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 alloys: emerging materials for advanced functional applications

X Wang, W Guo, Y Fu - Journal of Materials Chemistry A, 2021 - pubs.rsc.org
Accompanied by enhancements in the ability to fabricate materials for humans, alloy-based
materials have advanced from binary alloy systems to complicated compositions along with …

Light-weight refractory high-entropy alloys: A comprehensive review

Z Wang, S Chen, S Yang, Q Luo, Y Jin, W Xie… - Journal of Materials …, 2023 - Elsevier
In recent years, high-entropy alloys (HEAs) have become a research hotspot in materials
community, and great progress has been made in exploring various high-performance …

Machine-learning phase prediction of high-entropy alloys

W Huang, P Martin, HL Zhuang - Acta Materialia, 2019 - Elsevier
High-entropy alloys (HEAs) have been receiving intensive attention due to their unusual
properties that largely depend on the selection among three phases: solid solution (SS) …

A comprehensive review: recent progress on magnetic high entropy alloys and oxides

P Kumari, AK Gupta, RK Mishra, MS Ahmad… - Journal of Magnetism …, 2022 - Elsevier
Alloys-based materials have now become advanced from conventional alloys to multi-
principal elements and open new areas of applications. High Entropy Alloys are drawn …

High-entropy alloys: a critical assessment of their founding principles and future prospects

EJ Pickering, NG Jones - International Materials Reviews, 2016 - journals.sagepub.com
High-entropy alloys (HEAs) are a relatively new class of materials that have gained
considerable attention from the metallurgical research community over recent years. They …

The integral role of high‐entropy alloys in advancing solid‐state hydrogen storage

Z Ding, Y Li, H Jiang, Y Zhou, H Wan… - Interdisciplinary …, 2024 - Wiley Online Library
High‐entropy alloys (HEAs) have emerged as a groundbreaking class of materials poised to
revolutionize solid‐state hydrogen storage technology. This comprehensive review delves …

Mechanical properties of refractory high-entropy alloys: Experiments and modeling

HW Yao, JW Qiao, JA Hawk, HF Zhou, MW Chen… - Journal of Alloys and …, 2017 - Elsevier
Refractory high-entropy alloys hold the potential for high-temperature applications beyond
the capability of the state-of-the-art Ni-based superalloys, and thus, it is important to study …

[HTML][HTML] A machine-learning approach to predicting and understanding the properties of amorphous metallic alloys

J Xiong, SQ Shi, TY Zhang - Materials & design, 2020 - Elsevier
There is a pressing need to shorten the development period for new materials possessing
desired properties. For example, bulk metallic glasses (BMGs) are a unique class of alloy …

[HTML][HTML] Phase stability in high entropy alloys: Formation of solid-solution phase or amorphous phase

GUO Sheng, CT Liu - Progress in Natural Science: Materials International, 2011 - Elsevier
The alloy design for equiatomic multi-component alloys was rationalized by statistically
analyzing the atomic size difference, mixing enthalpy, mixing entropy, electronegativity …