Optimizing lifespan in battery-powered systems necessitates a robust and adaptable Battery Management System (BMS). Traditionally, BMS implementations rely on hardware-based solutions. However, the emergence of virtual or software-defined BMS architectures offers several benefits. These bateria virtual systems leverage powerful algorithms and real-