Real-Time Prediction of Capacity Fade and Remaining Useful Life of Lithium-Ion Batteries Based on Charge/Discharge Characteristics

We propose a robust and reliable method based on deep neural networks to estimate the remaining useful life of lithium-ion batteries in electric vehicles. In general, the degradation of a battery can be predicted by monitoring its internal resistance. However, prediction under battery operation cann...

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Bibliographic Details
Main Authors: Chul-Jun Lee, Bo-Kyong Kim, Mi-Kyeong Kwon, Kanghyun Nam, Seok-Won Kang
Format: Article
Language:English
Published: MDPI AG 2021-04-01
Series:Electronics
Subjects:
Online Access:https://www.mdpi.com/2079-9292/10/7/846