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Optimizing efficiency in battery-powered systems necessitates a robust and adaptable Battery Management System (BMS). Historically, BMS implementations rely on hardware-based solutions. However, the rise of virtual or software-defined BMS architectures offers several benefits. These systems leverage advanced algorithms and real-time data processing