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 …

High-entropy alloys

EP George, D Raabe, RO Ritchie - Nature reviews materials, 2019 - nature.com
Alloying has long been used to confer desirable properties to materials. Typically, it involves
the addition of relatively small amounts of secondary elements to a primary element. For the …

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 …

Review of high entropy ceramics: design, synthesis, structure and properties

RZ Zhang, MJ Reece - Journal of Materials Chemistry A, 2019 - pubs.rsc.org
High entropy ceramics are novel materials with no less than four different cations or anions.
The development of high entropy ceramics follows the 'configurational entropy stabilized …

Data-driven design of ecofriendly thermoelectric high-entropy sulfides

RZ Zhang, F Gucci, H Zhu, K Chen… - Inorganic …, 2018 - ACS Publications
High-entropy compounds with compositional complexity can be designed as new
thermoelectric materials. Here a data-driven model was developed, which chose suitable …

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 …

Machine-learning informed prediction of high-entropy solid solution formation: Beyond the Hume-Rothery rules

Z Pei, J Yin, JA Hawk, DE Alman, MC Gao - npj Computational …, 2020 - nature.com
The empirical rules for the prediction of solid solution formation proposed so far in the
literature usually have very compromised predictability. Some rules with seemingly good …

A map of single-phase high-entropy alloys

W Chen, A Hilhorst, G Bokas, S Gorsse… - Nature …, 2023 - nature.com
High-entropy alloys have exhibited unusual materials properties. The stability of equimolar
single-phase solid solution of five or more elements is supposedly rare and identifying the …

The critical raw materials in cutting tools for machining applications: A review

A Rizzo, S Goel, M Luisa Grilli, R Iglesias, L Jaworska… - Materials, 2020 - mdpi.com
A variety of cutting tool materials are used for the contact mode mechanical machining of
components under extreme conditions of stress, temperature and/or corrosion, including …