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Shu-Yu Yao

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Review Open access Sep 2026

Machine Learning for Rational Electrolyte Design in Lithium Batteries: Bridging Macroscopic Performance and Physically Interpretable Descriptors

Rational design of high‐performance electrolytes is central to the development of next‐generation lithium batteries, but it remains hindered by vast molecular design space, intricate multiscale structure–property relationships, and multiple performance requirements. Although machine learning (ML) accelerates electrol...

Hao-Hao Chen, Hong Xu, Qian Zhou et al. · 0 citations

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