Neural network approach compared to sensitivity analysis based on finite element technique for optimization of permanent magnet generators

Tsekouras, G; Kiartzis, S; Kladas, AG; Tegopoulos, JA

dc.contributor.author	Tsekouras, G	en
dc.contributor.author	Kiartzis, S	en
dc.contributor.author	Kladas, AG	en
dc.contributor.author	Tegopoulos, JA	en
dc.date.accessioned	2014-03-01T02:41:56Z
dc.date.available	2014-03-01T02:41:56Z
dc.date.issued	2001	en
dc.identifier.issn	0018-9464	en
dc.identifier.uri	https://dspace.lib.ntua.gr/xmlui/handle/123456789/30685
dc.subject	Finite element methods	en
dc.subject	Neural networks	en
dc.subject	Optimization methods	en
dc.subject	Permanent magnet generators	en
dc.subject.classification	Engineering, Electrical & Electronic	en
dc.subject.classification	Physics, Applied	en
dc.subject.other	Feedforward neural networks	en
dc.subject.other	Finite element method	en
dc.subject.other	Neodymium alloys	en
dc.subject.other	Optimization	en
dc.subject.other	Rotors	en
dc.subject.other	Sensitivity analysis	en
dc.subject.other	Permanent magnet generators	en
dc.subject.other	Rotor structure	en
dc.subject.other	Permanent magnets	en
dc.title	Neural network approach compared to sensitivity analysis based on finite element technique for optimization of permanent magnet generators	en
heal.type	conferenceItem	en
heal.identifier.primary	10.1109/20.952675	en
heal.identifier.secondary	http://dx.doi.org/10.1109/20.952675	en
heal.language	English	en
heal.publicationDate	2001	en
heal.abstract	The paper presents the optimization procedure of a permanent magnet generator for a 20 kW wind turbine prototype. ""Peripheral"" Neodymium alloy magnet rotor structure has been considered to perform the optimal shape design. A fully connected four layer feedforward neural network has been introduced and compared to a technique based on the finite element method and sensitivity analysis. The considered methods are in very good agreement.	en
heal.publisher	IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC	en
heal.journalName	IEEE Transactions on Magnetics	en
dc.identifier.doi	10.1109/20.952675	en
dc.identifier.isi	ISI:000171322000125	en
dc.identifier.volume	37	en
dc.identifier.issue	5 I	en
dc.identifier.spage	3618	en
dc.identifier.epage	3621	en