey, S. Das, V. Soni, J. Bellare, and H. Lau, “Biointerface Engineering: Prospects in Medical Diagnostics and Drug Delivery,” Biointerface Engineering: Prospects in Medical Diagnostics and Drug Delivery. 2020. link Times cited: 8 NOT USED (high confidence) M. Rozhkov, N. Abramenko, A. Kolesnikova, and A. Romanov, “Zero misorientation interfaces in graphene,” Letters on Materials. 2020. link Times cited: 6 Abstract: This article presents the results on the modeling of straigh… read moreAbstract: This article presents the results on the modeling of straight-line interfaces that induce no misorientation of adjacent regions in graphene: zero misorientation interfaces (ZMIs). The interfaces in the hexagonal graphene lattice are represented as ensembles of disclinated carbon rings with broken rotational symmetry of the sixth order. The basic elements of such ensembles are structural units — complexes of disclinated rings with zero disclination charge. Using molecular dynamics simulation, the energies and atomic densities for ZMIs are found. Calculations demonstrate that atomic densities in ZMIs are lower than the atomic density in defect-free graphene. No direct correlation has been revealed between the atomic density and the interface energy. It is assumed, that the elastic field caused by ZMI defect structure contributes significantly to the energy of interface. Low-energy ZMIs possess linear energies not exceeding ~0.6 – 0.8 eV / Å, that is comparable to the energies of the grain boundaries, i. e. boundaries with misorientation, in graphene. Based on a mesoscopic approach operating with disclination schemes, in which defective carbon rings are replaced by disclinations, strain maps are plotted, and energies are found for two selected low-energy ZMIs. It is demonstrated that, at the distance of ZMI half-period from interface line, strains decrease to values of ~0.05. The energies of low-energy ZMIs calculated within the framework of two approaches: atomistic and mesoscopic, although differ numerically, coincide by the order of magnitude. read less NOT USED (high confidence) Q. Mao and K. Luo, “Trace metal assisted polycyclic aromatic hydrocarbons fragmentation, growth and soot nucleation,” Proceedings of the Combustion Institute. 2019. link Times cited: 21 NOT USED (high confidence) C. G. Bresnahan, “Modeling Chemical Reactivity in Aqueous and Organic Systems: From Electronic Structure Methods to Force Field Development.” 2019. link Times cited: 0 NOT USED (high confidence) L. Sun and W. Deng, “Recent developments of first‐principles force fields,” Wiley Interdisciplinary Reviews: Computational Molecular Science. 2017. link Times cited: 18 Abstract: Molecular mechanics force fields derived from first‐principl… read moreAbstract: Molecular mechanics force fields derived from first‐principles calculations represent the next generation of force fields for molecular dynamics simulations. In recent years, a large amount of first‐principles force fields have been developed in the fields of physical and biological fields. Here, we review the first‐principles force fields especially for simulating the adsorption of small molecules in nanoporous materials and on surfaces. We describe the latest developments in force field parameterization and application, primarily in the last 10 years. Emphasis is placed on the procedure in developing these first‐principles force fields. We discuss the selections of first‐principles methods and fragment models during the parameterization. As the first‐principles force fields are available in a wide range of simulation packages, it is anticipated that use of these force fields will lead to new discoveries of the adsorption phenomena in nanoporous materials and on surfaces. WIREs Comput Mol Sci 2017, 7:e1282. doi: 10.1002/wcms.1282 read less NOT USED (high confidence) T. S. Asche, P. Behrens, and A. Schneider, “Validation of the COMPASS force field for complex inorganic–organic hybrid polymers,” Journal of Sol-Gel Science and Technology. 2016. link Times cited: 27 NOT USED (high confidence) A. Chatzopoulos, “Numerical Simulations of Metal-Oxides.” 2015. link Times cited: 0 Abstract: Oxides like silicates, alumina or periclase, are materials w… read moreAbstract: Oxides like silicates, alumina or periclase, are materials with significant properties and are therefore investigated extensively in experiment and in theory. The aim of this PhD thesis was to propose and further to develop methods, which make molecular dynamic simulations of oxides with large particle numbers and for long simulation times possible.
