Accurately estimating the state of charge (SOC) of lithium-ion batteries is crucial for managing their performance. By using an improved version of the extended Kalman filter, researchers were able to enhance the accuracy of SOC estimation. They first created a model of the battery and then tested it under specific conditions. The results showed that the improved filter had better accuracy and convergence compared to the standard filter, with an average error of less than 0.01.