The materials science behind sustainable metals and alloys

D Raabe - Chemical reviews, 2023 - ACS Publications
Production of metals stands for 40% of all industrial greenhouse gas emissions, 10% of the
global energy consumption, 3.2 billion tonnes of minerals mined, and several billion tonnes …

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 …

The promise of high-entropy materials for high-performance rechargeable Li-ion and Na-ion batteries

W Zheng, G Liang, Q Liu, J Li, JA Yuwono, S Zhang… - Joule, 2023 - cell.com
Our growing dependence on rechargeable Li/Na-ion batteries calls for substantial
improvements in the electrochemical performance of battery materials, including cathodes …

Higher-dimensional processing using a photonic tensor core with continuous-time data

B Dong, S Aggarwal, W Zhou, UE Ali, N Farmakidis… - Nature …, 2023 - nature.com
New developments in hardware-based 'accelerators' range from electronic tensor cores and
memristor-based arrays to photonic implementations. The goal of these approaches is to …

Ordering‐Dependent Hydrogen Evolution and Oxygen Reduction Electrocatalysis of High‐Entropy Intermetallic Pt4FeCoCuNi

Y Wang, N Gong, H Liu, W Ma… - Advanced …, 2023 - Wiley Online Library
Disordered solid‐solution high‐entropy alloys have attracted wide research attention as
robust electrocatalysts. In comparison, ordered high‐entropy intermetallics have been hardly …

Deep learning in mechanical metamaterials: from prediction and generation to inverse design

X Zheng, X Zhang, TT Chen, I Watanabe - Advanced Materials, 2023 - Wiley Online Library
Mechanical metamaterials are meticulously designed structures with exceptional
mechanical properties determined by their microstructures and constituent materials …

High-entropy alloys for solid hydrogen storage: a review

L Luo, L Chen, L Li, S Liu, Y Li, C Li, L Li, J Cui… - International Journal of …, 2024 - Elsevier
The development of materials has coincided with the development of human civilization. In
recent years, high-entropy alloys (HEAs) have been extensively applied to structural and …

Toward controllable and predictable synthesis of high-entropy alloy nanocrystals

YH Liu, CJ Hsieh, LC Hsu, KH Lin, YC Hsiao… - Science …, 2023 - science.org
High-entropy alloy (HEA) nanocrystals have attracted extensive attention in catalysis.
However, there are no effective strategies for synthesizing them in a controllable and …

Enhancing corrosion-resistant alloy design through natural language processing and deep learning

KN Sasidhar, NH Siboni, JR Mianroodi… - Science …, 2023 - science.org
We propose strategies that couple natural language processing with deep learning to
enhance machine capability for corrosion-resistant alloy design. First, accuracy of machine …

Machine learning-enabled constrained multi-objective design of architected materials

B Peng, Y Wei, Y Qin, J Dai, Y Li, A Liu, Y Tian… - Nature …, 2023 - nature.com
Architected materials that consist of multiple subelements arranged in particular orders can
demonstrate a much broader range of properties than their constituent materials. However …