Electric vehicle propulsion technologies are transforming the automotive industry. These cutting-edge systems rely on battery motors to power the tires, providing a smooth and fuel-saving driving experience. EV propulsion mechanisms typically consist of a energy storage unit, an actuator, a controller, and other key components. The battery pack