A Hierarchical Model for Lithium-Ion Battery Degradation Prediction


Developing prognostics and health management (PHM) approaches for lithium-ion batteries has received increasing attention in recent years. This paper presents a new modeling framework to characterize lithium-ion battery degradation by examining detailed discharging voltage profiles in numerous discharging cycles. We have a tendency to propose a hierarchical model, combining discharging processes and degradation processes, to predict the top of discharges in numerous cycles and remaining useful cycles integratively. We use a true case study to demonstrate the effectiveness and promising features of the proposed framework.

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