Machine learning in energy storage materials

ZH Shen, HX Liu, Y Shen, JM Hu… - Interdisciplinary …, 2022 - Wiley Online Library
With its extremely strong capability of data analysis, machine learning has shown versatile
potential in the revolution of the materials research paradigm. Here, taking dielectric …

Machine-learning and high-throughput studies for high-entropy materials

EW Huang, WJ Lee, SS Singh, P Kumar, CY Lee… - Materials Science and …, 2022 - Elsevier
The combination of multiple-principal element materials, known as high-entropy materials
(HEMs), expands the multi-dimensional compositional space to gigantic stoichiometry. It is …

Effects of lattice distortion and chemical short-range order on the mechanisms of deformation in medium entropy alloy CoCrNi

WR Jian, Z Xie, S Xu, Y Su, X Yao, IJ Beyerlein - Acta Materialia, 2020 - Elsevier
As the numbers of medium-to high-entropy alloys being studied and impressive structural
properties they exhibit increase rapidly, questions regarding the role played by their …

Atomistic insights into the deformation mechanism of a CoCrNi medium entropy alloy under nanoindentation

D Hua, Q Xia, W Wang, Q Zhou, S Li, D Qian… - International Journal of …, 2021 - Elsevier
Understanding the fundamental of contact-induced behavior in metals is critical for the
studies of associated mechanical properties. Although nanocontact plasticity in the …

Mechanically derived short-range order and its impact on the multi-principal-element alloys

JB Seol, WS Ko, SS Sohn, MY Na, HJ Chang… - Nature …, 2022 - nature.com
Chemical short-range order in disordered solid solutions often emerges with specific heat
treatments. Unlike thermally activated ordering, mechanically derived short-range order …

Robust wear performance of graphene-reinforced high entropy alloy composites

W Ye, Q Zhou, Y Shi, M Xie, B Chen, H Wang, W Liu - Carbon, 2024 - Elsevier
The expected excellent tribological performance of high-entropy alloys (HEAs) is rarely
achieved due to the absence of self-lubricating ability on the worn surface. In particular, the …

Enhancing the radiation tolerance of high-entropy alloys via solute-promoted chemical heterogeneities

Z Su, J Ding, M Song, L Jiang, T Shi, Z Li, S Wang… - Acta Materialia, 2023 - Elsevier
High-entropy alloys (HEAs) composed of multiple principal elements have the potential to
offer extraordinary radiation resistance. Using NiCoFeCrMn HEA as a model, here we …

High-entropy functional materials

MC Gao, DB Miracle, D Maurice, X Yan… - Journal of Materials …, 2018 - cambridge.org
While most papers on high-entropy alloys (HEAs) focus on the microstructure and
mechanical properties for structural materials applications, there has been growing interest …

Novel Co-rich high performance twinning-induced plasticity (TWIP) and transformation-induced plasticity (TRIP) high-entropy alloys

D Wei, X Li, J Jiang, W Heng, Y Koizumi, WM Choi… - Scripta Materialia, 2019 - Elsevier
The equiatomic CoCrMnNiFe high-entropy alloy (HEA) has attracted much attention owing
to its exceptional mechanical properties. Here, we designed novel face-centered cubic (fcc) …

C and N doping in high-entropy alloys: A pathway to achieve desired strength-ductility synergy

MY He, YF Shen, N Jia, PK Liaw - Applied materials today, 2021 - Elsevier
High-entropy alloys (HEAs) have attracted great attention because they provide diversified
possibilities for obtaining many exceptional properties. They are expected to serve as …