Jiehao Li

Predicting the future of battery lifetime and knee point ultra-early at the formation stage

Early lifetime prediction can accelerate lithium-ion battery development, support factory-side quality control, and reduce testing-related energy consumption. However, most existing methods rely on post-production cycling data and long test windows, limiting manufacturing scalabi...