The lead-acid battery studied in this study serves as a backup power supply for the substation and is engineered for extended lifespan [24].It is commonly maintained in a floating charge state for prolonged periods [25], allowing it to provide reliable power during outages and ensuring an uninterrupted supply of electricity to the …