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基于JA滯回模型的超磁致伸縮致動(dòng)器非線性控制方法研究基于JA滯回模型的超磁致伸縮致動(dòng)器非線性控制方法研究
摘要:
超磁致伸縮致動(dòng)器是一種非常常用的電機(jī),可以適應(yīng)微小位移的量測和精確運(yùn)動(dòng)控制等領(lǐng)域,在工業(yè)、生物醫(yī)學(xué)等領(lǐng)域有著廣泛的應(yīng)用。然而,其動(dòng)態(tài)模型具有高度的非線性和不確定性,給控制帶來了極大的挑戰(zhàn)。為了解決這個(gè)問題,本文提出了一種基于JA(Jiles-Atherton)滯回模型的超磁致伸縮致動(dòng)器非線性控制方法。首先,建立了JA滯回模型及其參數(shù)辨識(shí)方法。其次,將JA滯回模型與超磁致伸縮致動(dòng)器機(jī)電系統(tǒng)相結(jié)合,建立了JA滯回模型的超磁致伸縮致動(dòng)器非線性控制系統(tǒng)。最后,采用基于模糊邏輯的自適應(yīng)滑模控制(FASMC)策略對非線性控制系統(tǒng)進(jìn)行控制,仿真結(jié)果表明該方法可以實(shí)現(xiàn)超磁致伸縮致動(dòng)器的精確定位和魯棒性控制。
關(guān)鍵詞:超磁致伸縮致動(dòng)器;JA滯回模型;非線性控制;自適應(yīng)滑模控制。
Abstract:
Thegiantmagnetostrictiveactuatorisacommonlyusedmotorthatcanadapttofieldssuchassmalldisplacementmeasurementandprecisemotioncontrol.However,itsdynamicmodelhashighnonlinearityanduncertainty,whichbringsgreatchallengestocontrol.Inordertosolvethisproblem,thispaperproposesanonlinearcontrolmethodofthegiantmagnetostrictiveactuatorbasedontheJA(Jiles-Atherton)hysteresismodel.Firstly,theJAhysteresismodelanditsparameteridentificationmethodareestablished.Secondly,theJAhysteresismodeliscombinedwiththeelectromechanicalsystemofthegiantmagnetostrictiveactuatortoestablishanonlinearcontrolsystemoftheJAhysteresismodelofthegiantmagnetostrictiveactuator.Finally,thefuzzylogic-basedadaptiveslidingmodecontrol(FASMC)strategyisusedtocontrolthenonlinearcontrolsystem.Thesimulationresultsshowthattheproposedmethodcanachieveaccuratepositioningandrobustcontrolofthegiantmagnetostrictiveactuator.
Keywords:Giantmagnetostrictiveactuator;JAhysteresismodel;Nonlinearcontrol;AdaptiveslidingmodecontrolIntroduction
Giantmagnetostrictiveactuatorsarewidelyusedinprecisionpositioningsystemsandotherrelatedapplicationsduetotheirhighprecisionandresponsiveness.However,thenonlinearhysteresiseffectoftheseactuatorsmakesitchallengingtoachieveaccuratepositioningandcontrol.Therefore,itissignificanttodevelopaneffectivecontrolstrategytoovercomethehysteresiseffectandachieverobustcontrolofthegiantmagnetostrictiveactuator.
JAHysteresisModelofGiantMagnetostrictiveActuator
TheJAhysteresismodeliswidelyusedtodescribethehysteresiseffectofgiantmagnetostrictiveactuators.Themodelconsidersthemagneticfield,appliedstress,andtemperatureasinputvariablesandprovidesthestrainandmagnetizationasoutputvariables.TheJAhysteresismodelisrepresentedas:
??(??,??,??)=??(??,??,??),
where??isthestrainoutput,??isthemagnetizationinput,??isthetemperatureinput,??istheappliedstressinputand??isthemagnetizationoutput.
NonlinearControlSystemofGiantMagnetostrictiveActuator
Toaddressthehysteresiseffectofthegiantmagnetostrictiveactuator,anonlinearcontrolsystemisdesignedbasedontheJAhysteresismodel.Thecontrolsystemconsistsofafeedbackloopthatincludesacontrollerandafeedbacksignalfromtheactuatoroutput.Thecontrollerreceivesthesetpointoftheactuatorpositionandtheoutputfeedbacksignaltogeneratethecontrolsignal.Thenonlinearcontrolsystemisrepresentedas:
??=??(???????)+??(??,??′)+??(?????′)
where????isthesetpointposition,??istheactualposition,??′isthepredictedposition,??isthecontrolsignal,??istheproportionalgain,??isthenonlinearfunctionthataccountsforthehysteresiseffect,and??isthedampingfactor.
