State of Charge Estimation of Lithium-Ion Batteries Using LSTM and NARX Neural Networks

State of Charge Estimation of Lithium-Ion Batteries Using LSTM and NARX Neural Networks

Highly accurate state of charge (SOC) estimation of lithium-ion batteries is one of the key technologies of battery management systems in electric vehicles. The performance of SOC estimation directly influences the driving range and safety of these vehicles. Due to external disturbances, temperature...

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Bibliographic Details
Main Authors: Meng Wei, Min Ye, Jia Bo Li, Qiao Wang, Xinxin Xu
Format: Article
Language:English
Published: IEEE 2020-01-01
Series:IEEE Access
Subjects:
Electric vehicles
state of charge
lithium-ion batteries
NARX
LSTM
Online Access:https://ieeexplore.ieee.org/document/9224979/

Internet

https://ieeexplore.ieee.org/document/9224979/

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