Electric automobile propulsion technologies are changing the automotive industry. These advanced systems rely on electric motors to power the tires, providing a smooth and fuel-saving driving experience. EV propulsion mechanisms typically consist of a energy storage unit, an traction motor, a controller, and other critical components. The batter