K.R.ShankarkumarandA.Chockalingam
DepartmentofECE,IndianInstituteofScience,Bangalore560012,INDIA
Abstract—Inthispaper,wepresentandanalyzetheperfor-manceofaparallelinterferencecancellation(PIC)schemeformulticarrier(MC)direct-sequencecode-divisionmultiple-access(DS-CDMA)systems.AteachcancellationstageintheproposedPICscheme,oneachsubcarrier,aweightedsumofthesoftoutputsoftheotherusersinthecurrentstageiscancelledfromthesoftoutputofthedesireduser(ratherthanmakinghardbitdecisionsoftheotherusersandregeneratingandcancelingtheinterferingsignals)toformtheinputtothenextstage.Atthelaststage,theinterferencecancelledoutputsfromallthesubcarriersaremaximalratiocombined(MRC)toformthedecisionstatistic.Theschemehastheadvantageofnotrequiringtheamplitudeestimatesoftheotherusers.Wederiveanalyticalexpressionsforthebiterrorrate(BER)atdifferentstagesintheproposedPICschemeonRayleighfadingchannels.Analyticalresultsarefoundtoagreewellwiththesimulationresults.TheresultsshowthattheproposedPICschemeoffersbetterinterferencesuppressioncapabilitythantheconventionalmatchedfilterreceiver.WealsoobtainboundsonthecodedBERoftheproposedPICschemeforaconvolutionallycodedmulticarrierDS-CDMAsystemwherethePIC-MRCoutputfeedsasoftdecisionViterbidecoder.
Keywords–Parallelinterferencecancellation,multicarrierDS-CDMA,
fadingchannels.
I.INTRODUCTION
Multicarrier(MC)approachoffersseveraladvantagesin-cludingrobustnessinfadingandinterference,operationatlowerchipratesandnon-contiguousbandwidthoperation.Severalstudieshaveanalyzedtheperformanceofmulticar-rierDS-CDMAsystems[1]-[2].Inthispaper,weconsiderparallelinterferencecancellation(PIC)formulticarrierDS-CDMA.PICschemesformulticarrierDS-CDMAhavebeenstudiedin[4]-[5].ThesestudiesconsiderharddecisionPICreceivers,wherehardbitdecisionsaremadeontheoutputofthematchedfilters(MF),whicharethenisusedtoregenerateandcancelthemultipleaccessinterference(MAI)inparallel.OurcontributioninthispaperisthatweproposeandanalyzeaPICschemewhichdirectlyusesthesoftoutputoftheMFs(ratherthanthehardbitdecisions)forcancellationanddoesnotrequiretheestimationoftheamplitudesoftheusers.IntheproposedPICscheme,ateachcancellationstage,oneachsubcarrier,aweightedsumofthesoftoutputsoftheotherusersinthecurrentstageissubtractedfromthesoftoutputofthedesireduser(ratherthanmakinghardbitdecisionsoftheotherusersandregeneratingandcancelingtheMAI)toformtheinputtothenextstage.Atthelaststage,theinterferencecancelledoutputsfromallthesubcarriers
aremaximalratiocombined(MRC)toformthedecisionstatistic.Wederiveanalyticalexpressionsforthebiterrorrate(BER)forthefirstandsecondstagesintheproposedPICschemeonRayleighfadingchannels.Analyticalresultsarefoundtoagreewellwiththesimulationresults.TheproposedPICschemeisshowntoofferbetterperformancethantheconventionalMFreceiver.WealsoobtainboundsonthecodedBERoftheproposedPICschemeforaconvolutionallycodedmulticarrierDS-CDMAsystemwherethePIC-MRCoutputfeedsasoftdecisionViterbidecoder.
II.SYSTEMMODEL
Weconsidera-usersynchronousDS-CDMAsystem.Eachuseremploysamulticarriermodulator,wherethetransmitdatasequencemultipliedbyaspreadingsequencemodulatessubcarriers,asshowninFig.1.Thetransmittedsignalforthethuserisgivenby
cos
,is
givenby
cos
(6)
,andandarerespec-tively,andafterpassingthroughthethbandpass
filter.Thepowerspectraldensityofis.
Withoutanylossofgenerality,inthefollowingweanalyzethesystemdecisionforthethbitofthethuser.Letdenotethesoftoutputofthethbitofthethuser(
)onthethsubcarrierofthe(PICreceiver.The)softof
thethstage()outputofthethbitofthethuseronthethsubcarrierofthe1ststage,,isgivenby
(9)
(13)
andthevarianceof
is
.
