Author

Meng Wei

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Open access Sep 2026

Early-Charging Features and Heterogeneous Ensemble Learning for High-Fidelity Lithium-Ion Battery Capacity Estimation

Accuracy capacity estimation in lithium-ion batteries serves as a cornerstone for battery management systems. Although recent data-driven methods have advanced this field, practical applications still face the challenge of reconciling high-quality feature extraction with minimal charging time. To resolve this conflict,...

Peng Zhang, Chuan-Wei Zhang, Bao-Zhou Xia et al. · Batteries · 0 citations

Open access Aug 2026

State of Health Estimation of Large-Capacity Energy Storage Batteries Based on Mechanical–Electrical–Thermal Multi-Modal Features

This paper proposes an SOH estimation method that fuses mechanical–electrical–thermal multi-modal features by introducing expansion force monitoring. Aging tests on 16 prismatic 530 Ah LiFePO4 batteries from two brands are conducted at 25 and 45 °C. Each full cycle is divided into charge, post-charge rest, discharge, a...

Rong He, Jiang He, Lu Wang et al. · Batteries · 1 citation