Lithium-ion battery models: a comparative study and a model-based powerline communication

In this work, various Lithium-ion (Li-ion) battery models are evaluated according to their accuracy, complexity and physical interpretability. An initial classification into physical, empirical and abstract models is introduced. Also known as <q>white</q>, <q>black</q> and...

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Main Authors: F. Saidani, F. X. Hutter, R.-G. Scurtu, W. Braunwarth, J. N. Burghartz
Format: Article
Language:deu
Published: Copernicus Publications 2017-09-01
Series:Advances in Radio Science
Online Access:https://www.adv-radio-sci.net/15/83/2017/ars-15-83-2017.pdf
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spelling doaj-038c7a6529a24c46b70f751d8eb58e1e2020-11-24T23:49:53ZdeuCopernicus PublicationsAdvances in Radio Science 1684-99651684-99732017-09-0115839110.5194/ars-15-83-2017Lithium-ion battery models: a comparative study and a model-based powerline communicationF. Saidani0F. X. Hutter1R.-G. Scurtu2W. Braunwarth3J. N. Burghartz4Institut für Mikroelektronik Stuttgart (IMS CHIPS), Allmandring 30a, 70569 Stuttgart, GermanyInstitut für Mikroelektronik Stuttgart (IMS CHIPS), Allmandring 30a, 70569 Stuttgart, GermanyZentrum für Sonnenenergie- und Wasserstoff-Forschung Baden-Württemberg (ZSW), Lise-Meitner-Straße 24, 89081 Ulm, GermanyZentrum für Sonnenenergie- und Wasserstoff-Forschung Baden-Württemberg (ZSW), Lise-Meitner-Straße 24, 89081 Ulm, GermanyInstitut für Mikroelektronik Stuttgart (IMS CHIPS), Allmandring 30a, 70569 Stuttgart, GermanyIn this work, various Lithium-ion (Li-ion) battery models are evaluated according to their accuracy, complexity and physical interpretability. An initial classification into physical, empirical and abstract models is introduced. Also known as <q>white</q>, <q>black</q> and <q>grey</q> boxes, respectively, the nature and characteristics of these model types are compared. Since the Li-ion battery cell is a thermo-electro-chemical system, the models are either in the thermal or in the electrochemical state-space. Physical models attempt to capture key features of the physical process inside the cell. Empirical models describe the system with empirical parameters offering poor analytical, whereas abstract models provide an alternative representation. <br><br> In addition, a model selection guideline is proposed based on applications and design requirements. A complex model with a detailed analytical insight is of use for battery designers but impractical for real-time applications and in situ diagnosis. In automotive applications, an abstract model reproducing the battery behavior in an equivalent but more practical form, mainly as an equivalent circuit diagram, is recommended for the purpose of battery management. As a general rule, a trade-off should be reached between the high fidelity and the computational feasibility. Especially if the model is embedded in a real-time monitoring unit such as a microprocessor or a FPGA, the calculation time and memory requirements rise dramatically with a higher number of parameters. <br><br> Moreover, examples of equivalent circuit models of Lithium-ion batteries are covered. Equivalent circuit topologies are introduced and compared according to the previously introduced criteria. An experimental sequence to model a 20 Ah cell is presented and the results are used for the purposes of powerline communication.https://www.adv-radio-sci.net/15/83/2017/ars-15-83-2017.pdf
collection DOAJ
language deu
format Article
sources DOAJ
author F. Saidani
F. X. Hutter
R.-G. Scurtu
W. Braunwarth
J. N. Burghartz
spellingShingle F. Saidani
F. X. Hutter
R.-G. Scurtu
W. Braunwarth
J. N. Burghartz
Lithium-ion battery models: a comparative study and a model-based powerline communication
Advances in Radio Science
author_facet F. Saidani
F. X. Hutter
R.-G. Scurtu
W. Braunwarth
J. N. Burghartz
author_sort F. Saidani
title Lithium-ion battery models: a comparative study and a model-based powerline communication
title_short Lithium-ion battery models: a comparative study and a model-based powerline communication
title_full Lithium-ion battery models: a comparative study and a model-based powerline communication
title_fullStr Lithium-ion battery models: a comparative study and a model-based powerline communication
title_full_unstemmed Lithium-ion battery models: a comparative study and a model-based powerline communication
title_sort lithium-ion battery models: a comparative study and a model-based powerline communication
publisher Copernicus Publications
series Advances in Radio Science
issn 1684-9965
1684-9973
publishDate 2017-09-01
description In this work, various Lithium-ion (Li-ion) battery models are evaluated according to their accuracy, complexity and physical interpretability. An initial classification into physical, empirical and abstract models is introduced. Also known as <q>white</q>, <q>black</q> and <q>grey</q> boxes, respectively, the nature and characteristics of these model types are compared. Since the Li-ion battery cell is a thermo-electro-chemical system, the models are either in the thermal or in the electrochemical state-space. Physical models attempt to capture key features of the physical process inside the cell. Empirical models describe the system with empirical parameters offering poor analytical, whereas abstract models provide an alternative representation. <br><br> In addition, a model selection guideline is proposed based on applications and design requirements. A complex model with a detailed analytical insight is of use for battery designers but impractical for real-time applications and in situ diagnosis. In automotive applications, an abstract model reproducing the battery behavior in an equivalent but more practical form, mainly as an equivalent circuit diagram, is recommended for the purpose of battery management. As a general rule, a trade-off should be reached between the high fidelity and the computational feasibility. Especially if the model is embedded in a real-time monitoring unit such as a microprocessor or a FPGA, the calculation time and memory requirements rise dramatically with a higher number of parameters. <br><br> Moreover, examples of equivalent circuit models of Lithium-ion batteries are covered. Equivalent circuit topologies are introduced and compared according to the previously introduced criteria. An experimental sequence to model a 20 Ah cell is presented and the results are used for the purposes of powerline communication.
url https://www.adv-radio-sci.net/15/83/2017/ars-15-83-2017.pdf
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