Applying Classical, Ab Initio, and Machine-Learning Molecular Dynamics Simulations to the Liquid Electrolyte for Rechargeable Batteries

N Yao, X Chen, ZH Fu, Q Zhang - Chemical Reviews, 2022 - ACS Publications
Rechargeable batteries have become indispensable implements in our daily life and are
considered a promising technology to construct sustainable energy systems in the future …

Atomistic calculations and materials informatics: A review

L Ward, C Wolverton - Current Opinion in Solid State and Materials …, 2017 - Elsevier
In recent years, there has been a large effort in the materials science community to employ
materials informatics to accelerate materials discovery or to develop new understanding of …

Machine learning a general-purpose interatomic potential for silicon

AP Bartók, J Kermode, N Bernstein, G Csányi - Physical Review X, 2018 - APS
The success of first-principles electronic-structure calculation for predictive modeling in
chemistry, solid-state physics, and materials science is constrained by the limitations on …

Complex strengthening mechanisms in the NbMoTaW multi-principal element alloy

XG Li, C Chen, H Zheng, Y Zuo, SP Ong - npj Computational Materials, 2020 - nature.com
Refractory multi-principal element alloys (MPEAs) have exceptional mechanical properties,
including high strength-to-weight ratio and fracture toughness, at high temperatures. Here …

Development of new interatomic potentials appropriate for crystalline and liquid iron

MI Mendelev, S Han, DJ Srolovitz… - Philosophical …, 2003 - Taylor & Francis
Two procedures were developed to fit interatomic potentials of the embedded-atom method
(EAM) form and applied to determine a potential which describes crystalline and liquid iron …

Phase transition in medium entropy alloy CoCrNi under quasi-isentropic compression

Z Xie, WR Jian, S Xu, IJ Beyerlein, X Zhang… - International Journal of …, 2022 - Elsevier
Under high strain-rate loading, prominent increases in pressure usually triggers phase
transition (PT), but the concomitant temperature rise may also cause melting. Quasi …

Defect production in collision cascades in elemental semiconductors and fcc metals

K Nordlund, M Ghaly, RS Averback, M Caturla… - Physical Review B, 1998 - APS
A comparative molecular dynamics simulation study of collision cascades in two elemental
semiconductors and five fcc metals is performed to elucidate how different material …

Melting temperature prediction using a graph neural network model: From ancient minerals to new materials

QJ Hong, SV Ushakov… - Proceedings of the …, 2022 - National Acad Sciences
The melting point is a fundamental property that is time-consuming to measure or compute,
thus hindering high-throughput analyses of melting relations and phase diagrams over large …

Analysis of semi-empirical interatomic potentials appropriate for simulation of crystalline and liquid Al and Cu

MI Mendelev, MJ Kramer, CA Becker… - Philosophical …, 2008 - Taylor & Francis
We investigate the application of embedded atom method (EAM) interatomic potentials in
the study of crystallization kinetics from deeply undercooled melts, focusing on the fcc metals …

Development of suitable interatomic potentials for simulation of liquid and amorphous Cu–Zr alloys

MI Mendelev, MJ Kramer, RT Ott, DJ Sordelet… - Philosophical …, 2009 - Taylor & Francis
We present a new semi-empirical potential suitable for molecular dynamics simulations of
liquid and amorphous Cu–Zr alloys. To provide input data for developing the potential, new …