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Chou-Yong Tan

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Review Sep 2026

High-Entropy Materials for Next-Generation Energy Systems: A Decade of Progress in Synthesis, Properties, and Applications.

The transition to low-carbon energy systems is increasingly constrained by the intrinsic limitations of conventional materials, which often struggle to simultaneously deliver high catalytic activity, long-term stability, and operational durability. Over the past decade, high-entropy materials (HEMs) have emerged as a t...

S. Saher, Affaq Qamar, Chou-Yong Tan et al. · 0 citations
Review Open access 2026

Multimodal Machine Learning for Data-Driven Materials Selection: A Review of Foundations, Advances, and Future Directions

This review aims to offer a conceptual framework and a solid reference for building intelligent multimodal material selection systems and presents a forward-looking research agenda covering self-supervised learning, knowledge-enhanced models, and interpretable human–AI collaboration.

Yuwei Zhang, C. Tan, Bei-Chen Wang et al. · 0 citations

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