Hao Qiang

A Mamba Model Fused with Residual Convolution and Attention Mechanism for SOC Prediction of Lithium-Ion Batteries

A convolution-based feature extraction and residual fusion module is introduced ahead of the Mamba backbone to enhance local variation information in the input signals and to facilitate the modelling of long-term temporal dependencies during battery operation.