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Modeling current-rate effects in lithium-ion batteries based on a distributed, multi-particle equivalent circuit model
Due to the wide range of operating conditions under which a lithium-ion battery operates, it is essential to develop models that are able to replicate experimental behavior in a variety of temperature and current-rate scenarios. However, there are some complex effects in the range of moderate to hig...
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Published in: | Applied energy 2024-01, Vol.353, p.122141, Article 122141 |
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container_title | Applied energy |
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creator | Rodríguez-Iturriaga, Pablo Anseán, David Rodríguez-Bolívar, Salvador García, Víctor Manuel González, Manuela López-Villanueva, Juan Antonio |
description | Due to the wide range of operating conditions under which a lithium-ion battery operates, it is essential to develop models that are able to replicate experimental behavior in a variety of temperature and current-rate scenarios. However, there are some complex effects in the range of moderate to high current rates that are difficult to justify with current formulations of both equivalent circuit and electrochemical models, due to model shortcomings or a challenging parameterization process. For this reason, in this article we present a discretely distributed, multi-particle equivalent circuit model capable of addressing said limitations. By obtaining quasi-static characteristics from thermodynamic tests and making informed assumptions about particle size distributions, the model is only dependent on three parameters that are directly correlated to those determined from experimental impedance data. The proposed model is able to provide accurate results in a current range from C/10 to 2C (RMS≤12 mV at 40 °C) as well as dynamic operation (RMS≤7 mV at 40 °C), and ensures consistent behavior at ambient temperatures in the range from 10 °C to 40 °C. For all the reasons above, the proposed model constitutes a suitable alternative for modeling complex behavior in lithium-ion batteries with a reduced computational cost and a well-defined parameterization process.
•A discretely distributed multi-particle equivalent circuit model is proposed.•Small-signal impedance is derived for a discretely distributed network.•Final model is dependent on three well-defined parameters obtained from full-cell tests.•Circuit topology accounts for output voltage smoothing effect at high currents.•Proposed reduced-order model retains physical description while providing accurate results. |
doi_str_mv | 10.1016/j.apenergy.2023.122141 |
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•A discretely distributed multi-particle equivalent circuit model is proposed.•Small-signal impedance is derived for a discretely distributed network.•Final model is dependent on three well-defined parameters obtained from full-cell tests.•Circuit topology accounts for output voltage smoothing effect at high currents.•Proposed reduced-order model retains physical description while providing accurate results.</description><identifier>ISSN: 0306-2619</identifier><identifier>EISSN: 1872-9118</identifier><identifier>DOI: 10.1016/j.apenergy.2023.122141</identifier><language>eng</language><publisher>Elsevier Ltd</publisher><subject>Current rate ; Distributed ECM ; EIS ; electrochemistry ; energy ; lithium batteries ; Lithium-ion battery ; Multi-particle model ; particle size ; temperature ; thermodynamics</subject><ispartof>Applied energy, 2024-01, Vol.353, p.122141, Article 122141</ispartof><rights>2023 Elsevier Ltd</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c345t-3e24646a661add018ce338fb9a7bea3d9c3e9db66bd88f6265bdabf689bea30c3</citedby><cites>FETCH-LOGICAL-c345t-3e24646a661add018ce338fb9a7bea3d9c3e9db66bd88f6265bdabf689bea30c3</cites><orcidid>0000-0001-5561-1210 ; 0000-0003-2827-5850 ; 0000-0001-7177-9689 ; 0000-0001-5974-407X ; 0000-0002-7221-5217</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,776,780,27901,27902</link.rule.ids></links><search><creatorcontrib>Rodríguez-Iturriaga, Pablo</creatorcontrib><creatorcontrib>Anseán, David</creatorcontrib><creatorcontrib>Rodríguez-Bolívar, Salvador</creatorcontrib><creatorcontrib>García, Víctor Manuel</creatorcontrib><creatorcontrib>González, Manuela</creatorcontrib><creatorcontrib>López-Villanueva, Juan Antonio</creatorcontrib><title>Modeling current-rate effects in lithium-ion batteries based on a distributed, multi-particle equivalent circuit model</title><title>Applied energy</title><description>Due to the wide range of operating conditions under which a lithium-ion battery operates, it is essential to develop models that are able to replicate experimental behavior in a variety of temperature and current-rate scenarios. However, there are some complex effects in the range of moderate to high current rates that are difficult to justify with current formulations of both equivalent circuit and electrochemical models, due to model shortcomings or a challenging parameterization process. For this reason, in this article we present a discretely distributed, multi-particle equivalent circuit model capable of addressing said limitations. By obtaining quasi-static characteristics from thermodynamic tests and making informed assumptions about particle size distributions, the model is only dependent on three parameters that are directly correlated to those determined from experimental impedance data. The proposed model is able to provide accurate results in a current range from C/10 to 2C (RMS≤12 mV at 40 °C) as well as dynamic operation (RMS≤7 mV at 40 °C), and ensures consistent behavior at ambient temperatures in the range from 10 °C to 40 °C. For all the reasons above, the proposed model constitutes a suitable alternative for modeling complex behavior in lithium-ion batteries with a reduced computational cost and a well-defined parameterization process.
