[HTML][HTML] Classical and reactive molecular dynamics: Principles and applications in combustion and energy systems

Q Mao, M Feng, XZ Jiang, Y Ren, KH Luo… - Progress in Energy and …, 2023 - Elsevier
Molecular dynamics (MD) has evolved into a ubiquitous, versatile and powerful
computational method for fundamental research in science branches such as biology …

O2 Activation by Metal Surfaces: Implications for Bonding and Reactivity on Heterogeneous Catalysts

MM Montemore, MA Van Spronsen, RJ Madix… - Chemical …, 2017 - ACS Publications
The activation of O2 on metal surfaces is a critical process for heterogeneous catalysis and
materials oxidation. Fundamental studies of well-defined metal surfaces using a variety of …

Active learning of reactive Bayesian force fields applied to heterogeneous catalysis dynamics of H/Pt

J Vandermause, Y Xie, JS Lim, CJ Owen… - Nature …, 2022 - nature.com
Atomistic modeling of chemically reactive systems has so far relied on either expensive ab
initio methods or bond-order force fields requiring arduous parametrization. Here, we …

Development of a ReaxFF reactive force field for the Pt–Ni alloy catalyst

YK Shin, L Gai, S Raman… - The Journal of Physical …, 2016 - ACS Publications
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 …

Modeling and simulations for 2D materials: a ReaxFF perspective

N Nayir, Q Mao, T Wang, M Kowalik, Y Zhang… - 2D …, 2023 - iopscience.iop.org
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 …

Atomistic insights into the oxidation of flat and stepped platinum surfaces using large-scale machine learning potential-based grand-canonical Monte Carlo

J Xu, W Xie, Y Han, P Hu - ACS Catalysis, 2022 - ACS Publications
Understanding catalyst surface structure changes under reactive conditions has become an
important topic with the increasing interest in operando measurement and modeling. In this …

Insight into sodium storage behaviors in hard carbon by reaxff molecular dynamics simulation

J Li, C Peng, J Li, J Wang, H Zhang - Energy & Fuels, 2022 - ACS Publications
The uncertainty in the Na-storage behaviors has seriously prevented the optimization of
hard carbon electrodes, while molecular simulations can provide some unique research …

Automatic proposal of multistep reaction mechanisms using a graph-driven search

I Ismail, HBVA Stuttaford-Fowler… - The Journal of …, 2019 - ACS Publications
Proposing and testing mechanistic hypotheses stands as one of the key applications of
contemporary computational chemistry. In the majority of computational mechanistic …

On the mobility of carbon-supported platinum nanoparticles towards unveiling cathode degradation in water electrolysis

P Paciok, M Schalenbach, M Carmo, D Stolten - Journal of power sources, 2017 - Elsevier
This study investigates the influence of the hydrogen evolution reaction (HER) overpotential
on the mobility of carbon-supported platinum particles. The migration of the platinum over …

Micron-scale heterogeneous catalysis with Bayesian force fields from first principles and active learning

A Johansson, Y Xie, CJ Owen, JS Lim, L Sun… - arXiv preprint arXiv …, 2022 - arxiv.org
Quantum-mechanically accurate reactive molecular dynamics (MD) at the scale of billions of
atoms has been achieved for the heterogeneous catalytic system of H $ _2 $/Pt (111) using …