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ID:37958686
大小:482.70 KB
页数:6页
时间:2019-06-03
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1、TorqueRippleMinimizationwithOn-lineParameterEstimationusingNeuralNetworksinPermanentMagnetSynchronousMotorsTongLiuIqbalHusainMalikElbulukMember,IEEESeniorMember,IEEEDepartmentofElectricalEngineeringTheUniversityofAkronAkron,OH44325-3904Phone:(330)-972-7649Fax:(330)-972-6487Abstract
2、-Aneuralnetworkbasedestimatorfortorquetuningoftheproportionalintegral(PI)gainsfordifferentconstantandstatorresistanceinpermanentmagnetoperatingpoints.Theiterationmodelingmethodsynchronousmotor(PMSM)ispresented.Theneuralpresentedin[4]isnotsufficientforestimatingthestatorweightsarein
3、itiallychosenrandomlyandamodelresistance,whichchangeswithtemperature.Wijenayakereferencealgorithmadjuststhoseweightstogivethe[5]neededastatorwindingtemperaturesensortooptimumestimations.Theq-axisinductanceismodeledfeedbackadigitaltemperaturevaluetotheparameteroff-lineaccordingtoq-a
4、xisstatorcurrent.Theneuralnetworkestimatorisabletotrackthevaryingparametersmodels.quiteaccuratelyatdifferentspeedswithconsistentOneoftheimportantapplicationsofparameterperformance.Theneuralnetworkparameterestimatorestimationisinthetorquerippleminimizationofthehasbeenappliedtoslotan
5、dfluxlinkagetorqueripplemotor.Holtz[6]builtanoff-lineflux-linkagetablewithminimizationofthePMSM.Thedrivesystemisrespecttorotorposition.Sincetherotorfluxlinkageinsensitivetotheseparameterchanges.Simulationtorqueripplesvarywithtemperatureandstatorcurrents,resultsjustifyingtheclaimare
6、presented.off-linemethodsarenoteffective.Adaptivetorquerippleminimizationpresentedin[7]onlydealtwithpartoftheI.INTRODUCTIONharmonicspresentinthetorqueripple.Thispaperpresentsanon-lineneuralnetworkThetorqueconstantk,(orrotorfluxlinkage),basedestimatorfortorqueconstantandstatorwindin
7、gstatorwindingresistanceandstatorinductanceareresistance.Furthermore,theq-axisstatorinductanceistime-varyingparametersinapermanentmagnetmodeledaccordingtotheq-axiscurrent.Theharmonicssynchronousmotor(PMSM).Accur,ateinformationofintherotorfluxlinkageisconsideredandtheallorsomeofthes
8、eparametersisnecessaryforp
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