The researchers developed a model to accurately estimate the state of charge (SOC) of lithium-ion batteries, which is crucial for battery systems. They used data on battery performance to create a detailed model that changes based on SOC. By applying the Extended Kalman filter method, they were able to estimate SOC accurately during operation. Through simulations, they confirmed that this method meets accuracy requirements for SOC estimation.