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NARMA-L2 controlled variable frequency three-phase induction motor drive

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dc.citedby8
dc.contributor.authorGeorge M.en_US
dc.contributor.authorPrasad Basu K.en_US
dc.contributor.authorid8209995700en_US
dc.contributor.authorid55014236300en_US
dc.date.accessioned2023-12-29T07:47:05Z
dc.date.available2023-12-29T07:47:05Z
dc.date.issued2012
dc.description.abstractThis manuscript proposes a novel control technique to regulate the speed of a variable frequency three-phase induction motor drive. The novelty of this article lies in the application of artificial neural network based nonlinear autoregressive-moving average-L2 (NARMA-L2) controller for the speed control of three-phase induction motor drive. NARMA-L2 controller checks the actual speed and the reference speed and generates the required stator frequency to regulate the speed independent of the load conditions. The performance of the developed system has been compared with vector controlled voltagesource inverter fed variable frequency three-phase induction motor drive. Induction motor dynamic machine model in state-space has been considered to study the performance of the system. It has been observed that the developed system is able to achieve smooth speed regulation as opposed to vector control technique without violating IEEE-519 total harmonic distortion (THD) standard. The response of NARMA-L2 controlled system is much faster as compared to complex vector controlled system. � EuroJournals Publishing, Inc. 2012.en_US
dc.description.natureFinalen_US
dc.identifier.epage111
dc.identifier.issue1
dc.identifier.scopus2-s2.0-84857330264
dc.identifier.spage98
dc.identifier.urihttps://www.scopus.com/inward/record.uri?eid=2-s2.0-84857330264&partnerID=40&md5=667b4e903ddbfe07f13dceb71c7dd81b
dc.identifier.urihttps://irepository.uniten.edu.my/handle/123456789/30366
dc.identifier.volume70
dc.pagecount13
dc.sourceScopus
dc.sourcetitleEuropean Journal of Scientific Research
dc.subjectD - q model
dc.subjectHysteresis current controller
dc.subjectInduction motor drive
dc.subjectInverter
dc.subjectNARMA-L2 controller
dc.subjectPI controller
dc.subjectSpeed control
dc.subjectVariable frequency
dc.subjectVector control
dc.titleNARMA-L2 controlled variable frequency three-phase induction motor driveen_US
dc.typeArticleen_US
dspace.entity.typePublication
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