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

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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Bibliographic Details
Main Authors: Chico Hermanu Brillianto Apribowo, Sasongko Pramono Hadi, Franscisco Danang Wijaya, Mokhammad Isnaeni Bambang Setyonegoro, Sarjiya
Format: Article
Language:English
Published: Elsevier 2024-03-01
Series:Results in Engineering
Subjects:
Battery energy storage system
Battery degradation
Remaining useful life
Extreme gradient boosting algorithm
Hyperparameter tuning
Online Access:http://www.sciencedirect.com/science/article/pii/S2590123023008368

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http://www.sciencedirect.com/science/article/pii/S2590123023008368

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