Manufacturers or operators introduce a Battery Management System (BMS) to ensure the safe and efficient operation of inverter batteries. Modern battery management systems are data-driven operators used to identify the health status of inverter batteries. Data-driven monitoring systems help check electrolyte levels and the corrosion status of inverter batteries. BMS prevents inverter battery damage and reduces maintenance costs even after prolonged usage.