A cuckoo search algorithm applied to the electric grid interdiction problem

ABSTRACT: The Electric Grid Interdiction Problem (EGIP) considers the interaction of a disruptive or malicious agent and the system operator. The disruptive agent pretends to maximize damage to the network; for this he must decide a set of lines to attack in order to maximize load shedding. The inde...

Full description

Autores:
López Lezama, Jesús María
Cortina Gómez, Juan
Muñoz Galeano, Nicolás
Tipo de recurso:
Article of investigation
Fecha de publicación:
2018
Institución:
Universidad de Antioquia
Repositorio:
Repositorio UdeA
Idioma:
eng
OAI Identifier:
oai:bibliotecadigital.udea.edu.co:10495/22558
Acceso en línea:
http://hdl.handle.net/10495/22558
Palabra clave:
Sistemas de energía eléctrica
Electric power distribution
Sistemas eléctricos de potencia
Suministro de energía
Algoritmos de búsqueda
Rights
openAccess
License
https://creativecommons.org/licenses/by/4.0/
id UDEA2_53b9145615d2e3b73f7ab4130c06f376
oai_identifier_str oai:bibliotecadigital.udea.edu.co:10495/22558
network_acronym_str UDEA2
network_name_str Repositorio UdeA
repository_id_str
dc.title.spa.fl_str_mv A cuckoo search algorithm applied to the electric grid interdiction problem
title A cuckoo search algorithm applied to the electric grid interdiction problem
spellingShingle A cuckoo search algorithm applied to the electric grid interdiction problem
Sistemas de energía eléctrica
Electric power distribution
Sistemas eléctricos de potencia
Suministro de energía
Algoritmos de búsqueda
title_short A cuckoo search algorithm applied to the electric grid interdiction problem
title_full A cuckoo search algorithm applied to the electric grid interdiction problem
title_fullStr A cuckoo search algorithm applied to the electric grid interdiction problem
title_full_unstemmed A cuckoo search algorithm applied to the electric grid interdiction problem
title_sort A cuckoo search algorithm applied to the electric grid interdiction problem
dc.creator.fl_str_mv López Lezama, Jesús María
Cortina Gómez, Juan
Muñoz Galeano, Nicolás
dc.contributor.author.none.fl_str_mv López Lezama, Jesús María
Cortina Gómez, Juan
Muñoz Galeano, Nicolás
dc.contributor.researchgroup.spa.fl_str_mv Grupo de Manejo Eficiente de la Energía (GIMEL)
dc.subject.lemb.none.fl_str_mv Sistemas de energía eléctrica
Electric power distribution
topic Sistemas de energía eléctrica
Electric power distribution
Sistemas eléctricos de potencia
Suministro de energía
Algoritmos de búsqueda
dc.subject.proposal.spa.fl_str_mv Sistemas eléctricos de potencia
Suministro de energía
Algoritmos de búsqueda
description ABSTRACT: The Electric Grid Interdiction Problem (EGIP) considers the interaction of a disruptive or malicious agent and the system operator. The disruptive agent pretends to maximize damage to the network; for this he must decide a set of lines to attack in order to maximize load shedding. The independent system operator reacts to such attack by redispatching available generation aiming to minimize load shedding. The interaction of both agents is modeled as a Stackelberg leader-follower game and framed in a bilevel programming structure. Due to its non-convexity, the EGIP has been traditionally approached by means of linearized equivalents of the network. In this paper we used a nonlinear modeling of the network and expressed the EGIP as a mixed integer non-linear programming (MINLP) problem providing more accurate results. The model is solved by means of a cuckoo search algorithm which performance is compared with a hybridized genetic algorithm and a traditional mixed integer linear programming (MILP) approach. The proposed algorithm provides valuable information to the system operator and the system planner regarding the most critical lines. Results show the applicability and robustness of the proposed approach.
publishDate 2018
dc.date.issued.none.fl_str_mv 2018
dc.date.accessioned.none.fl_str_mv 2021-09-22T16:39:58Z
dc.date.available.none.fl_str_mv 2021-09-22T16:39:58Z
dc.type.spa.fl_str_mv Artículo de investigación
dc.type.coar.spa.fl_str_mv http://purl.org/coar/resource_type/c_2df8fbb1
dc.type.redcol.spa.fl_str_mv https://purl.org/redcol/resource_type/ART
dc.type.coarversion.spa.fl_str_mv http://purl.org/coar/version/c_970fb48d4fbd8a85
dc.type.driver.spa.fl_str_mv info:eu-repo/semantics/article
dc.type.version.spa.fl_str_mv info:eu-repo/semantics/publishedVersion
format http://purl.org/coar/resource_type/c_2df8fbb1
status_str publishedVersion
dc.identifier.issn.none.fl_str_mv 1790-5060
dc.identifier.uri.none.fl_str_mv http://hdl.handle.net/10495/22558
dc.identifier.eissn.none.fl_str_mv 2224-350X
identifier_str_mv 1790-5060
2224-350X
url http://hdl.handle.net/10495/22558
dc.language.iso.spa.fl_str_mv eng
language eng
dc.relation.ispartofjournalabbrev.spa.fl_str_mv WSEAS Trans. Power Syst
dc.relation.citationendpage.spa.fl_str_mv 187
dc.relation.citationstartpage.spa.fl_str_mv 181
dc.relation.citationvolume.spa.fl_str_mv 13
