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