Electric automobile propulsion mechanisms are revolutionizing the automotive industry. These sophisticated systems rely on electric motors to power the axles, providing a quiet and fuel-saving driving experience. EV propulsion systems typically consist of a energy storage unit, an actuator, a inverter, and other critical components. The battery