dc.relation.ispartofjournal.spa.fl_str_mv Wseas Transactions on Power Systems
dc.rights.uri.spa.fl_str_mv https://creativecommons.org/licenses/by/4.0/
dc.rights.accessrights.spa.fl_str_mv info:eu-repo/semantics/openAccess
dc.rights.coar.spa.fl_str_mv http://purl.org/coar/access_right/c_abf2
rights_invalid_str_mv https://creativecommons.org/licenses/by/4.0/
http://purl.org/coar/access_right/c_abf2
eu_rights_str_mv openAccess
dc.format.extent.spa.fl_str_mv 7
dc.format.mimetype.spa.fl_str_mv application/pdf
dc.publisher.spa.fl_str_mv World Scientific and Engineering Academy and Society (WSEAS)
dc.publisher.place.spa.fl_str_mv Atenas, Grecia
institution Universidad de Antioquia
bitstream.url.fl_str_mv https://bibliotecadigital.udea.edu.co/bitstreams/90456741-85a8-4351-8c16-fc0748b31280/download
https://bibliotecadigital.udea.edu.co/bitstreams/c684cbb3-3c30-45bb-a88f-da9d8ea2c169/download
https://bibliotecadigital.udea.edu.co/bitstreams/025f4332-e4ef-4074-81f8-a51542df4198/download
https://bibliotecadigital.udea.edu.co/bitstreams/c955bf58-3a18-4a81-94bf-42ecb6496b39/download
bitstream.checksum.fl_str_mv 95c7820565c62d43fbaa1b7f6f54db9f
8a4605be74aa9ea9d79846c1fba20a33
17b3f1a86dd12eb9364143ad48cc8778
b5b843d8a34fbaf4f96a7c8daacd3258
bitstream.checksumAlgorithm.fl_str_mv MD5
MD5
MD5
MD5
repository.name.fl_str_mv Repositorio Institucional de la Universidad de Antioquia
repository.mail.fl_str_mv aplicacionbibliotecadigitalbiblioteca@udea.edu.co
_version_ 1851052618113089536
spelling López Lezama, Jesús MaríaCortina Gómez, JuanMuñoz Galeano, NicolásGrupo de Manejo Eficiente de la Energía (GIMEL)2021-09-22T16:39:58Z2021-09-22T16:39:58Z20181790-5060http://hdl.handle.net/10495/225582224-350XABSTRACT: The Electric Grid Interdiction Problem (EGIP) considers the interaction of a disruptive or malicious agent and the system operator. The disruptive agent pretends to maximize damage to the network; for this he must decide a set of lines to attack in order to maximize load shedding. The independent system operator reacts to such attack by redispatching available generation aiming to minimize load shedding. The interaction of both agents is modeled as a Stackelberg leader-follower game and framed in a bilevel programming structure. Due to its non-convexity, the EGIP has been traditionally approached by means of linearized equivalents of the network. In this paper we used a nonlinear modeling of the network and expressed the EGIP as a mixed integer non-linear programming (MINLP) problem providing more accurate results. The model is solved by means of a cuckoo search algorithm which performance is compared with a hybridized genetic algorithm and a traditional mixed integer linear programming (MILP) approach. The proposed algorithm provides valuable information to the system operator and the system planner regarding the most critical lines. Results show the applicability and robustness of the proposed approach.COL00104777application/pdfengWorld Scientific and Engineering Academy and Society (WSEAS)Atenas, Greciahttps://creativecommons.org/licenses/by/4.0/info:eu-repo/semantics/openAccesshttp://purl.org/coar/access_right/c_abf2A cuckoo search algorithm applied to the electric grid interdiction problemArtículo de investigaciónhttp://purl.org/coar/resource_type/c_2df8fbb1https://purl.org/redcol/resource_type/ARThttp://purl.org/coar/version/c_970fb48d4fbd8a85info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionSistemas de energía eléctricaElectric power distributionSistemas eléctricos de potenciaSuministro de energíaAlgoritmos de búsquedaWSEAS Trans. Power Syst18718113Wseas Transactions on Power SystemsPublicationORIGINALLopezJesus_2018_ElectricGridInterdiction.pdfLopezJesus_2018_ElectricGridInterdiction.pdfArtículo de investigaciónapplication/pdf346699https://bibliotecadigital.udea.edu.co/bitstreams/90456741-85a8-4351-8c16-fc0748b31280/download95c7820565c62d43fbaa1b7f6f54db9fMD51trueAnonymousREADLICENSElicense.txtlicense.txttext/plain; charset=utf-81748https://bibliotecadigital.udea.edu.co/bitstreams/c684cbb3-3c30-45bb-a88f-da9d8ea2c169/download8a4605be74aa9ea9d79846c1fba20a33MD52falseAnonymousREADTEXTLopezJesus_2018_ElectricGridInterdiction.pdf.txtLopezJesus_2018_ElectricGridInterdiction.pdf.txtExtracted texttext/plain29627https://bibliotecadigital.udea.edu.co/bitstreams/025f4332-e4ef-4074-81f8-a51542df4198/download17b3f1a86dd12eb9364143ad48cc8778MD53falseAnonymousREADTHUMBNAILLopezJesus_2018_ElectricGridInterdiction.pdf.jpgLopezJesus_2018_ElectricGridInterdiction.pdf.jpgGenerated Thumbnailimage/jpeg17655https://bibliotecadigital.udea.edu.co/bitstreams/c955bf58-3a18-4a81-94bf-42ecb6496b39/downloadb5b843d8a34fbaf4f96a7c8daacd3258MD54falseAnonymousREAD10495/22558oai:bibliotecadigital.udea.edu.co:10495/225582025-03-27 01:09:27.95https://creativecommons.org/licenses/by/4.0/open.accesshttps://bibliotecadigital.udea.edu.coRepositorio Institucional de la Universidad de Antioquiaaplicacionbibliotecadigitalbiblioteca@udea.edu.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