State of Charge Estimation for Lithium-Ion Batteries Using Simple Recurrent Units and Unscented Kalman Filter

State of Charge Estimation for Lithium-Ion Batteries Using Simple Recurrent Units and Unscented Kalman Filter

Accurate estimation of the state of charge plays a very important role in ensuring the safe and effective operation of battery lithium-ion batteries and is one of the most important state parameters. However, the estimation method of state of charge has various limitations, so it is of great signifi...

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Bibliographic Details
Main Authors:	Zhaowei Zhang, Xinghao Zhang, Zhiwei He, Chunxiang Zhu, Wenlong Song, Mingyu Gao, Yining Song
Format:	Article
Language:	English
Published:	Frontiers Media S.A. 2022-07-01
Series:	Frontiers in Energy Research
Subjects:	state of charge lithium-ion batteries simple recurrent units unscented Kalman filter long short-term memory
Online Access:	https://www.frontiersin.org/articles/10.3389/fenrg.2022.938467/full

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