Machine-learning interatomic potentials for materials science

Y Mishin - Acta Materialia, 2021 - Elsevier
Large-scale atomistic computer simulations of materials rely on interatomic potentials
providing computationally efficient predictions of energy and Newtonian forces. Traditional …

Tensile responses of polycrystalline Mo via molecular dynamics simulation: Grain size and temperature effects

Y Hu, J Xu, L Su, Y Zhang, S Ding, Y Shen… - Materials Chemistry and …, 2023 - Elsevier
Polycrystalline Mo has excellent application prospects in micro-nano devices, and its
mechanical properties play an essential role in the application. A series of molecular …

Angular-dependent interatomic potential for large-scale atomistic simulation of W-Mo-Nb ternary alloys

S Starikov, P Grigorev, PAT Olsson - Computational Materials Science, 2024 - Elsevier
We present a new classical interatomic potential designed for simulation of the W-Mo-Nb
system. The angular-dependent format of the potential allows for reproduction of many …

Optimized interatomic potential for study of structure and phase transitions in Si-Au and Si-Al systems

S Starikov, I Gordeev, Y Lysogorskiy, L Kolotova… - Computational Materials …, 2020 - Elsevier
Metal-semiconductor nanostructures are key objects for multifunctional electronics and
optical design. We report a new interatomic potential for atomistic simulation of a ternary Si …

Atomic-level mechanisms of short-circuit diffusion in materials

I Chesser, RK Koju, Y Mishin - International Journal of Materials …, 2024 - degruyter.com
This paper reviews the recent progress in understanding the atomic mechanisms of short-
circuit diffusion along materials interfaces, such as grain and interphase boundaries, as well …

Thermodynamic stabilization of alloys: Effect of Mo content and temperature

A Castellano, F Bottin, B Dorado, J Bouchet - Physical Review B, 2020 - APS
The γ-U− Mo alloys have been studied by means of ab initio molecular-dynamic simulations
at 900 K as a function of the Mo concentration (0%, 25%, 50%, 75%, and 100%). Using the …

Atomistic description of self-diffusion in molybdenum: A comparative theoretical study of non-Arrhenius behavior

D Smirnova, S Starikov, GD Leines, Y Liang… - Physical Review …, 2020 - APS
According to experimental observations, the temperature dependence of self-diffusion
coefficient in most body-centered cubic metals (bcc) exhibits non-Arrhenius behavior. The …

Automated free-energy calculation from atomistic simulations

S Menon, Y Lysogorskiy, J Rogal, R Drautz - Physical Review Materials, 2021 - APS
We devise automated workflows for the calculation of Helmholtz and Gibbs free energies
and their temperature and pressure dependence and provide the corresponding …

Data-Driven Phase Selection, Property Prediction and Force-Field Development in Multi-Principal Element Alloys

D Beniwal, Jhalak, PK Ray - … for Atomistic-Scale Simulations: Materials and …, 2022 - Springer
Abstract Multi-Principal Element Alloys (MPEAs) have brought a paradigm shift in the alloy
design process and pose a significant challenge due to the astronomical and compositional …

Thermal conductivity and its relation to atomic structure for symmetrical tilt grain boundaries in silicon

J Hickman, Y Mishin - Physical review materials, 2020 - APS
We perform a systematic study of thermal resistance and conductance of tilt grain
boundaries (GBs) in Si using classical molecular dynamics. The GBs studied are naturally …