Machine learning for electrocatalyst and photocatalyst design and discovery

H Mai, TC Le, D Chen, DA Winkler… - Chemical …, 2022 - ACS Publications
Electrocatalysts and photocatalysts are key to a sustainable future, generating clean fuels,
reducing the impact of global warming, and providing solutions to environmental pollution …

High-entropy nanoparticles: Synthesis-structure-property relationships and data-driven discovery

Y Yao, Q Dong, A Brozena, J Luo, J Miao, M Chi… - Science, 2022 - science.org
High-entropy nanoparticles have become a rapidly growing area of research in recent years.
Because of their multielemental compositions and unique high-entropy mixing states (ie …

High‐entropy enhanced microwave attenuation in titanate perovskites

B Zhao, Z Yan, Y Du, L Rao, G Chen, Y Wu… - Advanced …, 2023 - Wiley Online Library
Abstract High‐entropy oxides (HEOs), which incorporate multiple‐principal cations into
single‐phase crystals and interact with diverse metal ions, extend the border for available …

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 …

Structural defects in phase‐regulated high‐entropy oxides toward superior microwave absorption properties

B Zhao, Y Du, Z Yan, L Rao, G Chen… - Advanced Functional …, 2023 - Wiley Online Library
High‐entropy (HE) oxides have become increasingly popular as electromagnetic wave‐
absorbing materials owing to their customizable structure and unique HE effects. However …

Mesoporous multimetallic nanospheres with exposed highly entropic alloy sites

Y Kang, O Cretu, J Kikkawa, K Kimoto, H Nara… - Nature …, 2023 - nature.com
Multimetallic alloys (MMAs) with various compositions enrich the materials library with
increasing diversity and have received much attention in catalysis applications. However …

Heat treatment for metal additive manufacturing

M Laleh, E Sadeghi, RI Revilla, Q Chao… - Progress in Materials …, 2023 - Elsevier
Metal additive manufacturing (AM) refers to any process of making 3D metal parts layer-
upon-layer via the interaction between a heating source and feeding material from a digital …

Advances in ultra-high temperature ceramics, composites, and coatings

D Ni, Y Cheng, J Zhang, JX Liu, J Zou, B Chen… - Journal of Advanced …, 2022 - Springer
Ultra-high temperature ceramics (UHTCs) are generally referred to the carbides, nitrides,
and borides of the transition metals, with the Group IVB compounds (Zr & Hf) and TaC as the …

Machine learning–enabled high-entropy alloy discovery

Z Rao, PY Tung, R Xie, Y Wei, H Zhang, A Ferrari… - Science, 2022 - science.org
High-entropy alloys are solid solutions of multiple principal elements that are capable of
reaching composition and property regimes inaccessible for dilute materials. Discovering …

Gradient cell–structured high-entropy alloy with exceptional strength and ductility

Q Pan, L Zhang, R Feng, Q Lu, K An, AC Chuang… - Science, 2021 - science.org
Similar to conventional materials, most multicomponent high-entropy alloys (HEAs) lose
ductility as they gain strength. In this study, we controllably introduced gradient nanoscaled …