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Energy Science & Engineering
Article . 2021 . Peer-reviewed
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Energy Science & Engineering
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Energy Science & Engineering
Article . 2022
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Parameter identification and identifiability analysis of lithium‐ion batteries

Authors: Yun Young Choi; Seongyoon Kim; Kyunghyun Kim; Sanghyun Kim; Jung‐Il Choi;

Parameter identification and identifiability analysis of lithium‐ion batteries

Abstract

AbstractParameter identification (PI) is a cost‐effective approach for estimating the parameters of an electrochemical model for lithium‐ion batteries (LIBs). However, it requires identifiability analysis (IA) of model parameters because identifiable parameters vary with reference data and electrochemical models. Therefore, we propose a PI and IA (PIIA) framework for a robust PI that can adapt to discharge data. The IA results show that the best subset with 15 parameters is determined by the Fisher information matrix and the sample‐averaged RDE criterion under various operating conditions. The identification process based on a genetic algorithm determines the optimal parameters. The identified‐parameter model predicts voltage curves with uncertainty bounds, considering the confidence intervals of identified parameters. Further, we demonstrate that the proposed PIIA framework robustly identifies the parameters of the electrochemical model from experimental data.

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Keywords

Technology, T, Science, Fisher information matrix, Q, identifiability analysis, parameter identification, genetic algorithm, lithium‐ion battery

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citations
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
8
Top 10%
Average
Top 10%
gold