[HTML][HTML] Machine-learning potentials for crystal defects

R Freitas, Y Cao - MRS Communications, 2022 - Springer
Decades of advancements in strategies for the calculation of atomic interactions have
culminated in a class of methods known as machine-learning interatomic potentials …

Calculation of dislocation binding to helium-vacancy defects in tungsten using hybrid ab initio-machine learning methods

P Grigorev, AM Goryaeva, MC Marinica, JR Kermode… - Acta Materialia, 2023 - Elsevier
Calculations of dislocation-defect interactions are essential to model metallic strength, but
the required system sizes are at or beyond ab initio limits. Current estimates thus have …

[HTML][HTML] Nanoindentation of single crystalline Mo: Atomistic defect nucleation and thermomechanical stability

FJ Dominguez-Gutierrez, S Papanikolaou… - Materials Science and …, 2021 - Elsevier
The mechanical responses of single crystalline Body-Centered Cubic (BCC) metals, such as
molybdenum (Mo), outperform other metals at high temperatures, so much so that they are …

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 …

[HTML][HTML] Energy storage under high-rate compression of single crystal tantalum

JC Stimac, N Bertin, JK Mason, VV Bulatov - Acta Materialia, 2022 - Elsevier
When a material is plastically deformed the majority of mechanical work is dissipated as
heat, and the fraction of plastic work converted into heat is known as the Taylor-Quinney …

A combined atomistic-continuum study on the unfaulting of single and multi-layer interstitial dislocation loops in irradiated FCC and HCP metals

C Chen, J Song - International Journal of Plasticity, 2022 - Elsevier
Unfaulting of single and multi-layer interstitial loops in face centered cubic (FCC) and
hexagonal close-packed (HCP) metals, with Ni, Al, Mg and Zr as model systems, have been …

An interplay between a hydrogen atmosphere and dislocation characteristics in BCC Fe from time-averaged molecular dynamics

C Nowak, XW Zhou - Physical Chemistry Chemical Physics, 2023 - pubs.rsc.org
The interplay between hydrogen and dislocations (eg, core and elastic energies, and
dislocation–dislocation interactions) has implications on hydrogen embrittlement but is …

Molecular-Dynamics Analysis of the Mechanical Behavior of Plasma-Facing Tungsten

A Weerasinghe, E Martinez, BD Wirth… - ACS Applied Materials …, 2023 - ACS Publications
We report a systematic computational analysis of the mechanical behavior of plasma-facing
component (PFC) tungsten focusing on the impact of void and helium (He) bubble defects …

Interaction of edge dislocations with voids in tungsten

A Kazakov, RI Babicheva, A Zinovev, D Terentyev… - Tungsten, 2023 - Springer
Tungsten is widely used as a material capable of withstanding extreme operating conditions
and is one of the candidates for use in fusion and Generation IV fission reactors. Atomistic …

Learning dislocation dynamics mobility laws from large-scale MD simulations

N Bertin, VV Bulatov, F Zhou - arXiv preprint arXiv:2309.14450, 2023 - arxiv.org
The computational method of discrete dislocation dynamics (DDD), used as a coarse-
grained model of true atomistic dynamics of lattice dislocations, has become of powerful tool …