Gui-Fang Guo

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...