M. I. al-Hiyali

Residual BiLSTM-Based Error Correction Network for Li-Ion Battery SOC Estimation

The efficient operation of lithium-ion battery management systems (BMSs) depends on accurate state-of-charge (SOC) estimation. However, the performance of conventional model-based SOC estimation methods may progressively worsen owing to parameter uncertainty and nonlinear battery dynamics. This study proposes a hybrid...