How does this system work?
The system identifies early signs of lithium plating by analyzing resistance and voltage patterns during pulse charging. This early warning can prevent battery degradation and safety risks. It can be deployed via software updates or cloud-based platforms, making it ideal for EV makers and battery management systems.
A major breakthrough in this research is a feature extraction technique that converts limited battery data into rich, multi-dimensional features. While single-feature analysis yielded only 68.5% detection accuracy, the multi-dimensional approach achieved over 97%.