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Open access Sep 2026

One-Step-Ahead Lithium-Ion Battery Capacity Tracking Using Multidimensional Health Features and MDRSN-BiGRU-AM

Accurate cycle-level battery-capacity tracking can support condition-based battery management, but it must be distinguished from state-of-health estimation and prospective long-horizon remaining-useful-life forecasting. This study formulates a bounded one-step-ahead task in which capacity at target cycle t is estimated...

Xin Wang, Yang Gao, Jian-Xin Zhang et al. · 0 citations

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