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BMS Intelligence & Physics-Informed AI
Maximizing battery longevity and safety through deep learning and real-time thermal diagnostics.
Transformed from basic voltage alerts to deep learning models that forecast battery degradation. This allows operators to plan retirement or second-life transitions before performance dips affect the bottom line.
Machine learning provides early detection of thermal anomalies, identifying potential 'runaway' risks well before physical sensors trigger traditional alarms.
Eliminates range anxiety with dynamic 'Distance-to-Empty' metrics that adjust in real-time based on payload, current terrain, and historical driver efficiency.
Advanced EV & Battery Management Infrastructure