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A Hierarchical Model for Lithium-Ion Battery Degradation Prediction.
- Source :
-
IEEE Transactions on Reliability . Mar2016, Vol. 65 Issue 1, p310-325. 16p. - Publication Year :
- 2016
-
Abstract
- Developing prognostics and health management (PHM) approaches for lithium-ion batteries has received increasing attention in recent years. This paper presents a new modeling framework to characterize lithium-ion battery degradation by examining detailed discharging voltage profiles in different discharging cycles. We propose a hierarchical model, combining discharging processes and degradation processes, to predict the end of discharges in different cycles and remaining useful cycles integratively. We use a real case study to demonstrate the effectiveness and promising features of the proposed framework. [ABSTRACT FROM PUBLISHER]
Details
- Language :
- English
- ISSN :
- 00189529
- Volume :
- 65
- Issue :
- 1
- Database :
- Academic Search Index
- Journal :
- IEEE Transactions on Reliability
- Publication Type :
- Academic Journal
- Accession number :
- 113563024
- Full Text :
- https://doi.org/10.1109/TR.2015.2451074