Lithium-Ion Battery Capacity Estimation Based on Incremental Capacity Analysis and Deep Convolutional Neural Network

Lithium-Ion Battery Capacity Estimation Based on Incremental Capacity Analysis and Deep Convolutional Neural Network

Accurate estimation of Li-ion battery capacity is critical for a battery management system (BMS). This paper proposes an innovative method which combines a convolutional neural network and incremental capacity analysis (ICA). In the present approach, the voltage and temperature, which significantly...

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Bibliographic Details
Main Authors: Sibo Zeng, Sheng Chen, Babakalli Alkali
Format: Article
Language:English
Published: MDPI AG 2024-03-01
Series:Energies
Subjects:
lithium-ion battery
capacity estimation
incremental capacity analysis
gaussian regression
convolutional neural network
Online Access:https://www.mdpi.com/1996-1073/17/6/1272

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