Electric EV propulsion technologies are changing the automotive industry. These cutting-edge systems rely on battery motors to power the tires, providing a silent 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 supplies