How does deep learning improve battery management and performance predictions?

Q: What role does deep learning play in enhancing battery management systems (BMS)?

A: Deep learning improves battery management by enabling the BMS to process complex, non-linear relationships between temperature, charge cycles, and battery performance. It allows the system to predict battery degradation and optimize charging strategies based on real-time data, improving both SOC and SOH estimates and extending battery life by adapting to usage patterns.