SoC estimation for lithium-ion batteries : review and future challenges

ABSTRACT: Energy storage emerged as a top concern for the modern cities, and the choice of the lithium-ion chemistry battery technology as an effective solution for storage applications proved to be a highly efficient option. State of charge (SoC) represents the available battery capacity and is one...

Full description

Autores:
Muñoz Galeano, Nicolás
Sarmiento Maldonado, Henry Omar
Tipo de recurso:
Review article
Fecha de publicación:
2017
Institución:
Universidad de Antioquia
Repositorio:
Repositorio UdeA
Idioma:
eng
OAI Identifier:
oai:bibliotecadigital.udea.edu.co:10495/10418
Acceso en línea:
http://hdl.handle.net/10495/10418
Palabra clave:
Estimación SoC
Baterías de litio
Baterías eléctricas
Modelado
Sistema de gestión de batería BMS
Electric batteries
Energy storage
Lithium batteries
Rights
openAccess
License
Atribución 2.5 Colombia (CC BY 2.5 CO)
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dc.title.spa.fl_str_mv SoC estimation for lithium-ion batteries : review and future challenges
title SoC estimation for lithium-ion batteries : review and future challenges
spellingShingle SoC estimation for lithium-ion batteries : review and future challenges
Estimación SoC
Baterías de litio
Baterías eléctricas
Modelado
Sistema de gestión de batería BMS
Electric batteries
Energy storage
Lithium batteries
title_short SoC estimation for lithium-ion batteries : review and future challenges
title_full SoC estimation for lithium-ion batteries : review and future challenges
title_fullStr SoC estimation for lithium-ion batteries : review and future challenges
title_full_unstemmed SoC estimation for lithium-ion batteries : review and future challenges
title_sort SoC estimation for lithium-ion batteries : review and future challenges
dc.creator.fl_str_mv Muñoz Galeano, Nicolás
Sarmiento Maldonado, Henry Omar
dc.contributor.author.none.fl_str_mv Muñoz Galeano, Nicolás
Sarmiento Maldonado, Henry Omar
dc.subject.none.fl_str_mv Estimación SoC
Baterías de litio
Baterías eléctricas
Modelado
Sistema de gestión de batería BMS
Electric batteries
Energy storage
Lithium batteries
topic Estimación SoC
Baterías de litio
Baterías eléctricas
Modelado
Sistema de gestión de batería BMS
Electric batteries
Energy storage
Lithium batteries
description ABSTRACT: Energy storage emerged as a top concern for the modern cities, and the choice of the lithium-ion chemistry battery technology as an effective solution for storage applications proved to be a highly efficient option. State of charge (SoC) represents the available battery capacity and is one of the most important states that need to be monitored to optimize the performance and extend the lifetime of batteries. This review summarizes the methods for SoC estimation for lithium-ion batteries (LiBs). The SoC estimation methods are presented focusing on the description of the techniques and the elaboration of their weaknesses for the use in on-line battery management systems (BMS) applications. SoC estimation is a challenging task hindered by considerable changes in battery characteristics over its lifetime due to aging and to the distinct nonlinear behavior. This has led scholars to propose different methods that clearly raised the challenge of establishing a relationship between the accuracy and robustness of the methods, and their low complexity to be implemented. This paper publishes an exhaustive review of the works presented during the last five years, where the tendency of the estimation techniques has been oriented toward a mixture of probabilistic techniques and some artificial intelligence.
publishDate 2017
dc.date.issued.none.fl_str_mv 2017
dc.date.accessioned.none.fl_str_mv 2019-01-15T16:45:07Z
dc.date.available.none.fl_str_mv 2019-01-15T16:45:07Z
dc.type.spa.fl_str_mv info:eu-repo/semantics/article
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dc.identifier.citation.spa.fl_str_mv J. P. Rivera-Barrera, N. Muñoz Galeano and H.O. Sarmiento-Maldonado, " SoC estimation for lithium-ion batteries : review and future challenges," electronics, vol. 6, no. 4, pp.102, 2017.
dc.identifier.issn.none.fl_str_mv 2079-9292
dc.identifier.uri.none.fl_str_mv http://hdl.handle.net/10495/10418
dc.identifier.doi.none.fl_str_mv 10.3390/electronics6040102
identifier_str_mv J. P. Rivera-Barrera, N. Muñoz Galeano and H.O. Sarmiento-Maldonado, " SoC estimation for lithium-ion batteries : review and future challenges," electronics, vol. 6, no. 4, pp.102, 2017.
