Classification of events in distribution networks using autonomous neural models

Registro completo de metadados
MetadadosDescriçãoIdioma
Autor(es): dc.creatorLazzaretti, Andre Eugênio-
Autor(es): dc.creatorFerreira, Vitor Hugo-
Autor(es): dc.creatorVieira Neto, Hugo-
Autor(es): dc.creatorRiella, Rodrigo Jardim-
Autor(es): dc.creatorOmori, Julio Shigeaki-
Data de aceite: dc.date.accessioned2025-08-29T12:42:02Z-
Data de disponibilização: dc.date.available2025-08-29T12:42:02Z-
Data de envio: dc.date.issued2013-11-21-
Data de envio: dc.date.issued2009-11-
Fonte completa do material: dc.identifierhttp://repositorio.utfpr.edu.br/jspui/handle/1/658-
Fonte completa do material: dc.identifierhttp://dx.doi.org/10.1109/ISAP.2009.5352812-
Fonte: dc.identifier.urihttp://educapes.capes.gov.br/handle/capes/1100267-
Descrição: dc.descriptionThis paper presents a method for automatic classification of faults and events related to quality of service in electricity distribution networks. The method consists in preprocessing event oscillographies using the wavelet transform and then classifying them using autonomous neural models. In the preprocessing stage, the energy present in each sub-band of the wavelet domain is computed in order to compose input feature vectors for the classification stage. The classifiers investigated are based in Multi-Layer Perceptron (MLP) feed-forward artificial neural networks and Support Vector Machines (SVM), which automatically promote input selection and structure complexity control simultaneously. Experiments using simulated data show promising results for the proposed application.-
Descrição: dc.description5000-
Formato: dc.formatapplication/pdf-
Idioma: dc.languageen-
Publicador: dc.publisherCuritiba-
Relação: dc.relationInternational Conference on Intelligent System Applications to Power Systems-
Relação: dc.relationhttp://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=5352812&tag=1-
Palavras-chave: dc.subjectEnergia elétrica - Distribuição-
Palavras-chave: dc.subjectRedes neurais (Computação)-
Palavras-chave: dc.subjectWavelets (Matemática)-
Palavras-chave: dc.subjectElectric power distribution-
Palavras-chave: dc.subjectNeural networks (Computer science)-
Palavras-chave: dc.subjectWavelets (Mathematics)-
Título: dc.titleClassification of events in distribution networks using autonomous neural models-
Tipo de arquivo: dc.typeaula digital-
Aparece nas coleções:Repositorio Institucional da UTFPR - RIUT

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