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 …

Machine learning for high-entropy alloys: Progress, challenges and opportunities

X Liu, J Zhang, Z Pei - Progress in Materials Science, 2023 - Elsevier
High-entropy alloys (HEAs) have attracted extensive interest due to their exceptional
mechanical properties and the vast compositional space for new HEAs. However …

Strong yet ductile nanolamellar high-entropy alloys by additive manufacturing

J Ren, Y Zhang, D Zhao, Y Chen, S Guan, Y Liu, L Liu… - Nature, 2022 - nature.com
Additive manufacturing produces net-shaped components layer by layer for engineering
applications,,,,,–. The additive manufacture of metal alloys by laser powder bed fusion (L …

Hierarchical crack buffering triples ductility in eutectic herringbone high-entropy alloys

P Shi, R Li, Y Li, Y Wen, Y Zhong, W Ren, Z Shen… - Science, 2021 - science.org
In human-made malleable materials, microdamage such as cracking usually limits material
lifetime. Some biological composites, such as bone, have hierarchical microstructures that …

Promising properties and future trend of eutectic high entropy alloys

Y Lu, Y Dong, H Jiang, Z Wang, Z Cao, S Guo, T Wang… - Scripta Materialia, 2020 - Elsevier
Eutectic high-entropy alloys (EHEAs), as a sub-group of high-entropy alloys (HEAs), are
becoming a new research hotspot in the metallic materials community because of their …

Recent applications of machine learning in alloy design: A review

M Hu, Q Tan, R Knibbe, M Xu, B Jiang, S Wang… - Materials Science and …, 2023 - Elsevier
The history of machine learning (ML) can be traced back to the 1950 s, and its application in
alloy design has recently begun to flourish and expand rapidly. The driving force behind this …

Ductile and ultrahigh-strength eutectic high-entropy alloys by large-volume 3D printing

Y Lu, X Wu, Z Fu, Q Yang, Y Zhang, Q Liu, T Li… - Journal of Materials …, 2022 - Elsevier
Abstract 3D printing of high-strength alloys enables efficient manufacturing of complex
metallic components. Yet, the as-built parts are often characterized by unsatisfied ductility …

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 …