AdaptiveSlidingModeControlStrategy
Thefuzzylogic-basedadaptiveslidingmodecontrol(FASMC)strategyisemployedtocontrolthenonlinearcontrolsystemofthegiantmagnetostrictiveactuator.TheFASMCstrategyadjuststheparametersoftheslidingmodecontrollerbasedonthefuzzylogicsystem,whichadaptstothehysteresiseffectandimprovesthecontrolperformance.TheFASMCstrategyadjuststheparametersoftheslidingmodecontrollerthroughafuzzyinferencesystemthattakestheerroranderrorrateasinputsandadjuststheparametersoftheslidingmodecontrollertooptimizethecontrolperformance.ThecontrollawoftheFASMCstrategyisrepresentedas:
??=????????(??+??′)??′(??)???(??)
where??istheslidingsurface,??′istheestimatedslidingsurface,??′isthepredictedposition,????isthepositionerror,??isthecontrolsignalofthefuzzylogicsystem.
SimulationResults
TheproposedFASMCstrategyisverifiedthroughsimulationsofthegiantmagnetostrictiveactuator.ThesimulationresultsshowthattheFASMCstrategycanovercomethehysteresiseffectandachieveaccuratepositioningandrobustcontrolofthegiantmagnetostrictiveactuator.TheFASMCstrategyiscomparedtotheconventionalslidingmodecontrol(SMC)strategy,andtheresultsshowthattheFASMCstrategyhassuperiorcontrolperformanceandrobustness.
Conclusion
Inthisstudy,anonlinearcontrolsystemofthegiantmagnetostrictiveactuatorwasestablishedbasedontheJAhysteresismodel.TheFASMCstrategywasemployedtocontrolthenonlinearcontrolsystem,whichovercomesthehysteresiseffectandachievesaccuratepositioningandrobustcontrolofthegiantmagnetostrictiveactuator.TheproposedmethodcanprovideapracticalsolutionforthecontrolofgiantmagnetostrictiveactuatorsinprecisionpositioningapplicationsInaddition,thisstudyhasprovidedacomprehensiveanalysisofthehysteresiseffectingiantmagnetostrictiveactuatorsandthesignificanceofitscontrol.TheestablishedJAhysteresismodelaccuratelyreflectsthenonlinearbehaviorofthegiantmagnetostrictiveactuator,allowingforthedevelopmentofamoreeffectivecontrolsystem.
Furthermore,thedevelopmentoftheFASMCstrategypresentsaninnovativesolutiontotheproblemofhysteresisingiantmagnetostrictiveactuators.Thismethodhasbeenproventobeeffectiveinachievingaccuratepositioningandrobustcontrolofthegiantmagnetostrictiveactuator,whichcansignificantlyenhancetheperformanceoftheactuatorinvariousapplications.
Overall,thisstudyhascontributedtotheunderstandingofthehysteresiseffectingiantmagnetostrictiveactuatorsandprovidedapracticalsolutionfortheircontrol.Ithaspotentialimplicationsforthedesignandcontrolofothernonlinearsystemsinengineeringandtechnology.FurtherresearchcanbeconductedtooptimizethecontrolstrategyandexplorethepossibilityofimplementingitinpracticalapplicationsInadditiontothepracticalimplicationsdiscussedintheprevioussection,thestudyofhysteresisingiantmagnetostrictiveactuatorshaspotentialimplicationsforbroaderareasofresearchandtechnology.
Firstly,thestudyofhysteresisinmagnetostrictivematerialscanadvanceourunderstandingoftheirunderlyingphysicsandmechanics.Thehysteresiseffectisacommonphenomenoninmanymaterials,anditscharacterizationandcontrolarecrucialfordevelopingefficientandreliabledevicesbasedonthosematerials.Therefore,theinsightsgainedfromthisstudycanbeappliedtoothermaterialsanddevicesthatexhibithysteresis,suchaspiezoelectricandferroelectricactuators.
Secondly,thecontrolstrategyproposedinthisstudycanbeadaptedforothernonlinearsystemsinengineeringandtechnology.Manyengineeringsystemsexhibitnonlinearities,andtheircontrolisoftenchallengingduetotheircomplexdynamicsandbehavior.Theproposedcontrolstrategy,basedonthePreisachmodelandinversecompensationmethod,canbegeneralizedtoothernonlinearsystems,includingmechanical,electrical,andbiologicalsystems,toenhancetheirperformanceandreliability.
Lastly,thestudyofmagnetostrictivematerialsandactuatorshaspotentialapplicationsinvariousfields,includingrobotics,aerospace,andbiomedicalengineering.Forexample,giantmagnetostrictiveactuatorscanbeusedinroboticgrippers,micro-positioningsystems,andshapememoryalloysforbiomedicalimplants.Furtherresearchontheoptimizationofthesematerialsanddevicescanleadtothedevelopmentofnewandinnovativeapplicationsinthesefields.
Inconclusion,thestu
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