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Artificial neural networks in high voltage transmission line problems

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dc.contributor.author Ekonomou, L en
dc.contributor.author Kontargyri, VT en
dc.contributor.author Kourtesi, St en
dc.contributor.author Maris, TI en
dc.contributor.author Stathopulos, IA en
dc.date.accessioned 2014-03-01T01:25:56Z
dc.date.available 2014-03-01T01:25:56Z
dc.date.issued 2007 en
dc.identifier.issn 0957-0233 en
dc.identifier.uri https://dspace.lib.ntua.gr/xmlui/handle/123456789/17831
dc.subject Artificial neural networks en
dc.subject Critical flashover voltage en
dc.subject High voltage transmission lines en
dc.subject Polluted insulators en
dc.subject.classification Engineering, Multidisciplinary en
dc.subject.classification Instruments & Instrumentation en
dc.subject.other Computation theory en
dc.subject.other Electric potential en
dc.subject.other Mathematical models en
dc.subject.other Neural networks en
dc.subject.other Problem solving en
dc.subject.other Critical flashover voltage en
dc.subject.other High voltage transmission lines en
dc.subject.other Polluted insulators en
dc.subject.other Electric lines en
dc.subject.other Computation theory en
dc.subject.other Electric lines en
dc.subject.other Electric potential en
dc.subject.other Mathematical models en
dc.subject.other Neural networks en
dc.subject.other Problem solving en
dc.title Artificial neural networks in high voltage transmission line problems en
heal.type journalArticle en
heal.identifier.primary 10.1088/0957-0233/18/7/058 en
heal.identifier.secondary http://dx.doi.org/10.1088/0957-0233/18/7/058 en
heal.identifier.secondary 058 en
heal.language English en
heal.publicationDate 2007 en
heal.abstract According to the literature high voltage transmission line problems are faced using conventional analytical methods, which include in most cases empirical and/or approximating equations. Artificial intelligence and more specifically artificial neural networks (ANN) are addressed in this work, in order to give accurate solutions to high voltage transmission line problems using in the calculations only actual field data. Two different case studies are studied, i.e., the estimation of critical flashover voltage on polluted insulators and the estimation of lightning performance of high voltage transmission lines. ANN models are developed and are tested on operating high voltage transmission lines and polluted insulators, producing very satisfactory results. These two ANN models can be used in electrical engineers' studies aiming at the more effective protection of high voltage equipment. © 2007 IOP Publishing Ltd. en
heal.publisher IOP PUBLISHING LTD en
heal.journalName Measurement Science and Technology en
dc.identifier.doi 10.1088/0957-0233/18/7/058 en
dc.identifier.isi ISI:000247400800062 en
dc.identifier.volume 18 en
dc.identifier.issue 7 en
dc.identifier.spage 2239 en
dc.identifier.epage 2244 en


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