2079-9292
10.3390/electronics6040102
url http://hdl.handle.net/10495/10418
dc.language.iso.spa.fl_str_mv eng
language eng
dc.rights.*.fl_str_mv Atribución 2.5 Colombia (CC BY 2.5 CO)
dc.rights.spa.fl_str_mv info:eu-repo/semantics/openAccess
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rights_invalid_str_mv Atribución 2.5 Colombia (CC BY 2.5 CO)
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eu_rights_str_mv openAccess
dc.format.extent.spa.fl_str_mv 32
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dc.publisher.spa.fl_str_mv MDPI
dc.publisher.group.spa.fl_str_mv Grupo de Manejo Eficiente de la Energía (GIMEL)
dc.publisher.place.spa.fl_str_mv Suiza
institution Universidad de Antioquia
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spelling Muñoz Galeano, NicolásSarmiento Maldonado, Henry Omar2019-01-15T16:45:07Z2019-01-15T16:45:07Z2017J. P. Rivera-Barrera, N. Muñoz Galeano and H.O. Sarmiento-Maldonado, " SoC estimation for lithium-ion batteries : review and future challenges," electronics, vol. 6, no. 4, pp.102, 2017.2079-9292http://hdl.handle.net/10495/1041810.3390/electronics6040102ABSTRACT: Energy storage emerged as a top concern for the modern cities, and the choice of the lithium-ion chemistry battery technology as an effective solution for storage applications proved to be a highly efficient option. State of charge (SoC) represents the available battery capacity and is one of the most important states that need to be monitored to optimize the performance and extend the lifetime of batteries. This review summarizes the methods for SoC estimation for lithium-ion batteries (LiBs). The SoC estimation methods are presented focusing on the description of the techniques and the elaboration of their weaknesses for the use in on-line battery management systems (BMS) applications. SoC estimation is a challenging task hindered by considerable changes in battery characteristics over its lifetime due to aging and to the distinct nonlinear behavior. This has led scholars to propose different methods that clearly raised the challenge of establishing a relationship between the accuracy and robustness of the methods, and their low complexity to be implemented. This paper publishes an exhaustive review of the works presented during the last five years, where the tendency of the estimation techniques has been oriented toward a mixture of probabilistic techniques and some artificial intelligence.32application/pdfengMDPIGrupo de Manejo Eficiente de la Energía (GIMEL)Suizainfo:eu-repo/semantics/articlehttp://purl.org/coar/resource_type/c_dcae04bchttp://purl.org/coar/resource_type/c_2df8fbb1https://purl.org/redcol/resource_type/ARTREVArtículo de revisiónhttp://purl.org/coar/version/c_970fb48d4fbd8a86http://purl.org/coar/version/c_970fb48d4fbd8a85Atribución 2.5 Colombia (CC BY 2.5 CO)info:eu-repo/semantics/openAccesshttps://creativecommons.org/licenses/by/2.5/co/http://purl.org/coar/access_right/c_abf2https://creativecommons.org/licenses/by/4.0/Estimación SoCBaterías de litioBaterías eléctricasModeladoSistema de gestión de batería BMSElectric batteriesEnergy storageLithium batteriesSoC estimation for lithium-ion batteries : review and future challengesElectronics (Basel)13364ORIGINALMunozNicolas_2017_EstimationLithium-ionBatteries.pdfMunozNicolas_2017_EstimationLithium-ionBatteries.pdfArtículo de revisiónapplication/pdf3245187http://bibliotecadigital.udea.edu.co/bitstream/10495/10418/1/MunozNicolas_2017_EstimationLithium-ionBatteries.pdfd059f8bb88f03b8368e94a5d58042118MD51CC-LICENSElicense_urllicense_urltext/plain; charset=utf-849http://bibliotecadigital.udea.edu.co/bitstream/10495/10418/2/license_url4afdbb8c545fd630ea7db775da747b2fMD52license_textlicense_texttext/html; charset=utf-80http://bibliotecadigital.udea.edu.co/bitstream/10495/10418/3/license_textd41d8cd98f00b204e9800998ecf8427eMD53license_rdflicense_rdfLicenciaapplication/rdf+xml; charset=utf-80http://bibliotecadigital.udea.edu.co/bitstream/10495/10418/4/license_rdfd41d8cd98f00b204e9800998ecf8427eMD54LICENSElicense.txtlicense.txttext/plain; charset=utf-81748http://bibliotecadigital.udea.edu.co/bitstream/10495/10418/5/license.txt8a4605be74aa9ea9d79846c1fba20a33MD5510495/10418oai:bibliotecadigital.udea.edu.co:10495/104182021-06-08 11:56:09.955Repositorio Institucional Universidad de Antioquiaandres.perez@udea.edu.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