A.2ndStageOutputStatisticsofthe
-thSubcarrier
Thesoftoutputsfromthe1ststage,,arefedasinputtothe2ndstagewherecancellationisperformed.TheobjectiveoftheinterferencecancellationistoestimatetheMAIoftheuser’sthtotaluserinsignal.parallelItisandnotedcancelthat,thefromestimate(10),fromthethwecancomputetheMAIaslongaswehavetheknowledgeof
and.Giventheknowledgeofthespreading
sequencesofalltheusers,canbedetermined.ThustheproblemtoestimatetheMAIofthethuseristofindanaccurateenoughestimateof.Anestimateof
,thoughimperfect,maybeobtainedbymultiplyingbyafactor,i.e.,
(14)
where
isgivenby
(17)
where
Forlarge,canbeapproximatedasaGaussianr.v.withzeromeanandvariance
(19)
Therefore,thevarianceoftheinterferenceandnoiseatthe
2ndstageoutputforthethuser,
,canbeobtainedas(20)
B.3rdStageOutputStatisticsofthe
-thSubcarrier
Inthe3rdstage,weessentiallytrytocanceltheinterferencecausedbythe’imperfect’cancellationinthe2ndstage.Aswedidinthe2ndstagecancellation,herealsoweobtainanimperfectestimateoftheinterferencetermanduseitinthecancellation.Further,inthe3rdstagecancellationthisestimatemustbeadded(notsubtracted)tothepreviousstageoutputinordertothecancelthenegativeimperfectcancellationtermintroducedinthe2ndstagecancellation.Accordingly,theinterferencecancelledoutputofthethuseratthe3rdstage,,canbewrittenas
(21)
(23)
Theaveragebit-errorprobabilityisthengivenby
istheaverageSNRpersubcarrier.
D.CodedPICScheme
Now,weextendtheproposedPICschemetoaconvo-lutionallycodedmulticarrierDS-CDMAsystemandstudy
itsperformance.Weconsideraconvolutionallycodedmul-ticarrierDS-CDMAsystem,wheretheuserdatabitsareinputtoarate-convolutionalencoderwhichgenerates
codedsymbolsforeachdatabit.Theoutputcodesymbolsareinterleavedandserial-to-parallelconvertedsuchthattheparallelcodesymbolsmaybetransmittedsimultaneously.Then,eachofthecodesymbolsmultipliedbytheuser-specificspreadingsequencemodulatessubcarriers,whichresultsinsubcarriers.
ThePICreceiverfortheabovecodedmulticarriersystememploysabankofPICdemodulatorsNotethatremappedinthesymboldemapper,atotalofsubcarriersareintosubcarriergroups,andeachgroupconsistsofsubcarrierswhichcarriesthesamecodesymbol.Inthedemapper,theoutputsfromsubcarrierswhichcarrythesamecodesymbolarecombined.Theoutputofthedemapperisparallel-to-serialconverted,anddeinterleaved.TheoutputofthedeinterleaveristhenfedtothesoftdecisionViterbidecoder.
Thecancellationprocessinthe-stagePICdemodulatoristhesameasthatfortheuncodedsystemshowninFigs.2(a),(b),exceptthatcodesymbolsareconsideredhereinsteadofuncodeddatabits.Also,theMRCandhardbitdecisionasshowninFig.2(c)arenotperformedhere.Instead,the
softoutputscorrespondingtothesubcarriersatthelastcancellationstageisfedtothedemapper,wheretheoutputsfromsubcarrierswhichcarrythesamecodesymbolarecombinedasfollows:
(26)
where,,isthedemapperoutputcorre-spondingtothethconvolutionallycodedsymbol,
representsthesetofsubcarriers
whichcarrythethcodedsymbol.Letthedatablocklengthbebits.Thesoftoutputsfromthedemapper/deinterleaver,,
arefedasinputtothesoftdecisionViterbidecoder.
Supposethedecoderchoosesthatpathwhichhasthemaxi-mumpathmetric,wherethebranchmetrics,,andpathmetricsofthethpath,,respectively,aredefinedas
and
(27)
whererepresentsthethcodedsymbolofthethtrellispathattimeindex,then,withsufficientinterleavingofthecodedsymbols,anupperboundonthecodedBERperformancecanbeobtainedusingthetransferfunctionoftheconvolutionalcodeused,as[2]
,and
isthe
transferfunctionoftheconvolutionalcodeused.
