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Chen-Lu Yu

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Open access Aug 2026

Resolving the strength-ductility trade-off in Al-Mg-Si alloys via physics-informed machine learning

Composition-based machine learning for Al-Mg-Si alloys lacks generalization. A physics-informed strategy incorporating physicochemical descriptors was proposed, improving the coefficient of determination (R2) by 30% over composition-only models. Shapley additive explanations (SHAP) identified electronegativity differen...

Jun Li, Chen Su, Chen-Lu Yu et al. · 1 citation

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