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The...two...input...variables...are...partitioned...into...five...fuzzy...sets:...very...negative...(VN),...negative...(NN),...zero...(Z),...positive...(PP),...and...very...positive...(VP)Results.of.the.Velocity.Control.for.a.DC.MotorThe.correction.signal.computed.is.sent.back.to.the.trainer.module.in.order.to.feed.a.DC.motorIn...contrast,...type-2...fuzzy...systems...were...proposed...as...an...improvement...of...type-1...fuzzy...inference...systemsIn..this..approach,..molecules..of..artificial..hydrocarbon..networks..are..implemented..as..fuzzy..partitions..in..the..output..domainGAfter.10.seconds.with.a.sample.time.of.0.01s,.the.step.response.is.depicted.in.Figure.9,.where.the.light.line.represents.the.reference.signal.and.the.strong.line.represents.the.actual.value.of.angular.velocity.of.the.rotor.in.the.DC.motorFor..instance,..this..knowledge..base..is..a..matrix..that..summarizes..all..fuzzy..rules..of..the..form..as..in..(11)..in..the..following..way.(a)For..all..input..variables..,..represent..all..possible..combinations..of..them..using..the..label..of..each..set..in..the..fuzzy..partition..of..inputs,..such..that..all..antecedents..in..the..fuzzy..rules..will..be..coveredAgain,...both...controllers...present...the...same...tendency...when...they...are...exposed...to...noise,...and...in...comparison...with...type-1...controllers,...type-2...fuzzy...controllers...act...slightly...better...as...found...in...Tables...6...and...7...(FIM:...17.2%...better,...Mamdani:...1.7%...better)Experimental..results..demonstrate..that..the..fuzzy-molecular..inference..model..can..be..applied..as..an..alternative..of..type-2..Mamdanis..fuzzy..control..systems..because..the..set..of..molecular..units..can..deal..with..dynamic..uncertainties..mostly..present..in..real-world..control..applications3.2DefuzzificationIn..order..to..follow..chemical..rules,..the..following..definitions..of..AONs..hold..[1622]Figure.3:.Block.diagram.of.the.PD.control.system.implementedPseudo...outer-product...based...fuzzy...neural...networks[edit]In.that.way,.two.main.procedures.are.needed.for.AHNs:.training.and.reasoningIf..a..molecule..has..filled..out..all..of..the..valence..electrons..in..atoms,..it..is..stable;..but..if..a..molecule..has..at..least..one..valence..electron..without..filling,..it..is..considered..as..unstableActually,...the...algorithm...iteratively...updates...the...set...of...intermolecular...distances...to...define...the...best...positions...of...molecules...in...the...input...domain...using...(5)Mixtures...are...linear...combinations...of...molecules...and/or...compounds...forming...a...basis...of...molecules...with...weights...so-called...stoichiometric...coefficientsThe..FMI..controller..reports..11.0..of..maximum..error..in..steady..state,..and..the..Mamdani..controller..reports..12.3(2001)5.1Ang,..K3.4Abraham.A.,."Adaptation.of.Fuzzy.Inference.System.Using.Neural.Learning,.Fuzzy.System.Engineering:.Theory.and.Practice",.Nadia.Nedjah.et.al"POPFNN-AAR(S):..a..pseudo..outer-product..based..fuzzy..neural..network."..IEEE..Transactions..on..Systems,..Man..and..Cybernetics,..Part..B,..29(6),..859-870Then,..is..a..mixture..of..molecules..or..compounds..and..it..is..expressed..as..a..linear..combination..of..them..like..(4);..where,..is..a..set..of..real..values..named..stoichiometric..coefficients..representing..the..ratio..of..molecules..or..compounds..occupied..in..the..mixtureDefuzzification 19d25c4272
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نوشته شده در : جمعه 11 فروردین 1396  توسط : Anna Smith.    نظرات() .

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