DS-CDMA系统中基于盲分离的DOA估计.docx 立即下载
2024-11-26
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DS-CDMA系统中基于盲分离的DOA估计.docx

DS-CDMA系统中基于盲分离的DOA估计.docx

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DS-CDMA系统中基于盲分离的DOA估计
Abstract
DS-CDMA(DirectSequenceCodeDivisionMultipleAccess)systemshavebeenusedwidelyinmoderncommunicationsystems.DirectionofArrival(DOA)estimationisacriticalaspectinthedesignofDS-CDMAsystems.Blindseparationtechniqueshavegainedpopularityinrecentyearsduetotheirabilitytocopewithmulti-pathdispersionandinterferences.Thispaperpresentsanin-depthanalysisofDOAestimationalgorithmsbasedonblindseparationtechniquesusedinDS-CDMAsystems.
Introduction
DOAestimation,asignificantprobleminsignalprocessingandcommunicationsisespeciallyimportantinwirelesscommunications.Thecapabilitytoaccuratelydeterminetheangle-of-arrival(AOA)ofareceivedsignalhelpsovercomethefundamentallimitationofwirelesscommunicationsduetopropagationeffects.DOAestimationalgorithmsbasedontraditionalMUSIC,ESPRIT,andMaximumLikelihood(ML)methodsrequirecomplexsignalparametersinformationandexplicitassumptionsaboutthesignals,makingthemimpracticalformanyapplications.Thedifficultyandchallengeinseparatingsignalsunderunknownenvironmentsandspecificationsgaverisetothebirthofblindsourceseparation(BSS).
BlindSourceSeparation(BSS)
BSSisasignalprocessingtechniqueusedtoseparateasetofsourcesignalsfrommixedobservedsignalswithoutanypriorknowledgeofsourcesignalsorthemixingprocessitself.BSStechniquesarecapableofstrippingthemixedsignalsdownintoacollectionofindependent,uncorrelatedsignalsbyseparatingthesourcesandestimatingthemixingmatrix.BSShelpsovercometheproblemsofinter-symbolinterferenceandmultipleaccessinterferenceinDS-CDMAsystems.
DirectionofArrivalEstimation
DirectionofarrivalestimationreferstotheprocessofestimatingtheAOAofareceivedsignal.ThemainmethodsofobtainingDOAestimationinclude:TimeofArrival(TOA),PhaseComparison(PC),AmplitudeComparison(AC),andCombination(CMB)methods.ThePCandACmethodsrelyonthedifferenceinphaseandamplitudebetweensignalsatdifferentreceivingantennas.TheCMBmethodcombinesthePCandACmethodstoincreasetheaccuracyofDOAestimation.
DOAEstimationAlgorithmsbasedonBlindSourceSeparation
1)JointApproximateDiagon
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