Rational design of high-entropy ceramics based on machine learning – A critical review

Jun Zhang,Xuepeng Xiang,Biao Xu,Shasha Huang,Yaoxu Xiong,Shihua Ma,Haijun Fu,Yi Ma,Hongyu Chen,Zhenggang Wu,Shijun Zhao

Current Opinion in Solid State and Materials Science（2023）

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摘要

•The machine-learning (ML) workflow for rational design of HECs is summarized.•ML applications in the design of HECs are reviewed and opportunities are highlighted.•The bottlenecks of present machine-learning applications are identified.

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关键词

Machine learning,High-entropy ceramics,Phase stability,Mechanical properties,Deep learning,Single-phase synthesizability

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