A Hybrid Method for State-of-Charge Estimation for Lithium-Ion Batteries Using a Long Short-Term Memory Network Combined with Attention and a Kalman Filter

A Hybrid Method for State-of-Charge Estimation for Lithium-Ion Batteries Using a Long Short-Term Memory Network Combined with Attention and a Kalman Filter

A battery management system (BMS) is an important link between on-board power battery and electric vehicles. The BMS is used to collect, process, and store important information during the operation of a battery pack in real time. Due to the wide application of lithium-ion batteries in electric vehi...

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Bibliographic Details
Main Authors: Xinghao Zhang, Yan Huang, Zhaowei Zhang, Huipin Lin, Yu Zeng, Mingyu Gao
Format: Article
Language:English
Published: MDPI AG 2022-09-01
Series:Energies
Subjects:
lithium-ion battery
charge state
Kalman filter
long short-term memory
attention mechanism
Online Access:https://www.mdpi.com/1996-1073/15/18/6745

Internet

https://www.mdpi.com/1996-1073/15/18/6745

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