A modified-electrochemical impedance spectroscopy-based multi-time-scale fractional-order model for lithium-ion batteries
•A MEIS-based multi-time-scale FOM to capture LIB dynamics in time-frequency domains.•The proposed MEIS accurately characterizes LIB internal dynamics in multi-time-scales.•The developed MEIS-based FOM significantly boosts the modeling accuracy by above 44%.•The proposed modeling methodology is inde...
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Veröffentlicht in: | Electrochimica acta 2021-10, Vol.394, p.139066, Article 139066 |
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creator | Ruan, Haijun Sun, Bingxiang Jiang, Jiuchun Zhang, Weige He, Xitian Su, Xiaojia Bian, Jingji Gao, Wenzhong |
description | •A MEIS-based multi-time-scale FOM to capture LIB dynamics in time-frequency domains.•The proposed MEIS accurately characterizes LIB internal dynamics in multi-time-scales.•The developed MEIS-based FOM significantly boosts the modeling accuracy by above 44%.•The proposed modeling methodology is independent of material chemistry and is generic.•Reveal the structural composition of the time-domain 1s impedance for the first time.
The accurate prediction of battery dynamics in short and long time scales is essential for advanced battery management and precise systems simulation. A modified-electrochemical impedance spectroscopy-based multi-time-scale fractional-order model is thus proposed to reproduce battery dynamic behaviors both in time and frequency domains. It is first found that the conventional measurement electrochemical impedance spectroscopy (EIS) is pseudo-EIS due to the relatively high open-circuit-voltage variation. The modified EIS is developed to accurately characterize battery internal dynamics in short and long time scales. Noticeably, there is no perfect straight line in the modified EIS at low frequency, and a parallel circuit involving the fractional-order element and resistance is thus adopted to capture battery low-frequency dynamics. Model simulation results show excellent agreement with the experimental data under different dynamic conditions in multi-time-scales, where the maximum relative error is below 0.86%. Model comparison confirms that the proposed model can achieve a higher fidelity. Model validation with three battery chemistries indicates that the proposed modeling methodology showcases good adaptability. Ultimately, the structural composition of the time-domain 1s impedance is theoretically revealed using the proposed model for the first time, allowing to develop the approximate relationship of time-frequency-domain impedances.
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doi_str_mv | 10.1016/j.electacta.2021.139066 |
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The accurate prediction of battery dynamics in short and long time scales is essential for advanced battery management and precise systems simulation. A modified-electrochemical impedance spectroscopy-based multi-time-scale fractional-order model is thus proposed to reproduce battery dynamic behaviors both in time and frequency domains. It is first found that the conventional measurement electrochemical impedance spectroscopy (EIS) is pseudo-EIS due to the relatively high open-circuit-voltage variation. The modified EIS is developed to accurately characterize battery internal dynamics in short and long time scales. Noticeably, there is no perfect straight line in the modified EIS at low frequency, and a parallel circuit involving the fractional-order element and resistance is thus adopted to capture battery low-frequency dynamics. Model simulation results show excellent agreement with the experimental data under different dynamic conditions in multi-time-scales, where the maximum relative error is below 0.86%. Model comparison confirms that the proposed model can achieve a higher fidelity. Model validation with three battery chemistries indicates that the proposed modeling methodology showcases good adaptability. Ultimately, the structural composition of the time-domain 1s impedance is theoretically revealed using the proposed model for the first time, allowing to develop the approximate relationship of time-frequency-domain impedances.
