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1、IEEETRANSACTIONSONINFORMATIONTHEORY,VOL.55,NO.3,MARCH2009997DensityEvolutionforNonbinaryLDPCCodesUnderGaussianApproximationGeLi,IvanJ.Fair,Member,IEEE,andWitoldA.Krzymien´,SeniorMember,IEEEAbstract—Thispaperextendstheworkondensityevolutioncodeensemblespecifiedbya
2、degreedistributionpair.Withtheforbinarylow-densityparity-check(LDPC)codeswithGaussiansymmetryofthechannelanddecodingalgorithmasoneofitsapproximationtoLDPCcodesoverGF .Wefirstgeneralizethefundamentalassumptions,thismethodcanbeappliedtoawidedefinitionofchannelsymm
3、etryfornonbinaryinputstoincludeclassofbinary-inputsymmetric-outputchannels,including -aryphase-shiftkeying(PSK)modulatedchannelsforprime andbinary-modulatedchannelsfor thatisapowerof.Forthebinaryerasurechannel(BEC),binarysymmetricchannelthewell-defined -ary-inpu
4、tsymmetric-outputchannel,weprove(BSC),andadditivewhiteGaussiannoise(AWGN)channel,asthatundertheGaussianassumption,thedensitydistributionforwellastovariousiterativedecodingalgorithmsthatfallintothemessagesundergoingdecodingisfullycharacterizedby 0categoryofmes
5、sagepassingalgorithms.Thedensityinvolvedquantities.Assuminguniformedgeweights,wefurthershowthatinthisnumericaltechniqueistheprobabilitydensityfunctionthedensityofmessagescomputedbythechecknodedecoder(CND)isfullydefinedbyasinglenumber.Wethenpresentthe(pdf)ofthemes
6、sagespassedateachdecodingiteration.UnderapproximatedensityevolutionforregularandirregularLDPCatree-likeassumption,densityevolutioncomputestheexactcodes,andshowthatthe 0-dimensionalintegrationinvolveddensityofmessagesastheyevolvefromiterationtoiteration,canbes
7、implifiedusingadimensionalityreductionalgorithmfor andcanbeusedtoevaluatetheasymptoticbit-errorprobabilitytheimportantcaseof .Throughapplicationofapproximateofthecodeensembleforeachiteration.Allowingforinfinitedensityevolutionandlinearprogramming,weoptimizethede
8、greedistributionofLDPCcodesoverGF andGF .Theoptimizediterations,itcanbeusedtodeterminethedecodingthreshold,irregularLDPCcodesdemonstrateperformanceclosetothewhich