Combined CNN-LSTM Network for State-of-Charge Estimation of Lithium-Ion Batteries

State-of-charge (SOC), which indicates the remaining capacity at the current cycle, is the key to the driving range prediction of electric vehicles and optimal charge control of rechargeable batteries. In this paper, we propose a combined convolutional neural network (CNN) - long short-term memory (...

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