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Remaining Useful Life Prediction for Lithium-Ion Batteries Based on Gaussian Processes Mixture

The remaining useful life (RUL) prediction of Lithium-ion batteries is closely related to the capacity degeneration trajectories. Due to the self-charging and the capacity regeneration, the trajectories have the property of multimodality. Traditional prediction models such as the support vector mach...

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Detalles Bibliográficos
Autores principales: Li, Lingling, Wang, Pengchong, Chao, Kuei-Hsiang, Zhou, Yatong, Xie, Yang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5024987/
https://www.ncbi.nlm.nih.gov/pubmed/27632176
http://dx.doi.org/10.1371/journal.pone.0163004