State of charge estimation with the adaptive unscented Kalman filter based on an accurate equivalent circuit model

•A SOC estimation method using AUKF based on an n-RC model is designed.•The estimation accuracy of n-RC models under different n is compared.•The accuracy analysis of different equivalent circuit models is conducted.•The nonlinear Least Square method is utilized for parameters identification.•The accuracy of the proposed method is verified under different conditions.