基于柯西变异粒子群算法优化永磁同步电机的pid参数

基于柯西变异粒子群算法优化永磁同步电机的pid参数

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时间:2019-01-31

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1、湘潭大学硕士学位论文AbstractPermanentMagnetSynchronousMotorPIDcontrol,inordertoobtainPIDcontroleffectisimproved,theneedtomodifythedifferentialcoefficientPID,proportionalcoefficient,integralcoefficientthreeparameters.Inindustry,hotspotautomationandcontrolhasbeenaPIDoptimizationcontrol,addsomeo

2、ptimizationalgorithmsinthePIDcaneffectivelyimprovetheaccuracyoftheparametersandtheoptimizationoftime,sothatthePIDparameteroptimizationhasbecomeahotnowadaysresearchwhereintheoptimizationmethodismorecommonlyusedinpermanentmagnetsynchronousmotorPIDcontrolparameters,includinglawexperts,

3、ZNmethodandthesimplexmethod.Inrecentyears,thesmartalgorithminthecontrolsystemareincreasinglycommon,PIDcontrollerwasaddedneuralnetworkcontrolalgorithmmethodisgraduallyrising.Previousoptimizationmethodsarerelativelysimple,buttheseoptimizationmethodshaveshortcomings,suchaslawexpertknow

4、ledgebasedonexperience,expertknowledgetoconstantlyre-trimmingandcorrection;ZNmethodflexibilityisnothigh,andmorethanapredeterminedamount.Intheneuralnetworkalgorithm,duetotheoptimizationprocessofitsargumentisnotsimple,sothatthealgorithmconvergeslongtimetoreducetheaccuracyofthecontrols

5、ystem,thetraditionalparticleswarmsearchfortheoptimalpositionforalongtime,andiseasytofallintolocaloptimization.Atthistime,inordertosolvethePIDparametersoptimizedforlowdegreeofconvergenceinthecontrolaccuracyisnothigh,andfallingintolocaloptimizationproblemsbasedonCauchymutationparticle

6、swarmoptimizationparametersPIDcontrollerisproposed.CauchymutationparticleswarmalgorithmistouseCauchymutationlonger"tail"tomakeglobaloptimalparticle(gbest)jumptoabetterpositiontoescapelocaloptimization,optimalPIDparametersprinciple,firstconstructedmotorcurrentloopfunctionmodelPIvecto

7、rcontrol,andvectorcontrolmodelwhenthepermanentmagnetsynchronousmotor.Then,dependingonthenatureoftheparticleswarmalgorithm,basedonthebandinertiaweightparticleswarmoptimization,addingCauchymutationoperatortoobtainCauchymutationalgorithms,vectorsandthenpermanentmagnetsynchronousmotorsp

8、eedcontrolsystembas

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