The work consists of three parts. In the first one the already existing methods for simulating oxides will be discussed, while in the second one their methodological progress will be presented. The third chapter is solely reserved for the phenomenon of flexoelectricity, which has been discovered during the visualization of the crack propagation in alumina.
Oxide, wie z.B. Silikate, Korund oder Periklas, sind bedeutende Funktionswerkstoffe und werden daher experimentell wie theoretisch intensiv untersucht. Ziel dieser Dissertation war es, Verfahren vorzustellen und derart zu optimieren, dass sie Molekulardynamiksimulationen von Oxiden mit grosen Teilchenzahlen und uber lange Zeiten ermoglichen.
Die Arbeit gliedert sich dabei in drei Bereiche. Im ersten Teil wird auf die einzelnen bereits vorhandenen Methoden zur Simulation von Oxiden eingegangen, im zweiten Kapitel deren Verbesserung vorgestellt. Der dritte Bereich widmet sich ausschlieslich dem Phanomen der Flexoelektrizitat, welche durch die geschickte Visualisierung der Rissausbreitung in Korund entdeckt wurde. read less NOT USED (high confidence) P. O. Hubin, D. Jacquemin, L. Leherte, and D. P. Vercauteren, “Accessing the free energy profile of a ring closure in a proline-catalyzed reaction using a reactive force field,” Theoretical Chemistry Accounts. 2015. link Times cited: 5 NOT USED (high confidence) E. Iype and A. A. Steenhoven, “In silico characterisation of magnesium salt hydrates as energy storage materials.” 2014. link Times cited: 3 Abstract: • A submitted manuscript is the author's version of the… read moreAbstract: • A submitted manuscript is the author's version of the article upon submission and before peer-review. There can be important differences between the submitted version and the official published version of record. People interested in the research are advised to contact the author for the final version of the publication, or visit the DOI to the publisher's website. • The final author version and the galley proof are versions of the publication after peer review. • The final published version features the final layout of the paper including the volume, issue and page numbers. read less NOT USED (high confidence) A. Beste, “ReaxFF Study of the Oxidation of Softwood Lignin in View of Carbon Fiber Production,” Energy & Fuels. 2014. link Times cited: 34 Abstract: We investigate the oxidative, thermal conversion of softwood… read moreAbstract: We investigate the oxidative, thermal conversion of softwood lignin by performing molecular dynamics simulations based on a reactive force field (ReaxFF). The lignin samples are constructed from coniferyl alcohol units, which are connected through linkages that are randomly selected from a natural distribution of linkages in softwood. The goal of this work is to simulate the oxidative stabilization step during carbon fiber production from lignin precursor. We find that at simulation conditions where stabilization reactions occur, the lignin fragments have already undergone extensive degradation. The 5-5 linkage shows the highest reactivity towards cyclization and dehydrogenation. read less NOT USED (high confidence) S. Keten, C. Chou, A. V. van Duin, and M. Buehler, “Tunable nanomechanics of protein disulfide bonds in redox microenvironments.,” Journal of the mechanical behavior of biomedical materials. 2012. link Times cited: 54 NOT USED (definite) A. Mokhalingam, R. Ghaffari, R. Sauer, and S. S. Gupta, “Comparing quantum, molecular and continuum models for graphene at large deformations,” Carbon. 2019. link Times cited: 11 NOT USED (definite) M. Kowalik, C. M. Ashraf, B. Damirchi, D. Akbarian, S. Rajabpour, and A. V. van Duin, “Atomistic Scale Analysis of the Carbonization Process for C/H/O/N-Based Polymers with the ReaxFF Reactive Force Field.,” The journal of physical chemistry. B. 2019. link Times cited: 107 Abstract: During the carbonization process of raw polymer precursors, … read moreAbstract: During the carbonization process of raw polymer precursors, graphitic structures can evolve. The presence of these graphitic structures affects mechanical properties of the carbonized carbon fibers. To gain a better understanding of the chemistry behind the evolution of these structures, we performed atomistic-scale simulations using the ReaxFF reactive force field. Three different polymers were considered as a precursor: idealized ladder PAN (polyacrylonitrile), a proposed oxidized PAN, and poly( p-phenylene-2,6-benzobisoxazole). We determined the underlying molecular details of polymer conversion into a carbon fiber structure. Because these are C/H/O/N-based polymers, we first developed an improved force field for C/H/O/N chemistry based on