Si-Quan Yuan

TL-PINN: Transfer Learning-Enhanced Physics-Informed Neural Network for Lithium-Ion Battery State of Charge Estimation

Accurate state-of-charge (SOC) estimation is essential for the safe and efficient operation of battery management systems (BMS). To address the limited accuracy and poor reliability of conventional methods under complex operating conditions, a transfer learning-enhanced physics-informed neural network (TL-PINN) is pr...