[HTML][HTML] 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 …

[HTML][HTML] Shape memory alloys and polymers for MEMS/NEMS applications: Review on recent findings and challenges in design, preparation, and characterization

I Stachiv, E Alarcon, M Lamac - Metals, 2021 - mdpi.com
Rapid progress in material science and nanotechnology has led to the development of the
shape memory alloys (SMA) and the shape memory polymers (SMP) based functional …

[HTML][HTML] Atomic scale processes of phase transformations in nanocrystalline NiTi shape-memory alloys

WS Ko, SB Maisel, B Grabowski, JB Jeon… - Acta Materialia, 2017 - Elsevier
Molecular dynamics simulations are performed to investigate temperature-and stress-
induced phase transformations in nanocrystalline nickel-titanium shape-memory alloys. Our …

[HTML][HTML] 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 …

Shear-induced amorphization in nanocrystalline NiTi micropillars under large plastic deformation

P Hua, B Wang, C Yu, Y Han, Q Sun - Acta Materialia, 2022 - Elsevier
Shear-induced amorphization is a phenomenon observed in polycrystalline NiTi shape
memory alloys under severe plastic deformation, but the underlying mechanism of such a …

Deformation physics of shape memory alloys–fundamentals at atomistic frontier

P Chowdhury, H Sehitoglu - Progress in Materials Science, 2017 - Elsevier
Application spectrum of shape memory alloys (SMA) is expanding rapidly and
proportionately so is the engineering demand for superior materials. An essential …

[HTML][HTML] Intrinsic factors responsible for brittle versus ductile nature of refractory high-entropy alloys

T Tsuru, S Han, S Matsuura, Z Chen, K Kishida… - Nature …, 2024 - nature.com
Refractory high-entropy alloys (RHEAs) are of interest for ultrahigh-temperature
applications. To overcome their drawbacks—low-temperature brittleness and poor creep …

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 …

Atomic scale modeling of the coherent strain field surrounding Ni4Ti3 precipitate and its effects on thermally-induced martensitic transformation in a NiTi alloy

Z Li, F Xiao, H Chen, R Hou, X Cai, X Jin - Acta Materialia, 2021 - Elsevier
Abstract Precipitation of Ni 4 Ti 3 in NiTi alloy profoundly affects material properties, while
the coherency strain fields and their effects on the thermally-induced martensitic …

Molecular dynamics simulations on one-way shape memory effect of nanocrystalline NiTi shape memory alloy and its cyclic degeneration

B Wang, G Kang, C Yu, B Gu, W Yuan - International Journal of Mechanical …, 2021 - Elsevier
The one-way shape memory effect (OWSME) of nanocrystalline NiTi shape memory alloy
(SMA) and its cyclic degeneration under thermo-mechanically coupled cyclic loading …