the density functional theory data with a particular focus on N2 formation kinetics and its interactions with polymer-associated radicals formed during the carbonization process. Then, using this improved force field, we performed atomistic-scale simulations of the initial stage of the carbonization process for the considered polymers. On the basis of our simulation data, the molecular pathways for the formation of low-molecular-weight gas species and all-carbon ring formation were determined. We also examined the possible alignment of the developed all-carbon 6-membered ring clusters, which is crucial for the further graphitic structure evolution. read less NOT USED (definite) K. M. S. Uddin and B. Middendorf, “Reactivity of Different Crystalline Surfaces of C3S During Early Hydration by the Atomistic Approach,” Materials. 2019. link Times cited: 10 Abstract: Early hydration of tricalcium silicate (C3S) has received gr… read moreAbstract: Early hydration of tricalcium silicate (C3S) has received great attention over the years due to the increased use of composite cement with a reduced number of clinker phases, especially the addition of what should be very reactive C3S to guarantee early strength. Although many mechanisms have been proposed, the dissolution of polygonal C3S at the material interface is not yet fully understood. Over the last decade, computational methods have been developed to describe the reaction in the cementitious system. This paper proposes an atomistic insight into the early hydration and the dissolution mechanism of calcium from different crystalline planes of C3S using reactive force field (ReaxFF) combined with metadynamics (metaD). The reactivity and thermodynamic stability of different crystal planes were calculated from the dissolution profile of calcium during hydration at 298 K. The simulation results, clearly describe the higher reactivity of (01¯1¯), (011), (100), and (1¯00) surfaces of C3S due to the strong interaction with the water, whereas, the dissolution profile explains the lower reactivity of (1¯1¯0), (110), (01¯0) and the effect of water tessellation on the (001), (010) planes. read less NOT USED (definite) M. Aminpour, C. Montemagno, and J. Tuszynski, “An Overview of Molecular Modeling for Drug Discovery with Specific Illustrative Examples of Applications,” Molecules. 2019. link Times cited: 74 Abstract: In this paper we review the current status of high-performan… read moreAbstract: In this paper we review the current status of high-performance computing applications in the general area of drug discovery. We provide an introduction to the methodologies applied at atomic and molecular scales, followed by three specific examples of implementation of these tools. The first example describes in silico modeling of the adsorption of small molecules to organic and inorganic surfaces, which may be applied to drug delivery issues. The second example involves DNA translocation through nanopores with major significance to DNA sequencing efforts. The final example offers an overview of computer-aided drug design, with some illustrative examples of its usefulness. read less NOT USED (definite) M. Feng, X. Jiang, W. Zeng, K. Luo, and P. Hellier, “Ethanol oxidation with high water content: A reactive molecular dynamics simulation study,” Fuel. 2019. link Times cited: 20 NOT USED (definite) C. Aranda, A. Richaud, F. Méndez, and A. Domínguez, “Theoretical rate constant of methane oxidation from the conventional transition-state theory,” Journal of Molecular Modeling. 2018. link Times cited: 5 NOT USED (definite) A. Mishra et al., “Multiobjective genetic training and uncertainty quantification of reactive force fields,” npj Computational Materials. 2018. link Times cited: 25 NOT USED (definite) T. G. Rodríguez, G. González, H. Juárez, M. Pacio, and J. Muñiz, “Theoretical study of the electronic structure and stability of titanium dioxide clusters (TiO2)
n
with n = 18, 28 and 38,” Acta Crystallographica Section A Foundations and Advances. 