An approach to evaluate the accuracy of interatomic potentials as applied to tungsten

IV Kosarev, SA Shcherbinin, AA Kistanov… - Computational Materials …, 2024 - Elsevier
Molecular dynamics (MD) is a powerful tool for modeling structural transformations in
metallic materials under irradiation, severe plastic deformation, laser processing, etc. The …

Delocalized nonlinear vibrational modes in fcc metals

SA Shcherbinin, KA Krylova, GM Chechin… - … in Nonlinear Science …, 2022 - Elsevier
Nonlinear lattices support delocalized nonlinear vibrational modes (DNVMs) that are exact
solutions to the dynamical equations of motion dictated by the lattice symmetry. Since only …

Transferability of interatomic potentials for molybdenum and silicon

Y Lysogorskiy, T Hammerschmidt… - … and Simulation in …, 2019 - iopscience.iop.org
Interatomic potentials are widely used in computational materials science, in particular for
simulations that are too computationally expensive for density functional theory (DFT). Most …

Comparing interatomic potentials in calculating basic structural parameters and Peierls stress in tungsten-based random binary alloys

A Al Mamun, S Xu, XG Li, Y Su - Physica Scripta, 2023 - iopscience.iop.org
The field of machine learning-based interatomic potentials (ML-IAPs) has seen increasing
development in recent years. In this work, we compare three widely used ML-IAPs–the …

Development of an interatomic potential for the W–Ta system

B Sharma, YS Teh, B Sadigh, S Hamel… - Computational materials …, 2023 - Elsevier
A physics-inspired, data-driven interatomic potential framework for multi-element system is
presented. This potential is based on the generalization of the embedded atom method …

Understanding the uncertainty of interatomic potentials' parameters and formalism

AP Moore, C Deo, MI Baskes, MA Okuniewski… - Computational Materials …, 2017 - Elsevier
A sensitivity analysis of the modified embedded atom method (MEAM) potential for body-
centered-cubic uranium and zirconium was performed in order to examine and understand …

Deep potentials for materials science

T Wen, L Zhang, H Wang, E Weinan… - Materials …, 2022 - iopscience.iop.org
To fill the gap between accurate (and expensive) ab initio calculations and efficient atomistic
simulations based on empirical interatomic potentials, a new class of descriptions of atomic …

Training data selection for accuracy and transferability of interatomic potentials

D Montes de Oca Zapiain, MA Wood… - npj Computational …, 2022 - nature.com
Advances in machine learning (ML) have enabled the development of interatomic potentials
that promise the accuracy of first principles methods and the low-cost, parallel efficiency of …

[HTML][HTML] Weinan E, David J Srolovitz. Deep potentials for materials science

T Wen, L Zhang, H Wang - Materials Futures, 2022 - materialsfutures.org
To fill the gap between accurate (and expensive) ab initio calculations and efficient atomistic
simulations based on empirical interatomic potentials, a new class of descriptions of atomic …

Simulation of metals and alloys using quasi-harmonic lattice dynamics

GD Barrera, RH De Tendler - Computer physics communications, 1997 - Elsevier
This work describes the implementation of a new program, EAMLD, that allows the
calculation of static and vibrational contributions to the free energy of metals and alloys …