Finance · 05/21/2025

Explainable AI is revolutionizing high-entropy alloy design. A research team developed an AI platform combining machine learning, evolutionary algorithms, and SHAP methods for efficient composition screening, in-depth performance interpretation, and accelerated experimental validation. Experiments demonstrate that AI-assisted designs yield high-entropy alloys with superior mechanical strength. The platform accurately predicts the alloys' Young's modulus. This technology accelerates material discovery, reduces R&D costs, and holds broad application prospects in aerospace, biomedicine, and other fields.