Machine learning for alloys
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 …
data-science-inspired work. The dawn of computational databases has made the integration …
Machine learning for high-entropy alloys: Progress, challenges and opportunities
High-entropy alloys (HEAs) have attracted extensive interest due to their exceptional
mechanical properties and the vast compositional space for new HEAs. However …
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 …
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
Developing affordable and light high-temperature materials alternative to Ni-base
superalloys has significantly increased the efforts in designing advanced ferritic superalloys …
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 …
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 …
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
High‐entropy alloys (HEAs) have emerged as a groundbreaking class of materials poised to
revolutionize solid‐state hydrogen storage technology. This comprehensive review delves …
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
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 …
literature usually have very compromised predictability. Some rules with seemingly good …
A map of single-phase high-entropy alloys
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 …
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 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 …
components under extreme conditions of stress, temperature and/or corrosion, including …