State of charge and online model parameters co-estimation for liquid metal batteries

•A Thevenin model is used to simulate the dynamic behaviors of liquid metal batteries.•A co-estimator is developed to concurrently estimate the state and model parameters.•The AUKF is employed to estimate the state of charge for liquid metal batteries.•The accuracy and robustness of the co-estimator are verified through experiments.