[Display omitted]</description><identifier>ISSN: 0013-4686</identifier><identifier>EISSN: 1873-3859</identifier><identifier>DOI: 10.1016/j.electacta.2021.139066</identifier><language>eng</language><publisher>Oxford: Elsevier Ltd</publisher><subject>Electrochemical impedance spectroscopy ; Fractional-order model ; Frequency domain analysis ; Lithium-ion batteries ; Modified electrochemical impedance spectroscopy ; Multi-time-scale ; Open circuit voltage ; Rechargeable batteries ; Spectrum analysis ; Straight lines ; Systems simulation ; Time ; Time-frequency-domain impedance</subject><ispartof>Electrochimica acta, 2021-10, Vol.394, p.139066, Article 139066</ispartof><rights>2021</rights><rights>Copyright Elsevier BV Oct 20, 2021</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c343t-e04fba44621332409eb37466423252f9c53be4665d3907bda1a3ab6894e6f683</citedby><cites>FETCH-LOGICAL-c343t-e04fba44621332409eb37466423252f9c53be4665d3907bda1a3ab6894e6f683</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://www.sciencedirect.com/science/article/pii/S0013468621013566$$EHTML$$P50$$Gelsevier$$H</linktohtml><link.rule.ids>314,776,780,3537,27901,27902,65306</link.rule.ids></links><search><creatorcontrib>Ruan, Haijun</creatorcontrib><creatorcontrib>Sun, Bingxiang</creatorcontrib><creatorcontrib>Jiang, Jiuchun</creatorcontrib><creatorcontrib>Zhang, Weige</creatorcontrib><creatorcontrib>He, Xitian</creatorcontrib><creatorcontrib>Su, Xiaojia</creatorcontrib><creatorcontrib>Bian, Jingji</creatorcontrib><creatorcontrib>Gao, Wenzhong</creatorcontrib><title>A modified-electrochemical impedance spectroscopy-based multi-time-scale fractional-order model for lithium-ion batteries</title><title>Electrochimica acta</title><description>•A MEIS-based multi-time-scale FOM to capture LIB dynamics in time-frequency domains.•The proposed MEIS accurately characterizes LIB internal dynamics in multi-time-scales.•The developed MEIS-based FOM significantly boosts the modeling accuracy by above 44%.•The proposed modeling methodology is independent of material chemistry and is generic.•Reveal the structural composition of the time-domain 1s impedance for the first time.
The accurate prediction of battery dynamics in short and long time scales is essential for advanced battery management and precise systems simulation. A modified-electrochemical impedance spectroscopy-based multi-time-scale fractional-order model is thus proposed to reproduce battery dynamic behaviors both in time and frequency domains. It is first found that the conventional measurement electrochemical impedance spectroscopy (EIS) is pseudo-EIS due to the relatively high open-circuit-voltage variation. The modified EIS is developed to accurately characterize battery internal dynamics in short and long time scales. Noticeably, there is no perfect straight line in the modified EIS at low frequency, and a parallel circuit involving the fractional-order element and resistance is thus adopted to capture battery low-frequency dynamics. Model simulation results show excellent agreement with the experimental data under different dynamic conditions in multi-time-scales, where the maximum relative error is below 0.86%. Model comparison confirms that the proposed model can achieve a higher fidelity. Model validation with three battery chemistries indicates that the proposed modeling methodology showcases good adaptability. Ultimately, the structural composition of the time-domain 1s impedance is theoretically revealed using the proposed model for the first time, allowing to develop the approximate relationship of time-frequency-domain impedances.
[Display omitted]</description><subject>Electrochemical impedance spectroscopy</subject><subject>Fractional-order model</subject><subject>Frequency domain analysis</subject><subject>Lithium-ion batteries</subject><subject>Modified electrochemical impedance spectroscopy</subject><subject>Multi-time-scale</subject><subject>Open circuit voltage</subject><subject>Rechargeable batteries</subject><subject>Spectrum analysis</subject><subject>Straight lines</subject><subject>Systems simulation</subject><subject>Time</subject><subject>Time-frequency-domain impedance</subject><issn>0013-4686</issn><issn>1873-3859</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2021</creationdate><recordtype>article</recordtype><recordid>eNqFkMtqwzAQRUVpoWnab6iha7l6WbaXIfQFgW6yF7I0JjJ25Ep2IX9fJS7dFgaGYe5c5h6EHinJKaHyucuhBzPpVDkjjOaU10TKK7SiVckxr4r6Gq0IoRwLWclbdBdjRwgpZUlW6LTJBm9d68Dii0_w5gCDM7rP3DCC1UcDWRwvm2j8eMKNjmCzYe4nhyc3AI5JDFkb0gvOH3WPfbAQzr7QZ60PWe-mg5sHnLZZo6cJgoN4j25a3Ud4-O1rtH992W_f8e7z7WO72WHDBZ8wENE2WgjJKOdMkBoaXgopBeOsYG1tCt5AmgubYpeN1VRz3ciqFiBbWfE1elpsx-C_ZoiT6vwc0pdRsaKiheAFY0lVLiqTUsYArRqDG3Q4KUrUGbPq1B9mdcasFszpcrNcQsrw7SCoaBwkaNaFpFfWu389fgCZPYwW</recordid><startdate>20211020</startdate><enddate>20211020</enddate><creator>Ruan, Haijun</creator><creator>Sun, Bingxiang</creator><creator>Jiang, Jiuchun</creator><creator>Zhang, Weige</creator><creator>He, Xitian</creator><creator>Su, Xiaojia</creator><creator>Bian, Jingji</creator><creator>Gao, Wenzhong</creator><general>Elsevier