Haisong Huang

State of charge aligned dual branch learning for reliable cross vehicle state of health prediction from fragmented charging data

Real-world electric vehicle fleet data consist of fragmented charging records with irregular sampling, heterogeneous operating conditions, and pack-level inconsistency. For battery state of health (SOH) prediction, these characteristics introduce time-coordinate mismatch and non-...