•A discretely distributed multi-particle equivalent circuit model is proposed.•Small-signal impedance is derived for a discretely distributed network.•Final model is dependent on three well-defined parameters obtained from full-cell tests.•Circuit topology accounts for output voltage smoothing effect at high currents.•Proposed reduced-order model retains physical description while providing accurate results.</description><subject>Current rate</subject><subject>Distributed ECM</subject><subject>EIS</subject><subject>electrochemistry</subject><subject>energy</subject><subject>lithium batteries</subject><subject>Lithium-ion battery</subject><subject>Multi-particle model</subject><subject>particle size</subject><subject>temperature</subject><subject>thermodynamics</subject><issn>0306-2619</issn><issn>1872-9118</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2024</creationdate><recordtype>article</recordtype><recordid>eNqFkMtOwzAQRS0EEqXwC8hLFiT4kbrJDlTxkorYwNpy7EmZKq_aTiX-nkSBNasZzdx7R3MIueYs5Yyru31qemjB775TwYRMuRA84ydkwfO1SArO81OyYJKpRChenJOLEPaMMcEFW5DjW-egxnZH7eA9tDHxJgKFqgIbA8WW1hi_cGgS7FpamhjBI4SxC-DoODLUYYgeyyGCu6XNUEdMeuMj2nrMOQx4NPWYSy16O2CkzXTwkpxVpg5w9VuX5PPp8WPzkmzfn183D9vEymwVEwkiU5kySnHjHOO5BSnzqizMugQjXWElFK5UqnR5XimhVqUzZaXyYlozK5fkZs7tfXcYIETdYLBQ16aFbghasoxlgkvFRqmapdZ3IXiodO-xMf5bc6Yn0Hqv_0DrCbSeQY_G-9kI4yNHBK-DRWgtOPQjRO06_C_iB0TTjao</recordid><startdate>20240101</startdate><enddate>20240101</enddate><creator>Rodríguez-Iturriaga, Pablo</creator><creator>Anseán, David</creator><creator>Rodríguez-Bolívar, Salvador</creator><creator>García, Víctor Manuel</creator><creator>González, Manuela</creator><creator>López-Villanueva, Juan Antonio</creator><general>Elsevier Ltd</general><scope>AAYXX</scope><scope>CITATION</scope><scope>7S9</scope><scope>L.6</scope><orcidid>https://orcid.org/0000-0001-5561-1210</orcidid><orcidid>https://orcid.org/0000-0003-2827-5850</orcidid><orcidid>https://orcid.org/0000-0001-7177-9689</orcidid><orcidid>https://orcid.org/0000-0001-5974-407X</orcidid><orcidid>https://orcid.org/0000-0002-7221-5217</orcidid></search><sort><creationdate>20240101</creationdate><title>Modeling current-rate effects in lithium-ion batteries based on a distributed, multi-particle equivalent circuit model</title><author>Rodríguez-Iturriaga, Pablo ; Anseán, David ; Rodríguez-Bolívar, Salvador ; García, Víctor Manuel ; González, Manuela ; López-Villanueva, Juan Antonio</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c345t-3e24646a661add018ce338fb9a7bea3d9c3e9db66bd88f6265bdabf689bea30c3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2024</creationdate><topic>Current rate</topic><topic>Distributed ECM</topic><topic>EIS</topic><topic>electrochemistry</topic><topic>energy</topic><topic>lithium batteries</topic><topic>Lithium-ion battery</topic><topic>Multi-particle model</topic><topic>particle size</topic><topic>temperature</topic><topic>thermodynamics</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Rodríguez-Iturriaga, Pablo</creatorcontrib><creatorcontrib>Anseán, David</creatorcontrib><creatorcontrib>Rodríguez-Bolívar, Salvador</creatorcontrib><creatorcontrib>García, Víctor Manuel</creatorcontrib><creatorcontrib>González, Manuela</creatorcontrib><creatorcontrib>López-Villanueva, Juan