Publications

Accurately predicting the knee point cycle number, marking the onset of accelerated capacity degradation, is the first critical signal for managing lithium-ion battery life cycles in electric vehicles and stationary energy storage systems. However, the inherent electrochemo-mechanical-thermal complexities of battery aging present significant challenges for physics-based models and machine-learning models,...