IV.PERFORMANCE
RESULTS
Inthissection,wepresentthenumericalresultsofthebiterrorrateperformanceoftheproposedPICreceiverformulticarrierDS-CDMA,bothfortheuncodedaswellascodedschemes.Wehaveassumedperfectchannelestimationatthereceiver.WecomparetheBERperformanceatvariousstagesofthePIC(i.e.,).Fig.4showstheBERperformanceofthePICreceiverasafunctionofthenumberofusers(),atvariousstagesofthePIC()fortheuncodedsystem.ThefigureshowstheplotscorrespondingtoboththeanalyticalresultsevaluatedthroughEqn.(25),aswellastheresultsobtainedthroughbiterrorsimulations.Inthesimulations,randombinarysequencesareusedforspreading.FromFig.4,weobservethattheproposedPICreceiverwith2stages()givessignificantimprovementintheBERperformancecomparedtotheconventionalMF-MRCreceiver(i.e.,).Thisimprovementisfurtherenhancedwhenonemoreadditionalstageofcancellation()isused.
Fig.5comparestheBERperformanceoftheuncodedsystemfordifferentvaluesofthenumberofsubcarriers(the2nd()andprocessinggains(),at)and3rd()stagesofthePIC.Asexpected,foragivennumberofPICstages,theperformanceimprovesasthenumberofsubcarriersisincreased,becauseofthefrequencydiversitybenefitofferedbythemulticarrierapproach.
TheBERperformanceofthePICfortheconvolutionallycodedsystemisshowninFigs.6and7.InFig.6,upperboundsonthecodedBERevaluatedfromEqn.(28)areplottedforrateandconvolutionalcodes(i.e.,
)anddifferentnumberofsubcarriers(
).Threedifferentsystemsallhavingsamesystembandwidthwithatotalnumberof8subcarriers(i.e,),butwithdifferentcombinationsofand,namely
(
),()and(
),areconsidered.Forallthesethreesystems,theBERperformanceatvariousstagesofthePIC()arealsoshown.Itisobservedthatforallthethreecodedsystems,theproposedPICreceiverprovidessignificantlyimprovedBERperformancecomparedtotheconventionalMF-MRC()receiver.Also,foragivennumberofPICstages,theperformanceofthe(),()and()systemsaresimilar,withthelowestratecode()systemperformingslightlybetter.Alargerimpliesasmallertokeepthesystembandwidthconstant,wherethefrequencydiversitybenefitismore(duetolarge)butthetimediversitybenefitduetoahighratecode(i.e.,small)isless.Ontheotherhand,alowratecode(large)impliesmoretimediversitybenefitandlessfrequencygain(duetosmall).Thus,toachieveadesiredperformanceinagivensystembandwidth,Fig.6pointstoapossiblecomplexitytradeoffbetweensystemshavingdifferentvaluesofand.
InFig.7,thetheoreticalupperboundsoncodedBERarecomparedwithsimulationBERresultsforvariousstagesofcancellationfor,,,and
dB.Theanalyticalresultsarefoundtoreasonablyagreewiththesimulationresults.Thus,theproposedPICreceivereffec-tivelycancelstheMAIandimprovestheBERperformancebothinuncodedandcodedsystems.V.CONCLUSION
Wepresentedandanalyzedtheperformanceofaparallelinterferencecancellation(PIC)schemeformulticarrierDS-CDMAsystems.Theschemehastheadvantageofnotrequir-ingtheamplitudeestimatesoftheotherusers.Wederivedanalyticalexpressionsforthebiterrorrate(BER)atdifferentstagesintheproposedPICschemeonRayleighfadingchannels,bothforuncodedaswellasconvolutionallycodedsystems.Analyticalresultswereshowntoagreewellwiththesimulationresults.TheproposedPICreceiverwasshowntoeffectivelycanceltheMAIandsignificantlyimprovetheBERperformancecomparedtoconventionalMF-MRCreceiver,bothforuncodedaswellascodedsystems.
REFERENCES
[1]S.KondoandL.B.Milstein,“PerformanceofmulticarrierDS-CDMA
systems,”IEEETrans.Commun.,vol.44,no.2,pp.238-246,Feb.1996.
