The researchers developed a method to accurately estimate the battery's state-of-charge (SOC) using an extended Kalman filter. They created a simple model based on electrochemical impedance spectroscopy and estimated its parameters through experiments. The filter successfully predicted the SOC of the battery, as confirmed by Matlab simulations.