Yi-Bao Zhang

Lithium-ion battery RUL prediction using CNN-BiLSTM-Attention

Lithium-ion battery remaining useful life (RUL) prediction is strongly affected by nonlinear degradation behavior and complex temporal dependence under practical operating environments. To improve prediction accuracy and robustness, this study develops a hybrid prediction framework integrating convolutional neural netw...