Study on Kalman Filtering for LOC Parameters

A simple and effective equivalent circuit model is established, and offline identification of open circuit voltage, ohmic internal resistance, polarization internal resistance, and time constant of the battery model was performed using Excel linear regression method. Based on the extended Kalman filter method, the model parameters were identified online, and the offline and online parameter identification results under different operating conditions were compared, verifying the effectiveness of the online parameter identification method.