A key aspect of developing modern hybrid vehicles involves seamlessly integrating the battery system with/into/amongst the Anti-lock Braking System (ABS) unit. This integration presents several challenges. One primary challenge is ensuring efficient energy management within the vehicle's electrical architecture. This requires sophisticated control