Long Short-Term Memory Approach to Estimate Battery Remaining Useful Life Using Partial Data

Due to the increasing demand of electrical vehicles (EVs), prognostics of the battery state is of paramount importance. The nonlinearity of the signal (e.g. voltage) results in the complexity of analyzing the degradation of the battery. Aging characteristics extracted from the voltage, current, and...

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Bibliographic Details
Main Authors: Benvolence Chinomona, Chunhui Chung, Lien-Kai Chang, Wei-Chih Su, Mi-Ching Tsai
Format: Article
Language:English
Published: IEEE 2020-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/9187619/