A novel neural model to electrical load forecasting in transformers

Detalhes bibliográficos
Autor(a) principal: De Souza, A. N.
Data de Publicação: 2001
Outros Autores: Da Silva, I. N., Ulson, Jose Alfredo Covolan [UNESP], Bordon, M. E.
Tipo de documento: Artigo de conferência
Idioma: eng
Título da fonte: Repositório Institucional da UNESP
Texto Completo: http://hdl.handle.net/11449/8880
Resumo: The paper describes a novel neural model to electrical load forecasting in transformers. The network acts as identifier of structural features to forecast process. So that output parameters can be estimated and generalized from an input parameter set. The model was trained and assessed through load data extracted from a Brazilian Electric Utility taking into account time, current, tension, active power in the three phases of the system. The results obtained in the simulations show that the developed technique can be used as an alternative tool to become more appropriate for planning of electric power systems.
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spelling A novel neural model to electrical load forecasting in transformerstransformerload forecastingartificial neural networkThe paper describes a novel neural model to electrical load forecasting in transformers. The network acts as identifier of structural features to forecast process. So that output parameters can be estimated and generalized from an input parameter set. The model was trained and assessed through load data extracted from a Brazilian Electric Utility taking into account time, current, tension, active power in the three phases of the system. The results obtained in the simulations show that the developed technique can be used as an alternative tool to become more appropriate for planning of electric power systems.São Paulo State Univ, Dept Elect Engn, UNESP, BR-17100 Bauru, SP, BrazilSão Paulo State Univ, Dept Elect Engn, UNESP, BR-17100 Bauru, SP, BrazilInt Inst Informatics & SystemicsUniversidade Estadual Paulista (Unesp)De Souza, A. N.Da Silva, I. N.Ulson, Jose Alfredo Covolan [UNESP]Bordon, M. E.2014-05-20T13:27:12Z2014-05-20T13:27:12Z2001-01-01info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/conferenceObject19-23World Multiconference on Systemics, Cybernetics and Informatics, Vol 1, Proceedings. Orlando: Int Inst Informatics & Systemics, p. 19-23, 2001.http://hdl.handle.net/11449/8880WOS:0001757859000048212775960494686451705712146225855898388442982320000-0001-8510-8245Web of Sciencereponame:Repositório Institucional da UNESPinstname:Universidade Estadual Paulista (UNESP)instacron:UNESPengWorld Multiconference on Systemics, Cybernetics and Informatics, Vol 1, Proceedingsinfo:eu-repo/semantics/openAccess2024-06-28T13:34:36Zoai:repositorio.unesp.br:11449/8880Repositório InstitucionalPUBhttp://repositorio.unesp.br/oai/requestopendoar:29462024-08-05T18:41:59.060489Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)false
dc.title.none.fl_str_mv A novel neural model to electrical load forecasting in transformers
title A novel neural model to electrical load forecasting in transformers
spellingShingle A novel neural model to electrical load forecasting in transformers
De Souza, A. N.
transformer
load forecasting
artificial neural network
title_short A novel neural model to electrical load forecasting in transformers
title_full A novel neural model to electrical load forecasting in transformers
title_fullStr A novel neural model to electrical load forecasting in transformers
title_full_unstemmed A novel neural model to electrical load forecasting in transformers
title_sort A novel neural model to electrical load forecasting in transformers
author De Souza, A. N.
author_facet De Souza, A. N.
Da Silva, I. N.
Ulson, Jose Alfredo Covolan [UNESP]
Bordon, M. E.
author_role author
author2 Da Silva, I. N.
Ulson, Jose Alfredo Covolan [UNESP]
Bordon, M. E.
author2_role author
author
author
dc.contributor.none.fl_str_mv Universidade Estadual Paulista (Unesp)
dc.contributor.author.fl_str_mv De Souza, A. N.
Da Silva, I. N.
Ulson, Jose Alfredo Covolan [UNESP]
Bordon, M. E.
dc.subject.por.fl_str_mv transformer
load forecasting
artificial neural network
topic transformer
load forecasting
artificial neural network
description The paper describes a novel neural model to electrical load forecasting in transformers. The network acts as identifier of structural features to forecast process. So that output parameters can be estimated and generalized from an input parameter set. The model was trained and assessed through load data extracted from a Brazilian Electric Utility taking into account time, current, tension, active power in the three phases of the system. The results obtained in the simulations show that the developed technique can be used as an alternative tool to become more appropriate for planning of electric power systems.
publishDate 2001
dc.date.none.fl_str_mv 2001-01-01
2014-05-20T13:27:12Z
2014-05-20T13:27:12Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/conferenceObject
format conferenceObject
status_str publishedVersion
dc.identifier.uri.fl_str_mv World Multiconference on Systemics, Cybernetics and Informatics, Vol 1, Proceedings. Orlando: Int Inst Informatics & Systemics, p. 19-23, 2001.
http://hdl.handle.net/11449/8880
WOS:000175785900004
8212775960494686
4517057121462258
5589838844298232
0000-0001-8510-8245
identifier_str_mv World Multiconference on Systemics, Cybernetics and Informatics, Vol 1, Proceedings. Orlando: Int Inst Informatics & Systemics, p. 19-23, 2001.
WOS:000175785900004
8212775960494686
4517057121462258
5589838844298232
0000-0001-8510-8245
url http://hdl.handle.net/11449/8880
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv World Multiconference on Systemics, Cybernetics and Informatics, Vol 1, Proceedings
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv 19-23
dc.publisher.none.fl_str_mv Int Inst Informatics & Systemics
publisher.none.fl_str_mv Int Inst Informatics & Systemics
dc.source.none.fl_str_mv Web of Science
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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