Incremental Capacity Analysis on Commercial Lithium-Ion Batteries using Support Vector Regression: A Parametric Study

Incremental Capacity Analysis on Commercial Lithium-Ion Batteries using Support Vector Regression: A Parametric Study

Incremental capacity analysis (ICA) has been used pervasively to characterize the degradation mechanisms of the lithium-ion batteries, and several online state-of-health estimation algorithms are built based on ICA. However, the stairs and the noises in the discrete sampled voltage data obstruct the...

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Bibliographic Details
Main Authors: Xuning Feng, Caihao Weng, Xiangming He, Li Wang, Dongsheng Ren, Languang Lu, Xuebing Han, Minggao Ouyang
Format: Article
Language:English
Published: MDPI AG 2018-09-01
Series:Energies
Subjects:
lithium-ion batteries
state-of-health
incremental capacity analysis
support vector regression
curve fitting
energy storage
Online Access:http://www.mdpi.com/1996-1073/11/9/2323

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