Author

Xiang-Ming He

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Sep 2026

A Hybrid Algorithm for High‐Accuracy State‐of‐Charge Estimation in Lithium‐Ion Batteries

Accurate state‐of‐charge (SOC) estimation is essential for ensuring the safety and efficiency of lithium‐ion battery systems under complex operating conditions. To address limitations in convergence speed and estimation accuracy, this paper proposes an improved Latin Hypercube Tuna Swarm Optimization (LHTSO) algorithm....

Shuo Chen, Chun-Ling Wu, Xin-Rong Huang et al. · Energy Technology · 0 citations

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