Cheng-Geng Huang

KAN-GAT-PFL: A KAN-Enhanced Graph Attention Network with Personalized Federated Learning for Lithium-Ion Battery Early Cycle-Life Prediction

Accurate early-stage cycle-life prediction of lithium-ion batteries is critical yet challenged by faint early degradation signatures and data privacy constraints across heterogeneous clients. This paper proposes KAN-GAT-PFL, a novel privacy-preserving framework tailored for distributed battery health management. We int...