Detecting and locating non-technical losses in modern distribution networks

Detalhes bibliográficos
Autor(a) principal: Leite, Jônatas Boás [UNESP]
Data de Publicação: 2018
Outros Autores: Mantovani, José Roberto Sanches [UNESP]
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Institucional da UNESP
Texto Completo: http://dx.doi.org/10.1109/TSG.2016.2574714
http://hdl.handle.net/11449/175917
Resumo: The recent addition of information and communication technologies in electric power distribution systems has introduced a new class of electricity theft or nontechnical loss. Energy consumption data can be hidden and altered through cyber-attacks that are characterized by the unauthorized access to the application database and digital tampering of smart meters. The development of cost-efficient algorithms to address these types of nontechnical losses also targets the reduction of commercial losses because the full protection of an information system is very expensive. Thus, this paper proposes a strategy to detect nontechnical losses using a multivariate control chart that establishes a reliable region for monitoring the measured variance. After the detection of nontechnical losses, a pathfinding procedure based on the A-Star algorithm is able to locate the consumption point with the non-technical loss. Moreover, a geographical information system application displays the consumption point that is the target of the cyber-attack. The numerical results demonstrate the selectivity and efficiency of the proposed methodology applied for monitoring a real distribution network.
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spelling Detecting and locating non-technical losses in modern distribution networksA-star algorithmCommercial lossesCyber-attacksMultivariate procedure of monitoring and controlSmart metering systemThe recent addition of information and communication technologies in electric power distribution systems has introduced a new class of electricity theft or nontechnical loss. Energy consumption data can be hidden and altered through cyber-attacks that are characterized by the unauthorized access to the application database and digital tampering of smart meters. The development of cost-efficient algorithms to address these types of nontechnical losses also targets the reduction of commercial losses because the full protection of an information system is very expensive. Thus, this paper proposes a strategy to detect nontechnical losses using a multivariate control chart that establishes a reliable region for monitoring the measured variance. After the detection of nontechnical losses, a pathfinding procedure based on the A-Star algorithm is able to locate the consumption point with the non-technical loss. Moreover, a geographical information system application displays the consumption point that is the target of the cyber-attack. The numerical results demonstrate the selectivity and efficiency of the proposed methodology applied for monitoring a real distribution network.Fundação de Amparo à Pesquisa do Estado de São Paulo (FAPESP)Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (CAPES)Conselho Nacional de Desenvolvimento Científico e Tecnológico (CNPq)Electrical Engineering Department UNESP FEISElectrical Engineering Department UNESP FEISFAPESP: 2013/23590-8FAPESP: 2014/22377-1CAPES: 305371/2012-6CNPq: 305371/2012-6Universidade Estadual Paulista (Unesp)Leite, Jônatas Boás [UNESP]Mantovani, José Roberto Sanches [UNESP]2018-12-11T17:18:09Z2018-12-11T17:18:09Z2018-01-01info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/article1023-1032application/pdfhttp://dx.doi.org/10.1109/TSG.2016.2574714IEEE Transactions on Smart Grid, v. 9, n. 2, p. 1023-1032, 2018.1949-3053http://hdl.handle.net/11449/17591710.1109/TSG.2016.25747142-s2.0-850423051522-s2.0-85042305152.pdfScopusreponame:Repositório Institucional da UNESPinstname:Universidade Estadual Paulista (UNESP)instacron:UNESPengIEEE Transactions on Smart Grid2,854info:eu-repo/semantics/openAccess2023-11-16T06:10:17Zoai:repositorio.unesp.br:11449/175917Repositório InstitucionalPUBhttp://repositorio.unesp.br/oai/requestopendoar:29462023-11-16T06:10:17Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)false
dc.title.none.fl_str_mv Detecting and locating non-technical losses in modern distribution networks
title Detecting and locating non-technical losses in modern distribution networks
spellingShingle Detecting and locating non-technical losses in modern distribution networks
Leite, Jônatas Boás [UNESP]
A-star algorithm
Commercial losses
Cyber-attacks
Multivariate procedure of monitoring and control
Smart metering system
title_short Detecting and locating non-technical losses in modern distribution networks
title_full Detecting and locating non-technical losses in modern distribution networks
title_fullStr Detecting and locating non-technical losses in modern distribution networks
title_full_unstemmed Detecting and locating non-technical losses in modern distribution networks
title_sort Detecting and locating non-technical losses in modern distribution networks
author Leite, Jônatas Boás [UNESP]
author_facet Leite, Jônatas Boás [UNESP]
Mantovani, José Roberto Sanches [UNESP]
author_role author
author2 Mantovani, José Roberto Sanches [UNESP]
author2_role author
dc.contributor.none.fl_str_mv Universidade Estadual Paulista (Unesp)
dc.contributor.author.fl_str_mv Leite, Jônatas Boás [UNESP]
Mantovani, José Roberto Sanches [UNESP]
dc.subject.por.fl_str_mv A-star algorithm
Commercial losses
Cyber-attacks
Multivariate procedure of monitoring and control
Smart metering system
topic A-star algorithm
Commercial losses
Cyber-attacks
Multivariate procedure of monitoring and control
Smart metering system
description The recent addition of information and communication technologies in electric power distribution systems has introduced a new class of electricity theft or nontechnical loss. Energy consumption data can be hidden and altered through cyber-attacks that are characterized by the unauthorized access to the application database and digital tampering of smart meters. The development of cost-efficient algorithms to address these types of nontechnical losses also targets the reduction of commercial losses because the full protection of an information system is very expensive. Thus, this paper proposes a strategy to detect nontechnical losses using a multivariate control chart that establishes a reliable region for monitoring the measured variance. After the detection of nontechnical losses, a pathfinding procedure based on the A-Star algorithm is able to locate the consumption point with the non-technical loss. Moreover, a geographical information system application displays the consumption point that is the target of the cyber-attack. The numerical results demonstrate the selectivity and efficiency of the proposed methodology applied for monitoring a real distribution network.
publishDate 2018
dc.date.none.fl_str_mv 2018-12-11T17:18:09Z
2018-12-11T17:18:09Z
2018-01-01
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://dx.doi.org/10.1109/TSG.2016.2574714
IEEE Transactions on Smart Grid, v. 9, n. 2, p. 1023-1032, 2018.
1949-3053
http://hdl.handle.net/11449/175917
10.1109/TSG.2016.2574714
2-s2.0-85042305152
2-s2.0-85042305152.pdf
url http://dx.doi.org/10.1109/TSG.2016.2574714
http://hdl.handle.net/11449/175917
identifier_str_mv IEEE Transactions on Smart Grid, v. 9, n. 2, p. 1023-1032, 2018.
1949-3053
10.1109/TSG.2016.2574714
2-s2.0-85042305152
2-s2.0-85042305152.pdf
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv IEEE Transactions on Smart Grid
2,854
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv 1023-1032
application/pdf
dc.source.none.fl_str_mv Scopus
reponame:Repositório Institucional da UNESP
instname:Universidade Estadual Paulista (UNESP)
instacron:UNESP
instname_str Universidade Estadual Paulista (UNESP)
instacron_str UNESP
institution UNESP
reponame_str Repositório Institucional da UNESP
collection Repositório Institucional da UNESP
repository.name.fl_str_mv Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)
repository.mail.fl_str_mv
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