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Lithium-ion battery multi-scale modeling coupled with simplified electrochemical model and kinetic Monte Carlo model
The multi-scale modeling of lithium-ion battery (LIB) is difficult and necessary due to its complexity. However, it is difficult to capture the aging behavior of batteries, and the coupling mechanism between multiple scales is still incomplete. In this paper, a simplified electrochemical model (SEM)...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10481351/ https://www.ncbi.nlm.nih.gov/pubmed/37680483 http://dx.doi.org/10.1016/j.isci.2023.107661 |
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author | Yu, Hanqing Zhang, Lisheng Wang, Wentao Yang, Kaiyi Zhang, Zhengjie Liang, Xiang Chen, Siyan Yang, Shichun Li, Junfu Liu, Xinhua |
author_facet | Yu, Hanqing Zhang, Lisheng Wang, Wentao Yang, Kaiyi Zhang, Zhengjie Liang, Xiang Chen, Siyan Yang, Shichun Li, Junfu Liu, Xinhua |
author_sort | Yu, Hanqing |
collection | PubMed |
description | The multi-scale modeling of lithium-ion battery (LIB) is difficult and necessary due to its complexity. However, it is difficult to capture the aging behavior of batteries, and the coupling mechanism between multiple scales is still incomplete. In this paper, a simplified electrochemical model (SEM) and a kinetic Monte Carlo (KMC)-based solid electrolyte interphase (SEI) film growth model are used to study the multi-scale characteristics of LIBs. The single-particle SEM (SP-SEM) is described for macro scale, and a simple and self-consistent multi-particle SEM (MP-SEM) is developed. Then, the KMC-based SEI model is established for micro-scale molecular evolution. And, the two models are coupled to construct the full-cycle multi-scale model. After modeling, validation is performed by using a commercial 18650-type LIB. Finally, the effect of parameters on the SEI model is studied, including qualitative trend analysis and quantitative sensitivity analysis. The growth of SEI film with different particle sizes is studied by MP-SEM coupling simulation. |
format | Online Article Text |
id | pubmed-10481351 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-104813512023-09-07 Lithium-ion battery multi-scale modeling coupled with simplified electrochemical model and kinetic Monte Carlo model Yu, Hanqing Zhang, Lisheng Wang, Wentao Yang, Kaiyi Zhang, Zhengjie Liang, Xiang Chen, Siyan Yang, Shichun Li, Junfu Liu, Xinhua iScience Article The multi-scale modeling of lithium-ion battery (LIB) is difficult and necessary due to its complexity. However, it is difficult to capture the aging behavior of batteries, and the coupling mechanism between multiple scales is still incomplete. In this paper, a simplified electrochemical model (SEM) and a kinetic Monte Carlo (KMC)-based solid electrolyte interphase (SEI) film growth model are used to study the multi-scale characteristics of LIBs. The single-particle SEM (SP-SEM) is described for macro scale, and a simple and self-consistent multi-particle SEM (MP-SEM) is developed. Then, the KMC-based SEI model is established for micro-scale molecular evolution. And, the two models are coupled to construct the full-cycle multi-scale model. After modeling, validation is performed by using a commercial 18650-type LIB. Finally, the effect of parameters on the SEI model is studied, including qualitative trend analysis and quantitative sensitivity analysis. The growth of SEI film with different particle sizes is studied by MP-SEM coupling simulation. Elsevier 2023-08-17 /pmc/articles/PMC10481351/ /pubmed/37680483 http://dx.doi.org/10.1016/j.isci.2023.107661 Text en © 2023. https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Article Yu, Hanqing Zhang, Lisheng Wang, Wentao Yang, Kaiyi Zhang, Zhengjie Liang, Xiang Chen, Siyan Yang, Shichun Li, Junfu Liu, Xinhua Lithium-ion battery multi-scale modeling coupled with simplified electrochemical model and kinetic Monte Carlo model |
title | Lithium-ion battery multi-scale modeling coupled with simplified electrochemical model and kinetic Monte Carlo model |
title_full | Lithium-ion battery multi-scale modeling coupled with simplified electrochemical model and kinetic Monte Carlo model |
title_fullStr | Lithium-ion battery multi-scale modeling coupled with simplified electrochemical model and kinetic Monte Carlo model |
title_full_unstemmed | Lithium-ion battery multi-scale modeling coupled with simplified electrochemical model and kinetic Monte Carlo model |
title_short | Lithium-ion battery multi-scale modeling coupled with simplified electrochemical model and kinetic Monte Carlo model |
title_sort | lithium-ion battery multi-scale modeling coupled with simplified electrochemical model and kinetic monte carlo model |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10481351/ https://www.ncbi.nlm.nih.gov/pubmed/37680483 http://dx.doi.org/10.1016/j.isci.2023.107661 |
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