[2]D.N.RowitchandL.B.Milstein,“Convolutionallycodedmulticarrier
DSCDMAsystemsinamultipathfadingchannel-PartI:Performanceanalysis,”IEEETrans.Commun.,vol.47,pp.1570-1582,Oct.1999.[3]J.Proakis,DigitalCommunications,NewYork:McGraw-Hill,19.[4]H.K.Park,E.Kim,Y.LeeandK.H.Tchah,“MulticarrierCDMA
systemwithParallelInterferenceCancellationforMultipathFadingChannels,”Proc.IEEEPIMRC’98vol.2,pp.513-517,Sept.1998.[5]A.Nahler,R.Irmer,andG.P.Fettweis,“Parallelinterferencecan-cellationwithreducedcomplexityformulticarrierspreadspectrumFCDMA,”Proc.IEEE6thISSSTA,pp.353-357,Sept.2000.
2Cos(ω1t+ θκ,1 )
Chip wave
shaping filter
||
S k(t)
bi
k
.
I.M.h(t)
||(n)
I.M.: Impulse Modulator Ck
Energy/Chip = Eck
||
2Cos(ωΜ t+ θκ,Μ)
Fig.1.
MulticarrierDS-CDMATransmitterofthuser
L(t)
(i+1)T+nTc
N-1
Z(1)(2)
LPF
1,m1,m
(i)Z1,m(i)
Z(L-1)
1,m(i)
Z(L)
1,m(i)
n=02Cos(ωmt + θ’)1
( n)
1,m
NC1
MF on mth subcarrier for user 1
Interference
MF for user 2 onZ(1)(i)
(2)
(L-1)InterferenceCancellation
Z2,m(i)
Z2,m(i)
Z(L) r(t)
H*(f - fm)r’m(t) mth subcarrier
2,mCancellation
2,m(i)
+ H*(f + fm)
MF for user K onZ(1)Z(2)
(L-1)
(L)
K,m
(i)K,m(i)
ZK,m(i)
ZK,m(i)
mth subcarrier
Stage 1
Stage 2
Stage L
Fig.2.
-stagePICdemodulatoronthe
thsubcarrier
Z(L)
k,1(i)Z(L)
k,2(i)
MaximalZk(i)bk(i)
RatioCombiner
Z(L)
k,M(i)
Fig.3.
MRCandbitdecisionforthethuser
10−11st stage (L=1), Simulation1st stage (L=1), Analysis2nd stage (L=2), Simulation2nd stage (L=2), Analysis3rd stage (L=3), Simulation3rd stage (L=3), Analysisrorr10−2e tib fo ytilibabor EPb/η0 = 15 dB M = 2, N = 3210−310−451015202530Number of users, KFig.4.Probabilityofbiterror,,versusnumberofusers,stagesofthePICreceiverfortheuncodedsystem.Analysisand,atsimulationdifferentplots.,,dB.
10−110−2rorre tib f10−3o ytilibaborP10−4M = 1, N = , 2nd stageM = 2, N = 32, 2nd stageM = 4, N = 16, 2nd stageM = 1, N = , 3rd stageM = 2, N = 32, 3rd stageM = 4, N = 16, 3rd stage10−5 Eb/η0 = 15 dB10−651015202530Number of users, KFig.5.Probabilityofbiterror,,versusnumberofusers,stagesofthePICfortheuncodedsystemwithdifferentvaluesof,atdifferent).Analysisplots(
only.
dB.
R = 2, M = 4, 1st stage (L=1)10−2R = 4, M = 2, 1st stage (L=1)R = 8, M = 1, 1st stage (L=1)R = 2, M = 4, 2nd stage (L=2)R = 4, M = 2, 2nd stage (L=2)10−4R = 8, M = 1, 2nd stage (L=2)R = 2, M = 4, 3rd stage (L=3)R = 4, M = 2, 3rd stage (L=3)R = 8, M = 1, 3rd stage (L=3)rorr10−6e tib fo ytili10−8baborP10−1010−1210−14N = 32, Eb/η0 = 15 dB10−1651015202530Number of users, KFig.6.UpperboundonthecodedBERversusnumberofusers,atdifferentPICstagesoftheconvolutionallycodedsystemwithdifferent,combinationsofcoderate()andnumberofsubcarriers().,
dB.
10−11st stage (L=1), Simulation1st stage (L=1), Analysis2nd stage (L=2), Simulation2nd stage (L=2), Analysis3rd stage (L=3), Simulation3rd stage (L=3), Analysis10−2rorre tib fo ytiliba10−3borP10−4N = 32, Eb/η0 = 15 dBR = 2, M = 110−51012141618202224262830Number of users, KFig.7.ComparisonoftheanalyticalboundsonthecodedBERversusthe
simulatedBERatdifferentPICstagesoftheconvolutionallycodedsystem.
,,,dB.
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