Review
Open access
Sep 2026
Machine Learning for Rational Electrolyte Design in Lithium Batteries: Bridging Macroscopic Performance and Physically Interpretable Descriptors
This review outlines an actionable roadmap for integrating physically interpretable descriptors, generalizable ML models, and autonomous experimentation toward interpretable, data‐driven electrolyte discovery.
Hao-Hao Chen, Hong Xu, Qian Zhou et al.
· Advanced Energy Materials · 0 citations