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Hui-Jie Shi

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Open access Sep 2026

State of Health Estimation for Lithium-Ion Batteries in Energy Storage Systems: A Multi-Scale Spatiotemporal Deep Learning Approach

A multi-scale spatiotemporal deep learning framework based on a multi-scale convolutional neural network and bidirectional long short-term memory (MS-CNN-BiLSTM) that maintains consistent estimation performance across different battery chemistries with relatively low computational complexity, suggesting its potential s...

Gui-Fang Guo, Hui-Jie Shi, Xiao-Lan Wu · 0 citations

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