Supercapacitors are becoming increasingly important in modern automotive systems due to their ability to provide rapid charging, high power density, and long operational life. These advanced energy storage devices are widely used in electric vehicles, hybrid vehicles, regenerative braking systems, and automotive electronic applications to improve energy efficiency and vehicle performance....