2--Model-based Fuzzy Control

2--Model-based Fuzzy Control

ID:40021470

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时间:2019-07-17

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1、2Model-basedFuzzyControlThetaskoffeedbackcontrolsystemsistokeepcontrolledvariablesascloseaspossibletotheirreferencevalues(set-points),whichdefineoperatingpointsofthecontrolledprocess.Aclassicalapproachwhenselectingafeedbackcon-trolalgorithmistofirstidentifyalinearproces

2、smodelatagivenoperatingpoint,thentodesignalinearcontrollerforthatmodelorchoosesettingsofastandardlinearcontroller,usuallyofaPIDtype,seee.g.,[44,85,3,52].However,alinearprocessmodelisonlyanapproximatedescriptionofreality.Moreover,thedesignedcontrollersshouldberobustaga

3、instpossiblechangesinthecharacteristicsofthecontrolledprocesscausedbydisturbancesorchan-gesofitsinternalfeatures.Robustcontrollersshouldensurestabilityofthecontrolsystemandbasiccontrolqualityforaprescribedrangeofdifferencesbetweentheprocessanditsmodelusedforthedesign.F

4、orexample,whenap-plyingclassicalfrequencybaseddesign,certainminimalvaluesofamplitudeandphasemarginsmustbepreserved,assignedonthebasisoffrequencycha-racteristicsoftheprocessmodelwiththecontroller.Theseprescribedminimalvaluesresultfrommanyyearsofpracticalexperience,toac

5、hieveareasonablecompromisebetweenrobustnessandcontrolquality.Asimilarphilosophyisappliedwhendesigningcontrollersbyothermethods,suchastheroot-locusmethod,poleplacement,orpopularintheprocessindustriesselectionofPIDsettingsusingZiegler-Nicholsrulesortablesofsettingsbased

6、onsimplepro-cessmodels,seee.g.,[38,44,85,105].Suchdesignusuallyensuresacorrectoperationofthecontrolsysteminacertainneighborhoodofanoperatingpointforwhichthecontrollerwasdesigned.Thesmallerthenonlinearitiesoftheprocess,thelargerthisneighborhood,ingeneral.Practically,ho

7、wever,controlprocessesareusuallynonlinear,sometimesstronglynonlinear.Iftheyoperateinasmallneighborhoodoftheoperatingpointandcontrolqualityrequirementsarenottoohigh,thenthepresentedde-signphilosophyisusuallysufficient.Ithadtobethecaseduringmanyyearswhencontrollerswereofm

8、echanicalconstruction(e.g.,pneumatic)aswellaslater,whenanalogelectroniccontrollersdominated.Bringingintocontrolpracticecompu

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