Early prediction of battery degradation in grid-scale battery energy storage system using extreme gradient boosting algorithm

The growth of battery energy storage systems (BESS) is caused by the variability and intermittent nature of high demand and renewable power generation at the network scale. In the context of BESS, Lithium-ion (Li-ion) battery occupies a crucial position, although it is faced with challenges related...

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Veröffentlicht in:	Results in engineering Jg. 21; S. 101709
Hauptverfasser:	Brillianto Apribowo, Chico Hermanu, Hadi, Sasongko Pramono, Wijaya, Franscisco Danang, Bambang Setyonegoro, Mokhammad Isnaeni, Sarjiya
Format:	Journal Article
Sprache:	Englisch
Veröffentlicht:	Elsevier B.V 01.03.2024 Elsevier
Schlagworte:	Battery degradation Battery energy storage system Extreme gradient boosting algorithm Hyperparameter tuning Remaining useful life Battery energy storage system Battery degradation Remaining useful life Extreme gradient boosting algorithm Hyperparameter tuning
ISSN:	2590-1230, 2590-1230
Online-Zugang:	Volltext
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