An Improved Gated Recurrent Unit Network Model for State-of-Charge Estimation of Lithium-Ion Battery

An Improved Gated Recurrent Unit Network Model for State-of-Charge Estimation of Lithium-Ion Battery

An accurate state-of-charge (SOC) can not only provide a safe and reliable guarantee for the entirety of equipment but also extend the service life of the battery pack. Given that the chemical reaction inside the lithium-ion battery is a highly nonlinear dynamic system, obtaining an accurate SOC for...

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Bibliographic Details
Main Authors: Wenxian Duan, Chuanxue Song, Silun Peng, Feng Xiao, Yulong Shao, Shixin Song
Format: Article
Language:English
Published: MDPI AG 2020-12-01
Series:Energies
Subjects:
state-of-charge
lithium-ion battery
gated recurrent unit
non-Gaussian noises
robustness
Online Access:https://www.mdpi.com/1996-1073/13/23/6366

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