Wenjing Shen

Comparative Study of Embedded Deep Learning Models for State of Charge Estimation of Lithium-Ion Batteries

Accurate state of charge (SOC) estimation is essential for the safe and efficient operation of lithium-ion battery systems, while deploying deep learning-based estimators in embedded battery management systems remains challenging due to limited memory, computational capability, and real-time constraints. To address thi...