PMSM调速系统CMAC网络PID并行优化控制-豆柴文库

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PMSM调速系统CMAC网络PID并行优化控制
Title:ParallelOptimizationofPMSMSpeedControlSystemusingCMACNetworkandPID
Abstract:
ThePermanentMagnetSynchronousMotor(PMSM)iswidelyusedinvariousindustrialapplicationsduetoitshighefficiency,hightorquedensity,andprecisecontrolcharacteristics.Toachieveoptimalperformanceandefficiency,itisessentialtodesignaneffectivespeedcontrolsystemforPMSM.Inthispaper,anapproachcombiningaCerebellarModelArticulationController(CMAC)networkandProportional-Integral-Derivative(PID)controllerisproposedtooptimizethespeedcontrolofPMSM.TheparalleloptimizationofCMACnetworkandPIDcontrolleraimstoovercomethedrawbacksofeachindividualcontrollerandimproveoverallsystemperformance.TheresearchfocusesontheimplementationandevaluationoftheproposedapproachinaPMSMspeedcontrolsystem.
1.Introduction
TheintroductionprovidesanoverviewofthePMSManditsimportanceinindustrialapplications.TheobjectivesandsignificanceofoptimizingthespeedcontrolsystemusingCMACnetworkandPIDcontrollerarediscussed.
2.LiteratureReview
ThissectionpresentsanoverviewoftheexistingspeedcontroltechniquesappliedtoPMSM.ItdiscussestheadvantagesandlimitationsofCMACnetworkandPIDcontrollerasindividualcontrollers.TheliteraturereviewalsoincludesrelatedworksontheimplementationofCMACnetworkandPIDcontrollerinPMSMspeedcontrolsystems.
3.Methodology
Themethodologysectiondescribestheproposedapproachindetail.ItexplainshowtheCMACnetworkandPIDcontrollerareintegratedandoptimizedinaparallelmanner.ThestructureandfunctioningofCMACnetworkandPIDcontrollerinthePMSMspeedcontrolsystemareillustrated.
4.Implementation
Thissectionexplainsthehardwareandsoftwaresetupusedfortheimplementationoftheproposedapproach.TheprocessoftrainingtheCMACnetworkandtuningthePIDcontrollerparametersisdescribed.TheconfigurationandinterfaceofthePMSMspeedcontrolsystemarealsopresented.
5.ResultsandAnalysis
Theresultsobtainedfromtheimplementationoftheproposedapproacharepresentedandanalyzedinthissection.ComparativeanalysisisperformedtoevaluatetheperformanceoftheparalleloptimizedCM