Xian-He Wang

Evaluating Deep Learning Models for Lithium-Ion Battery RUL Prediction via Unified Benchmarks: A Comparative Study

Lithium-ion battery remaining useful life (RUL) prediction is critical for the safe and efficient operation of energy storage systems. Traditional physics-based and empirical data-driven methods rely heavily on expert knowledge and predefined degradation models, limiting their generalizability across diverse operating...