2018. link Times cited: 2 Abstract: TiO2 is an active semiconductor used in photocatalysis, sola… read moreAbstract: TiO2 is an active semiconductor used in photocatalysis, solar cells devices and energy storage applications. For this reason, recent efforts are aimed to design and modify the properties of this semiconductor. In the present work we calculate theoretically the lowest energy structures of TiO2, and The Density of States (DOS ) using Molecular Dynamics and DFT respectively. Such geometries were compared with those reported experimentally, and their atomic structures were constructed with planes (1 0 1) of anatase symmetry. The nanoparticles considered were (TiO2)n with n=18, 28, and 38. The aim of this work is to correlate the size dependence of TiO2 nanoparticles with temperature effects on anatasa simmetry. A quenching process was used in order to reproduce the temperature conditions found at experiment. Also, The RDFs (Radial Distribution Function) of these materials were obtained. The DOS were determined using Density Functional Theory (DFT) calculations, it was implemented with FHI---AIMS software package [1,2], and Molecular Dynamics using DL---POLY[3] and REAXFF software packages [4,5]. The DFT calculations were performed using a plane---wave basis set, and the generalized gradient approximation (GGA) of Perdew---Burke---Ernzerhof for the exchange---correlation energy [6]. The core electrons were described with Projector Augmented Wave (PWA) method. Moreover, relativistic scalars effects (ZORA)[7] and Van Der Waals interactions were considered using Tkatchenko---Scheffler methodology[8]. read less NOT USED (definite) N. Subramanian, B. Koo, A. Rai, and A. Chattopadhyay, “Molecular dynamics-based multiscale damage initiation model for CNT/epoxy nanopolymers,” Journal of Materials Science. 2018. link Times cited: 15 NOT USED (definite) L. Zhang, L. Jiang, T. Zhao, and L. Zou, “Microcosmic Mechanism Investigation on Lightning Arc Damage of Wind Turbine Blades Based on Molecular Reaction Dynamics and Impact Current Experiment,” Energies. 2017. link Times cited: 2 Abstract: PVC and balsa wood are usually used in the interlayer struct… read moreAbstract: PVC and balsa wood are usually used in the interlayer structures of wind turbine blades. In this paper, a comparative study on the lightning damage characteristics of the two materials was carried out by molecular dynamic simulations and impact current experiments. The simulations show that the glycosidic bonds in cellulose break first, which leads to a strong decrease in the degree of polymerization (DP) of cellulose (while the DP of PVC changes irregularly), then C−O bonds in the pyranoid ring break and the main chain of cellulose is destroyed, producing small molecule fractions and a lot of gas molecules. There are two steps in the pyrolysis of PVC. H and Cl atoms fall off the main chain and combined for form HCl, which needs less energy and occurs earlier than cellulose pyrolysis at 2000 K, but cellulose generates more gas products than PVC at the same temperature. Thus the damages to balsa wood and PVC mainly appear as fiber fractures and pore extension, respectively, which are consistent with the morphological features of the damage to the two materials in the impact current experiments. The experimental results also show that the pyrolysis temperature of PVC was lower than that of balsa wood, and the residual strength decreases faster in PVC than in balsa wood with the increase of peak current. This study should play an important guiding role for lightning protection and material selection of wind turbine blades. read less NOT USED (definite) X. Zhang, Y. Wu, X. Chen, H. Wen, and S. Xiao, “Theoretical Study on Decomposition Mechanism of Insulating Epoxy Resin Cured by Anhydride,” Polymers. 2017. link Times cited: 33 Abstract: High temperatures caused by partial discharge results in the… read moreAbstract: High temperatures caused by partial discharge results in the decomposition of insulating epoxy resins in electrical equipment. In this paper, the ReaxFF force field is used to investigate the decomposition process of epoxy resins cured by anhydride and the formation mechanisms of small-molecule gases. Results show that the initiation reaction is the cleavage of an ester bond linked with an epoxy resin. Produced by the decomposition of ester groups, CO2 is the first and most abundant product. Meanwhile, CH2O can be generated through three main ways, although the process still depends on the decomposition of epoxy functional groups. H2O is produced by free radical collision and dehydration. The production of small-molecule gases has the following sequence: CO2, CH2O, CO, and H2O. The produced gases have the following order according to amount: CO2, CH2O, H2O, and CO. read less NOT USED (definite) C. Sui et al., “Morphology-Controlled Tensile Mechanical Characteristics in Graphene Allotropes,” ACS Omega. 