Ltd</general><general>Elsevier BV</general><scope>AAYXX</scope><scope>CITATION</scope><scope>7SR</scope><scope>7U5</scope><scope>8BQ</scope><scope>8FD</scope><scope>JG9</scope><scope>L7M</scope></search><sort><creationdate>20211020</creationdate><title>A modified-electrochemical impedance spectroscopy-based multi-time-scale fractional-order model for lithium-ion batteries</title><author>Ruan, Haijun ; Sun, Bingxiang ; Jiang, Jiuchun ; Zhang, Weige ; He, Xitian ; Su, Xiaojia ; Bian, Jingji ; Gao, Wenzhong</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c343t-e04fba44621332409eb37466423252f9c53be4665d3907bda1a3ab6894e6f683</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2021</creationdate><topic>Electrochemical impedance spectroscopy</topic><topic>Fractional-order model</topic><topic>Frequency domain analysis</topic><topic>Lithium-ion batteries</topic><topic>Modified electrochemical impedance spectroscopy</topic><topic>Multi-time-scale</topic><topic>Open circuit voltage</topic><topic>Rechargeable batteries</topic><topic>Spectrum analysis</topic><topic>Straight lines</topic><topic>Systems simulation</topic><topic>Time</topic><topic>Time-frequency-domain impedance</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Ruan, Haijun</creatorcontrib><creatorcontrib>Sun, Bingxiang</creatorcontrib><creatorcontrib>Jiang, Jiuchun</creatorcontrib><creatorcontrib>Zhang, Weige</creatorcontrib><creatorcontrib>He, Xitian</creatorcontrib><creatorcontrib>Su, Xiaojia</creatorcontrib><creatorcontrib>Bian, Jingji</creatorcontrib><creatorcontrib>Gao, Wenzhong</creatorcontrib><collection>CrossRef</collection><collection>Engineered Materials Abstracts</collection><collection>Solid State and Superconductivity Abstracts</collection><collection>METADEX</collection><collection>Technology Research Database</collection><collection>Materials Research Database</collection><collection>Advanced Technologies Database with Aerospace</collection><jtitle>Electrochimica acta</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Ruan, Haijun</au><au>Sun, Bingxiang</au><au>Jiang, Jiuchun</au><au>Zhang, Weige</au><au>He, Xitian</au><au>Su, Xiaojia</au><au>Bian, Jingji</au><au>Gao, Wenzhong</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>A modified-electrochemical impedance spectroscopy-based multi-time-scale fractional-order model for lithium-ion batteries</atitle><jtitle>Electrochimica acta</jtitle><date>2021-10-20</date><risdate>2021</risdate><volume>394</volume><spage>139066</spage><pages>139066-</pages><artnum>139066</artnum><issn>0013-4686</issn><eissn>1873-3859</eissn><abstract>•A MEIS-based multi-time-scale FOM to capture LIB dynamics in time-frequency domains.•The proposed MEIS accurately characterizes LIB internal dynamics in multi-time-scales.•The developed MEIS-based FOM significantly boosts the modeling accuracy by above 44%.•The proposed modeling methodology is independent of material chemistry and is generic.•Reveal the structural composition of the time-domain 1s impedance for the first time.
The accurate prediction of battery dynamics in short and long time scales is essential for advanced battery management and precise systems simulation. A modified-electrochemical impedance spectroscopy-based multi-time-scale fractional-order model is thus proposed to reproduce battery dynamic behaviors both in time and frequency domains. It is first found that the conventional measurement electrochemical impedance spectroscopy (EIS) is pseudo-EIS due to the relatively high open-circuit-voltage variation. The modified EIS is developed to accurately characterize battery internal dynamics in short and long time scales. Noticeably, there is no perfect straight line in the modified EIS at low frequency, and a parallel circuit involving the fractional-order element and resistance is thus adopted to capture battery low-frequency dynamics. Model simulation results show excellent agreement with the experimental data under different dynamic conditions in multi-time-scales, where the maximum relative error is below 0.86%. Model comparison confirms that the proposed model can achieve a higher fidelity. Model validation with three battery chemistries indicates that the proposed modeling methodology showcases good adaptability. Ultimately, the structural composition of the time-domain 1s impedance is theoretically revealed using the proposed model for the first time, allowing to develop the approximate relationship of time-frequency-domain impedances.
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subjects | Electrochemical impedance spectroscopy Fractional-order model Frequency domain analysis Lithium-ion batteries Modified electrochemical impedance spectroscopy Multi-time-scale Open circuit voltage Rechargeable batteries Spectrum analysis Straight lines Systems simulation Time Time-frequency-domain impedance |
title | A modified-electrochemical impedance spectroscopy-based multi-time-scale fractional-order model for lithium-ion batteries |
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