An Integrated Method of the Future Capacity and RUL Prediction for Lithium-Ion Battery Pack

IEEE Transactions on Vehicular Technology（2022）

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摘要

Accurate prediction of remaining useful life (RUL) is of critical significance to the safety and reliability of lithium-ion batteries, which can offer efficient early warning signals for failure. Due to the complicated aging mechanism and realistic noise operation environment, direct predicting RUL with the measured data recorded in practice is challenging. In this work, a novel hybrid approach to...

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关键词

Signal processing algorithms,Prediction algorithms,Predictive models,Lithium-ion batteries,Battery charge measurement,Aging,Pollution measurement

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