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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Главные авторы:	Huiyong Chun, Jungsoo Kim, Jungwook Yu, Soohee Han
Формат:	Artigo
Язык:	Inglês
Опубликовано:	IEEE 2020-01-01
Серии:	IEEE Access
Предметы:	Electrochemical battery model lithium-ion battery long short-term memory real-time parameter estimation recurrent neural network synthetic data generation
Online-ссылка:	https://ieeexplore.ieee.org/document/9081953/
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