2017. link Times cited: 22 Abstract: A number of graphene allotropes constructed by sp3, sp2, and… read moreAbstract: A number of graphene allotropes constructed by sp3, sp2, and sp hybrid orbitals have recently been proposed to provide the broad potential for practical applications. Here, using molecular dynamics simulation, the structural and tensile characteristics of nine distinct graphene allotropes have been investigated to understand their morphology-controlled mechanical properties. Results show that the averaged out-of-plane displacement is independent of nonhexagons while being dominated by the arrangement of carbon polygons on the sheets. Each sheet possesses unique surface morphology and in-plane tensile properties that significantly vary with morphology and anisotropic crystalline orientation. Brittle, semibrittle, or ductile failure is observed, depending on the evolution of their packed polygons in facilitating tension deformation and in dissipating energy. Particularly, pentagraphene exhibits superductility as a consequence of large-scale structural transformations, accommodating stress relaxation beyond initial failure. Two distinct plastic deformation patterns in overstretched pentagraphene are uncovered, depending on the tension directions: one is dominated by structural transition from sp3-carbon-contained penta-(C5) to mixed sp2-carbon polygons and the other is mainly controlled by a stepwise pentagon-to-hexagon transition. These findings provide physical insights into the structural evolvement of two-dimensional graphene allotropes and their effects on the mechanical properties. read less NOT USED (definite) A. Poursaeidesfahani, R. Hens, A. Rahbari, M. Ramdin, D. Dubbeldam, and T. Vlugt, “Efficient Application of Continuous Fractional Component Monte Carlo in the Reaction Ensemble,” Journal of Chemical Theory and Computation. 2017. link Times cited: 30 Abstract: A new formulation of the Reaction Ensemble Monte Carlo techn… read moreAbstract: A new formulation of the Reaction Ensemble Monte Carlo technique (RxMC) combined with the Continuous Fractional Component Monte Carlo method is presented. This method is denoted by serial Rx/CFC. The key ingredient is that fractional molecules of either reactants or reaction products are present and that chemical reactions always involve fractional molecules. Serial Rx/CFC has the following advantages compared to other approaches: (1) One directly obtains chemical potentials of all reactants and reaction products. Obtained chemical potentials can be used directly as an independent check to ensure that chemical equilibrium is achieved. (2) Independent biasing is applied to the fractional molecules of reactants and reaction products. Therefore, the efficiency of the algorithm is significantly increased, compared to the other approaches. (3) Changes in the maximum scaling parameter of intermolecular interactions can be chosen differently for reactants and reaction products. (4) The number of fractional molecules is reduced. As a proof of principle, our method is tested for Lennard-Jones systems at various pressures and for various chemical reactions. Excellent agreement was found both for average densities and equilibrium mixture compositions computed using serial Rx/CFC, RxMC/CFCMC previously introduced by Rosch and Maginn (Journal of Chemical Theory and Computation, 2011, 7, 269–279), and the conventional RxMC approach. The serial Rx/CFC approach is also tested for the reaction of ammonia synthesis at various temperatures and pressures. Excellent agreement was found between results obtained from serial Rx/CFC, experimental results from literature, and thermodynamic modeling using the Peng–Robinson equation of state. The efficiency of reaction trial moves is improved by a factor of 2 to 3 (depending on the system) compared to the RxMC/CFCMC formulation by Rosch and Maginn. read less NOT USED (definite) S. Ambrogio et al., “Modeling resistive switching materials and devices across scales,” Journal of Electroceramics. 2017. link Times cited: 18 NOT USED (definite) J. D. Deetz, Q. Ngo, and R. Faller, “Reactive Molecular Dynamics Simulations of the Silanization of Silica Substrates by Methoxysilanes and Hydroxysilanes.,” Langmuir : the ACS journal of surfaces and colloids. 2016. link Times cited: 9 Abstract: We perform reactive molecular dynamics simulations of monola… read moreAbstract: We perform reactive molecular dynamics simulations of monolayer formation by silanes on hydroxylated silica substrates. Solutions composed of alkylmethoxysilanes or alkylhydroxysilanes in hexane are placed in contact with a hydroxylated silica surface and simulated using a reactive force field (ReaxFF). In particular, we have modeled the deposition of butyl-, octyl-, and dodecyltrimethoxysilane to observe the dependence of alkylsilyl chain length on monolayer formation. We additionally modeled silanization using dodecyltrihydroxysilane, which allows for the comparison of two grafting mechanisms of alkoxysilanes: (1) direct condensation of alkoxysilane with surface-bound silanols and (2) a two-step hydrolysis-condensation mechanism. To emulate an infinite reservoir of reactive solution