A Novel Approach for Predicting Remaining Useful Life and Capacity Fade in Lithium-Ion Batteries Using Hybrid Machine Learning

Since lithium-ion batteries (LIBs) are essential to many different sectors, accurate estimates of their Remaining Useful Life (RUL) are necessary to maximize Battery Management Systems (BMS). In this study, we introduce an innovative approach that combines machine learning techniques to create a hyb...

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Hlavní autoři:	Sadiqa Jafari, Yung-Cheol Byun, Seokjun Ko
Médium:	Artigo
Jazyk:	Inglês
Vydáno:	IEEE 2023-01-01
Edice:	IEEE Access
Témata:	Charge cycles lithium-ion batteries RUL capacity fade battery performance feature selection
On-line přístup:	https://ieeexplore.ieee.org/document/10305086/
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