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Author

Wenjuan Zheng

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Open access Aug 2026

State of charge estimation method for sodium-ion batteries based on a hybrid deep learning network

A hybrid deep learning model combining a Temporal Convolutional Network, Bidirectional Long Short-Term Memory, and Squeeze-and-Excitation module (TCN-BiLSTM-SE) is proposed for SOC estimation, supporting the practical application of SIBs in energy storage and electric vehicle systems.

Yan Li, Gui-Feng Zhang, Wen-Juan Zheng · 0 citations
Open access Aug 2026

A zero-sequence-enhanced 7-channel MTF-ResNet18-MSA framework for transmission line fault diagnosis

Results indicate that the proposed model provides an effective representation-learning approach for simulated transmission-line fault classification, and independent validation under a retraining protocol further supports the reproducibility of the framework on another simulated power-line fault dataset.

Yan Lu, Wenjuan Zheng, Liming Wang · 0 citations

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