Education · 06/28/2025

This paper delves into the scientific principles, research frontiers, and application prospects of high-entropy ceramics. It highlights the significant role of the NSF CAREER award in advancing high-entropy ceramic research and promoting STEM education. Through case studies, it demonstrates how the award empowers young researchers, fosters interdisciplinary collaboration, and translates research findings into practical applications. This contributes to national technological advancement and talent development. The paper emphasizes the impact of the NSF CAREER award on fostering innovation and accelerating the progress of high-entropy ceramics in various fields.

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.