Antonio</creatorcontrib><collection>CrossRef</collection><collection>AGRICOLA</collection><collection>AGRICOLA - Academic</collection><jtitle>Applied energy</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Rodríguez-Iturriaga, Pablo</au><au>Anseán, David</au><au>Rodríguez-Bolívar, Salvador</au><au>García, Víctor Manuel</au><au>González, Manuela</au><au>López-Villanueva, Juan Antonio</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Modeling current-rate effects in lithium-ion batteries based on a distributed, multi-particle equivalent circuit model</atitle><jtitle>Applied energy</jtitle><date>2024-01-01</date><risdate>2024</risdate><volume>353</volume><spage>122141</spage><pages>122141-</pages><artnum>122141</artnum><issn>0306-2619</issn><eissn>1872-9118</eissn><abstract>Due to the wide range of operating conditions under which a lithium-ion battery operates, it is essential to develop models that are able to replicate experimental behavior in a variety of temperature and current-rate scenarios. However, there are some complex effects in the range of moderate to high current rates that are difficult to justify with current formulations of both equivalent circuit and electrochemical models, due to model shortcomings or a challenging parameterization process. For this reason, in this article we present a discretely distributed, multi-particle equivalent circuit model capable of addressing said limitations. By obtaining quasi-static characteristics from thermodynamic tests and making informed assumptions about particle size distributions, the model is only dependent on three parameters that are directly correlated to those determined from experimental impedance data. The proposed model is able to provide accurate results in a current range from C/10 to 2C (RMS≤12 mV at 40 °C) as well as dynamic operation (RMS≤7 mV at 40 °C), and ensures consistent behavior at ambient temperatures in the range from 10 °C to 40 °C. For all the reasons above, the proposed model constitutes a suitable alternative for modeling complex behavior in lithium-ion batteries with a reduced computational cost and a well-defined parameterization process.
•A discretely distributed multi-particle equivalent circuit model is proposed.•Small-signal impedance is derived for a discretely distributed network.•Final model is dependent on three well-defined parameters obtained from full-cell tests.•Circuit topology accounts for output voltage smoothing effect at high currents.•Proposed reduced-order model retains physical description while providing accurate results.</abstract><pub>Elsevier Ltd</pub><doi>10.1016/j.apenergy.2023.122141</doi><orcidid>https://orcid.org/0000-0001-5561-1210</orcidid><orcidid>https://orcid.org/0000-0003-2827-5850</orcidid><orcidid>https://orcid.org/0000-0001-7177-9689</orcidid><orcidid>https://orcid.org/0000-0001-5974-407X</orcidid><orcidid>https://orcid.org/0000-0002-7221-5217</orcidid></addata></record> |
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subjects | Current rate Distributed ECM EIS electrochemistry energy lithium batteries Lithium-ion battery Multi-particle model particle size temperature thermodynamics |
title | Modeling current-rate effects in lithium-ion batteries based on a distributed, multi-particle equivalent circuit model |
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