Xiao-Yi Xie

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...