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 …

Lattice instabilities in metallic elements

G Grimvall, B Magyari-Köpe, V Ozoliņš… - Reviews of Modern Physics, 2012 - APS
Most metallic elements have a crystal structure that is either body-centered cubic (bcc), face-
centered close packed, or hexagonal close packed. If the bcc lattice is the …

Mechanistic basis of oxygen sensitivity in titanium

Y Chong, M Poschmann, R Zhang, S Zhao… - Science …, 2020 - science.org
One of the most potent examples of interstitial solute strengthening in metal alloys is the
extreme sensitivity of titanium to small amounts of oxygen. Unfortunately, these small …

Development and application of a Ni-Ti interatomic potential with high predictive accuracy of the martensitic phase transition

WS Ko, B Grabowski, J Neugebauer - Physical Review B, 2015 - APS
Phase transitions in nickel-titanium shape-memory alloys are investigated by means of
atomistic simulations. A second nearest-neighbor modified embedded-atom method …

Specialising neural network potentials for accurate properties and application to the mechanical response of titanium

T Wen, R Wang, L Zhu, L Zhang, H Wang… - npj Computational …, 2021 - nature.com
Large scale atomistic simulations provide direct access to important materials phenomena
not easily accessible to experiments or quantum mechanics-based calculation approaches …

Grain-size dependent mechanical behavior of nanocrystalline metals

EN Hahn, MA Meyers - Materials Science and Engineering: A, 2015 - Elsevier
Grain size has a profound effect on the mechanical response of metals. Molecular dynamics
continues to expand its range from a handful of atoms to grain sizes up to 50 nm, albeit …

[HTML][HTML] Development of an interatomic potential for the simulation of defects, plasticity, and phase transformations in titanium

MI Mendelev, TL Underwood… - The Journal of chemical …, 2016 - pubs.aip.org
New interatomic potentials describing defects, plasticity, and high temperature phase
transitions for Ti are presented. Fitting the martensitic hcp-bcc phase transformation …

Comprehensive first-principles study of stable stacking faults in hcp metals

B Yin, Z Wu, WA Curtin - Acta Materialia, 2017 - Elsevier
The plastic deformation in hcp metals is complex, with the associated dislocation core
structures and properties not well understood on many slip planes in most hcp metals. A first …

Grand canonically optimized grain boundary phases in hexagonal close-packed titanium

E Chen, TW Heo, BC Wood, M Asta, T Frolov - Nature Communications, 2024 - nature.com
Grain boundaries (GBs) profoundly influence the properties and performance of materials,
emphasizing the importance of understanding the GB structure and phase behavior. As …

Modelling of dislocations, twins and crack-tips in HCP and BCC Ti

T Wen, A Liu, R Wang, L Zhang, J Han, H Wang… - International Journal of …, 2023 - Elsevier
Ti exhibits complex plastic deformation controlled by active dislocation and twinning
systems. Understandings on dislocation cores and twin interfaces are currently not complete …