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Recent advances in high-entropy ceramics: Design principles, structural characteristics, and emerging properties
Yiran Li, Donghui Pan, Jiehui Cao, Wenhui Fang, Yiwang Bao, Bin Liu
Extreme Materials, 2025, 1(2): 42-72.   DOI: 10.1016/j.exm.2025.05.002

Fig. 3. (a) The 3D plots of the NET (neural network) training set were generated based on three parameters (bulk modulus, Young's modulus, and cohesive energy). Reproduced from Ref [79]. Copyright Elsevier 2024. (b) A plot of (iDOS( Epg,EF )) vs. VEC composed of nine solid solution high-entropy carbides shows that iDOS increases linearly along with VEC, and Pearson's correlation coefficient was 0.99. Reproduced from Ref [82]. Copyright Elsevier 2024. (c) The stress-strain curves from the AIMD (Ab Initio Molecular Dynamics) tensile simulations of MEC and HEC. Reproduced from Ref [77]. Copyright Elsevier 2024. (d) SHAP (Shapley Additive exPlanations) visualization features importance ranking. Reproduced from Ref [84]. Copyright Elsevier 2024.
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