How often have battery management systems (BMS) failed to deliver accurate state-of-charge (SOC) readings, even with advanced coulomb counting? Neural network SOC estimation emerges as Tesla's answer to this $4.7 billion industry dilemma. With their groundbreaking patent US2023156789 targeting ±0.error tolerance, the automaker redefines EV battery analytics. But what makes this approach fundamentally different?
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