State of Charge (SOC) estimation is crucial for managing battery performance and longevity, as it provides real-time information on the remaining capacity of a battery. Accurate SOC estimation involves complex algorithms and models due to the non-linear and dynamic nature of battery systems, affecting applications in electric vehicles, renewable energy storage, and portable electronics.