High-entropy nanoparticles: Synthesis-structure-property relationships and data-driven discovery

Y Yao, Q Dong, A Brozena, J Luo, J Miao, M Chi… - Science, 2022 - science.org
High-entropy nanoparticles have become a rapidly growing area of research in recent years.
Because of their multielemental compositions and unique high-entropy mixing states (ie …

[HTML][HTML] Feature dimensionality reduction: a review

W Jia, M Sun, J Lian, S Hou - Complex & Intelligent Systems, 2022 - Springer
As basic research, it has also received increasing attention from people that the “curse of
dimensionality” will lead to increase the cost of data storage and computing; it also …

Machine learning for alloys

GLW Hart, T Mueller, C Toher, S Curtarolo - Nature Reviews Materials, 2021 - nature.com
Alloy modelling has a history of machine-learning-like approaches, preceding the tide of
data-science-inspired work. The dawn of computational databases has made the integration …

High-entropy materials for energy and electronic applications

S Schweidler, M Botros, F Strauss, Q Wang… - Nature Reviews …, 2024 - nature.com
High-entropy materials (HEMs) hold promise for a variety of applications because their
properties can be readily tailored by selecting specific elements and altering stoichiometry …

Corrosion and passive behavior of AlxCrFeNi3− x (x= 0.6, 0.8, 1.0) eutectic high entropy alloys in chloride environment

Q Zhao, Z Pan, X Wang, H Luo, Y Liu, X Li - Corrosion Science, 2022 - Elsevier
The corrosion and passive behavior of the as-cast Al x CrFeNi 3− x (x= 0.6, 0.8, 1.0 in molar
ratio) high entropy alloys in 3.5 wt% NaCl solution at room temperature was investigated by …

High-entropy ceramics

C Oses, C Toher, S Curtarolo - Nature Reviews Materials, 2020 - nature.com
Disordered multicomponent systems, occupying the mostly uncharted centres of phase
diagrams, were proposed in 2004 as innovative materials with promising applications. The …

A machine learning-based alloy design system to facilitate the rational design of high entropy alloys with enhanced hardness

C Yang, C Ren, Y Jia, G Wang, M Li, W Lu - Acta Materialia, 2022 - Elsevier
Trapped by time-consuming traditional trial-and-error methods and vast untapped
composition space, efficiently discovering novel high entropy alloys (HEAs) with exceptional …

[HTML][HTML] High-throughput design of high-performance lightweight high-entropy alloys

R Feng, C Zhang, MC Gao, Z Pei, F Zhang… - Nature …, 2021 - nature.com
Developing affordable and light high-temperature materials alternative to Ni-base
superalloys has significantly increased the efforts in designing advanced ferritic superalloys …

Mechanical properties of high-entropy alloys with emphasis on face-centered cubic alloys

Z Li, S Zhao, RO Ritchie, MA Meyers - Progress in Materials Science, 2019 - Elsevier
Abstract High-entropy alloys (HEAs), also known as multi-principal element alloys or multi-
component alloys, have been the subject of numerous investigations since they were first …

[HTML][HTML] High-entropy high-hardness metal carbides discovered by entropy descriptors

P Sarker, T Harrington, C Toher, C Oses… - Nature …, 2018 - nature.com
High-entropy materials have attracted considerable interest due to the combination of useful
properties and promising applications. Predicting their formation remains the major …