Effect of parameterized activation functions on the performance of LSTM models for state of charge (SoC) estimation in EV batteries
State of charge (SoC) represents the remaining capacity of a battery relative to its fully charged state and is a critical indicator of electric vehicle (EV) performance and driving range. Accurate SoC estimation is essential for effective battery management systems. Conventional methods such as Coulomb counting, open-...