Huaiyu Li

A Comparative Study of Deep Time-Series Models for Lithium-Ion Battery State-of-Health Prediction

Model rankings in battery SOH prediction can change with the input representation and battery split. This study therefore evaluated five deep time-series models—Long Short-Term Memory (LSTM), Gated Recurrent Unit (GRU), PatchTST, TimesNet, and ModernTCN—on the NASA battery aging...