A Deterministic Particle Swarm Optimization.pdf

A Deterministic Particle Swarm Optimization.pdf

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时间:2019-02-28

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1、IEEETRANSACTIONSONINDUSTRIALELECTRONICS,VOL.60,NO.8,AUGUST20133195ADeterministicParticleSwarmOptimizationMaximumPowerPointTrackerforPhotovoltaicSystemUnderPartialShadingConditionKashifIshaqueandZainalSalam,Member,IEEEAbstractThispaperproposesadetermini

2、sticparticleswarmsubjectedtopartialshading,i.e.,aconditionwhenapartortheoptimizationtoimprovethemaximumpowerpointtrackingwholemoduleofthePVarrayreceivesnonuniforminsolation.(MPPT)capabilityforphotovoltaicsystemunderpartialshadingDuringpartialshading,th

3、eP–Vcurvesarecharacterizedbycondition.Themainideaistoremovetherandomnumberinthemultiplepeaks—severallocalandoneglobalpeak(GP).IftheaccelerationsfactoroftheconventionalPSOvelocityequation.Additionally,themaximumchangeinvelocityisrestrictedtoatrueGPisnot

4、properlytracked,theMPPTalgorithmmightparticularvalue,whichisdeterminedbasedonthecriticalstudybetrappedatoneofthelocalpeak,withtheconsequenceofofPVcharacteristicsduringpartialshading.Advantagesofthesignificantpowerlosses[8].methodinclude:1)consistentsolu

5、tionisachieveddespiteasmallTodate,variousMPPTtechniqueshavebeenproposed;numberofparticles,2)onlyoneparameter,i.e.,theinertiaweight,amongthese,thehillclimbing(HC)[9],perturbandobserveneedstobetuned,and3)theMPPTstructureismuchsimplercomparedtotheconventi

6、onalPSO.Toevaluatetheidea,theal-(P&O)[10],andincrementalconductance[11]arethemostgorithmisimplementedonabuck-boostconverterandcomparedwidelyused.Althoughthesemethodsarequitesimpletoim-totheconventionalhillclimbing(HC)MPPTmethod.Simulationplement,theyar

7、eincapableofhandingthepartialshadingcon-resultsindicatethattheproposedmethodoutperformstheHCditionastheylackedthesufficientintelligencetodifferentiatemethodintermsofglobalpeaktrackingspeedandaccuracyunderbetweenthelocalandGP.Additionally,rapidfluctuation

8、sofvariouspartialshadingconditions.Furthermore,itistestedusingthemeasureddataofatropicalcloudyday,whichincludesrapidsolarinsolationmaycausethealgorithmtolosetrackofthemovementofthepassingcloudsandpartialshading.DespitetheMPPdirectioncom

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