Combined support vector classifiers using fuzzy clustering for dynamic security assessment

Gavoyiannis, AE; Vogiatzis, DG; Georgiadis, DP; Hatziargyriou, ND

dc.contributor.author	Gavoyiannis, AE	en
dc.contributor.author	Vogiatzis, DG	en
dc.contributor.author	Georgiadis, DP	en
dc.contributor.author	Hatziargyriou, ND	en
dc.date.accessioned	2014-03-01T02:41:46Z
dc.date.available	2014-03-01T02:41:46Z
dc.date.issued	2001	en
dc.identifier.uri	https://dspace.lib.ntua.gr/xmlui/handle/123456789/30618
dc.subject	Combining Classifier	en
dc.subject	Electric Power System	en
dc.subject	Fuzzy C Means Clustering	en
dc.subject	Fuzzy Clustering	en
dc.subject	Pattern Recognition	en
dc.subject	Power System	en
dc.subject	Security Assessment	en
dc.subject	Support Vector Classifier	en
dc.subject	Test Bed	en
dc.subject.other	Algorithms	en
dc.subject.other	Fuzzy sets	en
dc.subject.other	Learning systems	en
dc.subject.other	Neural networks	en
dc.subject.other	Pattern recognition	en
dc.subject.other	Regression analysis	en
dc.subject.other	Trees (mathematics)	en
dc.subject.other	Dynamic security assessment	en
dc.subject.other	Fuzzy clustering algorithms	en
dc.subject.other	Support vector classifiers	en
dc.subject.other	Electric power systems	en
dc.title	Combined support vector classifiers using fuzzy clustering for dynamic security assessment	en
heal.type	conferenceItem	en
heal.identifier.primary	10.1109/PESS.2001.970257	en
heal.identifier.secondary	http://dx.doi.org/10.1109/PESS.2001.970257	en
heal.publicationDate	2001	en
heal.abstract	This paper addresses the problem of dynamic security classification of electrical power systems using class pattern recognition with a system of combined classifiers, where each classifier is a Support Vector Classifier (SVC) and each of the SVCs is trained on a subset of the data. The subsets are specified by the Fuzzy C-Means clustering algorithm (FCM). The strength of the combined classifier stems from the combination of the single classifiers. As a test-bed we have used real data from the power system of Crete, Greece.	en
heal.journalName	Proceedings of the IEEE Power Engineering Society Transmission and Distribution Conference	en
dc.identifier.doi	10.1109/PESS.2001.970257	en
dc.identifier.volume	2	en
dc.identifier.issue	SUMMER	en
dc.identifier.spage	1281	en
dc.identifier.epage	1286	en