Recent progress in high-entropy alloys: A focused review of preparation processes and properties

B Yu, Y Ren, Y Zeng, W Ma, K Morita, S Zhan… - Journal of Materials …, 2024 - Elsevier
In recent years, high-entropy alloys (HEAs) have attracted tremendous attention in various
fields. With multiple-principal elements and multiple core effects, giving them different …

Critical review of high-entropy alloys for catalysts: Design, synthesis, and applications

L Luo, H Han, L Chen, D Feng, L Li, T Zhai… - International Journal of …, 2024 - Elsevier
The vast scope of the compositional tuning of high-entropy alloys (HEAs) allows for the
development of key materials with diverse properties and target attributes. The high catalytic …

Screening of Cu-Mn-Ni-Zn high-entropy alloy catalysts for CO2 reduction reaction by machine-learning-accelerated density functional theory

M Rittiruam, P Khamloet, A Ektarawong… - Applied Surface …, 2024 - Elsevier
Abstract High-entropy-alloy (HEA) catalysts have been used in many challenging
electrocatalytic reactions, eg, CO 2 reduction reaction (CO 2 RR) due to their promising …

Active learning driven discovery of novel alloyed catalysts for selective ammonia oxidation

J Yang, Z Wang, X Zhang, X Zhang, B Niu… - Chemical Engineering …, 2024 - Elsevier
Alloy catalysts design faces the contradiction of small sample and huge screen space,
especially in rational design with multi-objective and multi-constraints. Here, we conduct the …

State-of-the-art review on various applications of machine learning techniques in materials science and engineering

BW Yu, LQ Zhang, X Ye, Y Wang, HY Ying… - Chemical Engineering …, 2024 - Elsevier
Materials are the foundation of economy, and the development of novel materials is
essential to the growth of contemporary science and technological innovation. The …

[HTML][HTML] Machine Learning Guides the Discovery of High-Performance HEA Catalysts

J Wang, M Wei, J Zhang - 2024 - intechopen.com
High performance catalysts are crucial to generating clean fuels, reducing the impact of
global warming, and providing solutions to environmental pollution. Improved processes for …