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