Review
Open access
Aug 2026
Artificial Intelligence for Lithium-Ion Batteries: Closed-Loop Discovery, State Prediction, and Trustworthy Management
This review critically examines three connected domains: AI-assisted materials discovery, battery state prediction, and trustworthy intelligent management and identifies data leakage, inconsistent metadata, domain shift, uncalibrated uncertainty, black-box reasoning, computational constraints, and limited external vali...
Xiao-Yi Xie, Wen-Jie Zhou, De-Long Liu et al.
· Energies · 0 citations