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Optimizing performance in battery-powered systems necessitates a robust and adaptable Battery Management System (BMS). Traditionally, BMS implementations rely on hardware-based solutions. However, the growth of virtual or software-defined BMS architectures offers several advantages. These systems leverage sophisticated algorithms and real-time data