基于人工魚群優(yōu)化的小波盲均衡算法

基于人工魚群優(yōu)化的小波盲均衡算法

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時間:2019-01-30

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1、AbstractInunderwateracousticcommunication,Inter-SymbolInterferencecausedbymultipathfadingtime-varyingunderwateracousticchannelsseriouslyaffectscommunicationqualityandthelimitedbandwidthofunderwateracousticchannelsaffectsthedataofthetransmissionspeedandthereliability.InordereffectivelyovercomeISIandi

2、mprovethebandwidthutilizations,onthebasisofanalyzingblindequalizationalgorithmsresearchsituationathomeandabroad,anewtrainofthoughtisproposed.Inthisproposedthought,inordertoresearchtheblindequalizationtheory,algorithms,simulations,andperformanceassessment,wavelettheoryisregardedasanimportanttool,arti

3、ficialfishswarmalgorithm,arecalledastheoptimizationmethod,andfirIactionallyspaced,superexponentialiteration,andblindequalizationalgorithmarecombined.nemainworkisasfollows:1.Orthogonalwavelettransformblindequalizationalgorithmbasedontheoptimizationofartificialfishswarmalgorithmisproposed(1)Blindequal

4、izationalgorithmbasedontheoptimizationofartificialfishschoolalgorithmisproposedIntraditionalConstantModulusblindequalizationAlgorithm(CMA),themetholdofsearchingoptimalweightvectorisagradientdescentsearchmethod,whichCanobtaintheequationoftheequalizerweightvectorviausingthecontinuousandderivablecostfu

5、nction,butthemetholdiseasytofallintolocalconvergence.AimingatthedisadvantageofthesearchingmetholdoftraditionalCMA,onthebasisofanalyzingthefeatureofartificialfishswarmalgorithm(AFSA),itisintroducedtotheCMA,SOtheartificialfishswarmalgorithmbasedCMA(AFSACMA)isproposed.Inthisproposedalgorithm,thefitness

6、functionofAFSAisdefinedbycostfunctionofblindequalizationalgorithm.ItmakesfulluseoftheglobalrandomsearchingfeatureoftheAFSAtofindtheglobaloptimalweightvectoroftheequalizer.SimulationresultswithunderwateracousticchannelshowthesuperiorityoftheAFSACMA.(2)Orthogonalwavelettransformblindequalizationalgori

7、thmbasedontheoptimizationofartificialfishswarmalgorithmOnthebasisofmakingfulluseofthestrongde-correlationoftheorthogonalwavelettransform,thestructureofblindequalizerisdesignedbytheequalizerinputstrans

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