Real-Time Parameter Estimation of an Electrochemical Lithium-Ion Battery Model Using a Long Short-Term Memory Network

Real-Time Parameter Estimation of an Electrochemical Lithium-Ion Battery Model Using a Long Short-Term Memory Network

An electrochemical lithium-ion battery model is well known to be suited for effectively describing the microstructure evolution in charging and discharging processes of a lithium-ion battery with practically realizable complexity. This paper presents a neural network-based parameter estimation schem...

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Bibliographic Details
Main Authors: Huiyong Chun, Jungsoo Kim, Jungwook Yu, Soohee Han
Format: Article
Language:English
Published: IEEE 2020-01-01
Series:IEEE Access
Subjects:
Electrochemical battery model
lithium-ion battery
long short-term memory
real-time parameter estimation
recurrent neural network
synthetic data generation
Online Access:https://ieeexplore.ieee.org/document/9081953/

Internet

https://ieeexplore.ieee.org/document/9081953/

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