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Power systems reliability calculation based on fuzzy data mining

dc.contributor.authorRamos, Sérgio
dc.contributor.authorKhodr, H. M.
dc.contributor.authorAzevedo, Filipe
dc.contributor.authorVale, Zita
dc.date.accessioned2013-04-30T15:37:03Z
dc.date.available2013-04-30T15:37:03Z
dc.date.issued2009
dc.date.updated2013-04-15T14:29:50Z
dc.description.abstractThis paper presents a methodology supported on the data base knowledge discovery process (KDD), in order to find out the failure probability of electrical equipments’, which belong to a real electrical high voltage network. Data Mining (DM) techniques are used to discover a set of outcome failure probability and, therefore, to extract knowledge concerning to the unavailability of the electrical equipments such us power transformers and high-voltages power lines. The framework includes several steps, following the analysis of the real data base, the pre-processing data, the application of DM algorithms, and finally, the interpretation of the discovered knowledge. To validate the proposed methodology, a case study which includes real databases is used. This data have a heavy uncertainty due to climate conditions for this reason it was used fuzzy logic to determine the set of the electrical components failure probabilities in order to reestablish the service. The results reflect an interesting potential of this approach and encourage further research on the topic.por
dc.identifierDOI 10.1109/PES.2009.5275783
dc.identifier.isbn978-1-4244-4241-6
dc.identifier.issn1944-9925
dc.identifier.urihttp://hdl.handle.net/10400.22/1480
dc.language.isoengpor
dc.publisherIEEEpor
dc.relation.publisherversionhttp://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=5275783&tag=1por
dc.subjectData miningpor
dc.subjectKnowledge discoverypor
dc.subjectFuzzy logicpor
dc.subjectMonte Carlopor
dc.subjectPower system maintenancepor
dc.titlePower systems reliability calculation based on fuzzy data miningpor
dc.typeconference object
dspace.entity.typePublication
oaire.citation.conferencePlaceCalgary, Canada, 2009por
oaire.citation.title(PES) IEEE Power & Energy Society General Meetingpor
person.familyNameCarvalho Ramos
person.familyNameVale
person.givenNameSérgio Filipe
person.givenNameZita
person.identifier632184
person.identifier.ciencia-id6D1F-C495-6660
person.identifier.ciencia-id721B-B0EB-7141
person.identifier.orcid0000-0002-1120-5656
person.identifier.orcid0000-0002-4560-9544
person.identifier.ridA-5824-2012
person.identifier.scopus-author-id7004115775
rcaap.rightsclosedAccesspor
rcaap.typeconferenceObjectpor
relation.isAuthorOfPublicationf01a54a0-e6c0-4cf3-afd8-5a664bbac7b4
relation.isAuthorOfPublicationff1df02d-0c0f-4db1-bf7d-78863a99420b
relation.isAuthorOfPublication.latestForDiscoveryff1df02d-0c0f-4db1-bf7d-78863a99420b

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