far away from the substrate, we have developed a method in which new precursor molecules are periodically added to a region of the simulation box located away from the surface. It is determined that the contact angle of alkyl tails bound to the surface is dependent on their grafting density. During the early stages of grafting alkoxy- and hydroxysilanes to the substrate, a preference is shown for silanes to condense with silanols further from the substrate surface and also close to neighboring surface-bound silanols. The kinetics of silica silanization by hydroxysilanes was observed to be much faster than for methoxysilanes. However, the as-deposited hydroxysilane monolayers show similar morphological characteristics to those formed by methoxysilanes. read less NOT USED (definite) T. Senftle et al., “The ReaxFF reactive force-field: development, applications and future directions.” 2016. link Times cited: 1212 NOT USED (definite) V. Ermakov et al., “Burning Graphene Layer-by-Layer,” Scientific Reports. 2015. link Times cited: 29 NOT USED (definite) M. Hatzell, M. Raju, V. J. Watson, A. Stack, A. V. van Duin, and B. Logan, “Effect of strong acid functional groups on electrode rise potential in capacitive mixing by double layer expansion.,” Environmental science & technology. 2014. link Times cited: 46 Abstract: The amount of salinity-gradient energy that can be obtained … read moreAbstract: The amount of salinity-gradient energy that can be obtained through capacitive mixing based on double layer expansion depends on the extent the electric double layer (EDL) is altered in a low salt concentration (LC) electrolyte (e.g., river water). We show that the electrode-rise potential, which is a measure of the EDL perturbation process, was significantly (P = 10(–5)) correlated to the concentration of strong acid surface functional groups using five types of activated carbon. Electrodes with the lowest concentration of strong acids (0.05 mmol g(–1)) had a positive rise potential of 59 ± 4 mV in the LC solution, whereas the carbon with the highest concentration (0.36 mmol g(–1)) had a negative rise potential (−31 ± 5 mV). Chemical oxidation of a carbon (YP50) using nitric acid decreased the electrode rise potential from 46 ± 2 mV (unaltered) to −6 ± 0.5 mV (oxidized), producing a whole cell potential (53 ± 1.7 mV) that was 4.4 times larger than that obtained with identical electrode materials (from 12 ± 1 mV). Changes in the EDL were linked to the behavior of specific ions in a LC solution using molecular dynamics and metadynamics simulations. The EDL expanded in the LC solution when a carbon surface (pristine graphene) lacked strong acid functional groups, producing a positive-rise potential at the electrode. In contrast, the EDL was compressed for an oxidized surface (graphene oxide), producing a negative-rise electrode potential. These results established the linkage between rise potentials and specific surface functional groups (strong acids) and demonstrated on a molecular scale changes in the EDL using oxidized or pristine carbons. read less NOT USED (definite) S. W. Cranford, “Thermal stability of idealized folded carbyne loops,” Nanoscale Research Letters. 2013. link Times cited: 18 NOT USED (definite) S. Nouranian, M. Tschopp, M. Tschopp, S. Gwaltney, M. Baskes, and M. Horstemeyer, “An interatomic potential for saturated hydrocarbons based on the modified embedded-atom method.,” Physical chemistry chemical physics : PCCP. 2013. link Times cited: 39 Abstract: In this work, we developed an interatomic potential for satu… read moreAbstract: In this work, we developed an interatomic potential for saturated hydrocarbons using the modified embedded-atom method (MEAM), a reactive semi-empirical many-body potential based on density functional theory and pair potentials. We parameterized the potential by fitting to a large experimental and first-principles (FP) database consisting of (1) bond distances, bond angles, and atomization energies at 0 K of a homologous series of alkanes and their select isomers from methane to n-octane, (2) the potential energy curves of H2, CH, and C2 diatomics, (3) the potential energy curves of hydrogen, methane, ethane, and propane dimers, i.e., (H2)2, (CH4)2, (C2H6)2, and (C3H8)2, respectively, and (4) pressure-volume-temperature (PVT) data of a dense high-pressure methane system with the density of 0.5534 g cc(-1). We compared the atomization energies and geometries of a range of linear alkanes, cycloalkanes, and free radicals calculated from the MEAM potential to those calculated by other commonly used reactive potentials for hydrocarbons, i.e., second-generation reactive empirical bond order (REBO) and reactive force field (ReaxFF). MEAM reproduced the experimental and/or FP data with accuracy comparable to or better than REBO or ReaxFF. The experimental PVT data for a relatively large series of methane, ethane, propane, and butane systems with different densities were predicted reasonably well by the MEAM potential. Although the MEAM formalism has been applied to atomic systems with predominantly metallic bonding in the past, the current work demonstrates the promising extension of the MEAM potential to covalently bonded molecular systems, specifically saturated hydrocarbons and saturated hydrocarbon-based polymers. The MEAM potential has already been parameterized for a large number of metallic unary, binary, ternary, carbide, nitride, and hydride systems, and extending it to saturated hydrocarbons provides a reliable and transferable potential for atomistic/molecular studies of complex material phenomena involving hydrocarbon-metal or polymer-metal interfaces, polymer-metal nanocomposites, fracture and failure in hydrocarbon-based polymers, etc. The latter is especially true since MEAM is a reactive potential that allows for dynamic bond formation and bond breaking during simulation. Our results show that MEAM predicts the energetics of two major chemical reactions for saturated hydrocarbons, i.e., breaking a C-C and a C-H bond, reasonably well. However, the current parameterization does not accurately reproduce the energetics and structures of unsaturated hydrocarbons and, therefore, should not be applied to such systems. read less NOT USED (definite) Z. Qin and M. Buehler, “Computational and theoretical modeling of intermediate filament networks: Structure, mechanics and disease,” Acta Mechanica Sinica. 2012. link Times cited: 8 NOT USED (definite) A. Aryanfar, T. Cheng, B. Merinov, W. Goddard, A. Colussi, and M. Hoffmann, “Lithium Dendrite Inhibition on Post-Charge Anode Surface: The Kinetics Role,” MRS Proceedings. 2015. link Times cited: 0 Abstract: We report experiments and molecular dynamics calculations on… read moreAbstract: We report experiments and molecular dynamics calculations on the kinetics of electrodeposited lithium dendrites relaxation as a function of temperature and time. We found that the experimental average length of dendrite population decays via stretched exponential functions of time toward limiting values that depend inversely on temperature. The experimental activation energy derived from initial rates as E_a~ 6-7 kcal/mole, which is closely matched by MD calculations, based on the ReaxFF force field for metallic lithium. Simulations reveal that relaxation proceeds in several steps via increasingly larger activation barriers. Incomplete relaxation at lower temperatures is therefore interpreted a manifestation of cooperative atomic motions into discrete topologies that frustrate monotonic progress by ‘caging’. read less NOT USED (definite) A. Jaramillo-Botero, Q. An, P. L. Theofanis, and W. Goddard, “Large-scale Molecular Simulations of Hypervelocity Impact of Materials,” Procedia Engineering. 2013. link Times cited: 9 NOT USED (definite) “Reduced yield stress for zirconium exposed to iodine: reactive force field simulation,” Advanced Modeling and Simulation in Engineering Sciences. 2014. link Times cited: 0 NOT USED (definite) “Mechanical Properties and Fracture Patterns of Pentagraphene Membranes,” arXiv: Mesoscale and Nanoscale Physics. 2017. link Times cited: 0 Abstract: Recently, a new two-dimensional carbon allotrope called pent… read moreAbstract: Recently, a new two-dimensional carbon allotrope called pentagraphene (PG) was proposed. PG exhibits mechanical and electronic interesting properties, including typical band gap values of semiconducting materials. PG has a Cairo-tiling-like 2D lattice of non coplanar pentagons and its mechanical properties have not been yet fully investigated. In this work, we combined density functional theory (DFT) calculations and reactive molecular dynamics (MD) simulations to investigate the mechanical properties and fracture patterns of PG membranes under tensile strain. We show that PG membranes can hold up to 20% of strain and that fracture occurs only after substantial dynamical bond breaking and the formation of 7, 8 and 11 carbon rings and carbon chains. The stress-strain behavior was observed to follow two regimes, one exhibiting linear elasticity followed by a plastic one, involving carbon atom re-hybridization with the formation of carbon rings and chains. Our results also show that mechanically induced structural transitions from PG to graphene is unlikely to occur, in contrast to what was previously speculated in the literature. read less
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