Estimation of the flashover voltage on insulators using artificial neural networks

Gialketsi, AA; Kontargyri, VT; Gonos, IF; Stathopulos, IA

dc.contributor.author	Gialketsi, AA	en
dc.contributor.author	Kontargyri, VT	en
dc.contributor.author	Gonos, IF	en
dc.contributor.author	Stathopulos, IA	en
dc.date.accessioned	2014-03-01T01:54:26Z
dc.date.available	2014-03-01T01:54:26Z
dc.date.issued	2005	en
dc.identifier.issn	11092734	en
dc.identifier.uri	https://dspace.lib.ntua.gr/xmlui/handle/123456789/27380
dc.relation.uri	http://www.scopus.com/inward/record.url?eid=2-s2.0-22944445487&partnerID=40&md5=79f030e293c0ba4f5b5f3e9f02e4139a	en
dc.subject	Artificial neural networks	en
dc.subject	Critical voltage	en
dc.subject	Error backpropagation	en
dc.subject	Flashover	en
dc.subject	Insulators	en
dc.subject	Pollution	en
dc.subject.other	Backpropagation	en
dc.subject.other	Electric insulators	en
dc.subject.other	Electric potential	en
dc.subject.other	Flashover	en
dc.subject.other	Learning algorithms	en
dc.subject.other	Learning systems	en
dc.subject.other	Mathematical models	en
dc.subject.other	Critical voltage	en
dc.subject.other	Flashover voltage	en
dc.subject.other	Polluted insulators	en
dc.subject.other	Neural networks	en
dc.title	Estimation of the flashover voltage on insulators using artificial neural networks	en
heal.type	journalArticle	en
heal.publicationDate	2005	en
heal.abstract	This work attempts to elucidate the potentials of Artificial Neural Networks (ANNs) in high voltage applications and especially to estimate the flashover voltage on polluted insulators, using an ANN which is trained with the error backpropagation algorithm. For this purpose, an ANN was constructed in MATLAB and has been trained with several MATLAB training functions, while tests regarding the number of neurons, the number of epochs and the value of learning rate have taken place, in order to find which net architecture and which value of the other parameters give the best result. Some of the data had resulted from former experiments, while some other had resulted by applying a mathematical type based on a simplified model for the calculation of the flashover voltage.	en
heal.journalName	WSEAS Transactions on Circuits and Systems	en
dc.identifier.volume	4	en
dc.identifier.issue	5	en
dc.identifier.spage	514	en
dc.identifier.epage	518	en