Why Physics-Informed AI is the Future of BMS
Author: Krishna S Hanamaraddi Developing a generalized AI model for State of Health (SOH) prediction is a “boss level” challenge in battery management. While standard Neural Networks (LSTMs/GRUs) are excellent at capturing temporal patterns for a specific batch, they often fail to generalize across diverse chemistries (LFP, NMC, NCA), variable C-rates, and fluctuating temperatures. They … Read more