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 …
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 …
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
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 …
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 …
optical design. We report a new interatomic potential for atomistic simulation of a ternary Si …
Atomic-level mechanisms of short-circuit diffusion in materials
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 …
circuit diffusion along materials interfaces, such as grain and interphase boundaries, as well …
Thermodynamic stabilization of alloys: Effect of Mo content and temperature
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 …
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
According to experimental observations, the temperature dependence of self-diffusion
coefficient in most body-centered cubic metals (bcc) exhibits non-Arrhenius behavior. The …
coefficient in most body-centered cubic metals (bcc) exhibits non-Arrhenius behavior. The …
Automated free-energy calculation from atomistic simulations
We devise automated workflows for the calculation of Helmholtz and Gibbs free energies
and their temperature and pressure dependence and provide the corresponding …
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
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 …
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
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 …
boundaries (GBs) in Si using classical molecular dynamics. The GBs studied are naturally …