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Frequency-Hopping Multicarrier

Direct-Sequence Code-Division Multiple

Access Systems

Lie-Liang Yang and Lajos Hanzo

Dept. of ECS, University of Southampton, SO17 1BJ, UK.

Tel: +44-703-593 125, Fax: +44-703-594 508

Email: [email protected] and [email protected]

http://www-mobile.ecs.soto n.ac .uk

Abstract| Against the back-cloth of the explosive

ex-pansion of the Internet and the continued dramatic

in-crease in demand for high-speed multimedia wireless

ser-vices, there is an urging demand for exible, broadband

transceivers.Aversatilebroadbandmultipleaccessscheme,

combining frequency-hopping (FH) with multicarrier

DS-CDMA(FH/MCDS-CDMA)isproposedandinvestigated.

The FH/MC DS-CDMA schemeis capableof meetingthe

requirementsoffuture mobilewireless systems, whilealso

ensuring compatibility with the existing 2nd- and

3rd-generationsystemsinthecontextofmultiratetransmission.

I. Introduction

Thereisarangeofactivitiesinvariouspartsoftheglobe

concerningthestandardization,researchanddevelopment

ofthethird-generation(3G)mobilesystemsknownas the

Universal Mobile TelecommunicationsSystem(UMTS) in

Europe, which was termed as the IMT-2000 system by

theInternationalTelecommunicationsUnion(ITU)[1],[2].

This is mainly due to the explosive growth of the

Inter-netandthecontinueddramaticincreasein demandforall

types of advanced multimedia wireless services including

voice and data. However, all the advanced services such

ashigh-resolutionmultimedia communications,which

de-mand data rate signicantly higher than 2Mb/s, are

un-likelytobesupportedbythe3Gsystems[3]. Consequently,

research continues in the context of techniques such as

broadbandaccessandhigh-exibilityterminals.

A potential candidate multiple access scheme meeting

these requirementshas beenproposedand investigatedin

[4] - [8]. The multiple-access scheme is constituted by

fre- quency-hopping (FH) based multicarrier DS-CDMA

(FH/MC DS-CDMA), where the entirebandwidth of

fu-ture systems can be divided into a number of sub-bands

and each sub-band canbe assignedasubcarrier.

Accord-ingto theprevalentservicerequirements,thesetof

legiti-Thiswork has been funded inthe frameworkof the ISTproject

IST-1999-12070 TRUST, which is partly funded by the European

Union. Theauthorswouldliketoacknowledge thecontributionsof

theircolleagues.

mate subcarrierscan be distributed to users in line with

their instantaneous information rate requirements. FH

techniques are employed foreach user, in order to evenly

occupythewholesystembandwidthand toeÆciently

uti-lize the available frequency resources. Specically, slow

FH, fast FH or adaptive FH techniques can be utilized

dependingonthesystem'sdesignandonthe

state-of-the-art. InFH/MCDS-CDMAsystemsthesub-bandsarenot

required to be of equal bandwidth. Hence existing

2nd-and 3rd-generation CDMA systemscan be supported

us-ing oneormoresubcarriers, consequentlysimplifying the

frequencyresourcemanagementandeÆcientlyutilizingthe

entire bandwidth available. This regime canalso remove

the rigid spectrum segmentation of existing `legacy'

sys-tems,whileensuringcompatibilitywithfutureBroadband

AccessNetworks(BAN)andun-licensedsystems.

Further-more, a number of sub-channels associated with variable

processinggainscanbeemployed,inordertosupport

var-iousservicesrequiringlow-toveryhigh-ratetransmissions,

forexampleforwirelessInternetaccess.

Inthistreatiseweinvestigatetheissueofmultirate

trans-missionin thecontextofFH/MCDS-CDMAsystemsand

study the achievable performance. Specically, the

sys-tem'sperformanceisevaluatedovertherangeofNak

agami-mmultipath fading channels,whichcloselymodelvarious

multipath channels, exhibiting Probability Density F

unc-tions(PDF)spanningtherangefromRayleighfading

chan-nels to non-fading Gaussian channels by varying a single

parameter, namely m, from one to innity [9]. Two

de-tection schemes are investigated in conjunction with the

receiverhaving perfect knowledgeorno knowledge of the

FH patterns employed. When the receiver invokes the

knowledgeoftheFHpatterns[5],thenconventional

hard-detectionoftenappliedin direct-sequence,slow

frequency-hopping CDMA (DS/SFH CDMA) systems is employed

forthesakeofsimplifyingthereceiver. Bycontrast,when

the receiver does nothave any knowledge concerning the

FH pattern used [4], then the proposed blind joint

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...

...

...

...

...

...

...

.

.

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Serial P data Serial/ parallel converter and grouping Constant-weight codebook C(Q;U) Carrierselection Frequencysynthesizer Constellation Constellation Constellation mapping mapping mapping b0(t) b1(t) bU1(t) C0 C1 CU 1 Transmitted signal Spreading Multicarriermodulation

d0 d1 dU 1 f1(t) f2(t) fU(t) 1 1 2

2 3 Q U

Fig.1. Transmitterdiagram ofthefrequency-hoppingmulticarrier

DS-CDMAsystemusingadaptivetransmission.

...

...

...

Rake Rake Rake combiner1 combiner2 combinerU Decision unit FHinformation Z1 Z2 ZU d0 d1 dU 1

Channelstates(totransmitter)

received signal Carrierdemodulation Output data Parallel/ serial converter Frequencysynthesizer Carrierselection f 1 (t) f 2 (t) fU(t)

1 2 3 Q

Fig.2. Receiverblockdiagramofthefrequency-hoppingmulticarrier

DS-CDMAsystemusingconventionalRAKEreceiver.

accomplishbothdemodulationandFHpatternacquisition.

II. FH/MCDS-CDMA

ThetransmitterschematicoftheproposedFH/MC

DS-CDMA arrangement is depicted in Fig. 1. Each

subcar-rier of a user is assigned a pseudo-noise (PN) spreading

sequence (code). These PN sequences can be

simultane-ouslyassignedtoanumberofusers,providedthatonlyone

useractivates thesamePNsequence onthesame

subcar-rier. ThesePNsequencesproducenarrow-bandDS-CDMA

signals. In Fig. 1, C(Q;U) represents a constant-weight

codehavingU numberof`1'sand(Q U)numberof`0's.

Hence theweightof C(Q;U)isU. This code isreadfrom

a so-called constant-weight code book, which represents

thefrequency-hoppingpatterns. Theconstant-weightcode

C(Q;U) playstwodierent roles. Its rst roleis that its

weight-namelyU -determinesthenumberofsubcarriers

invoked, while itssecond function isthat the positionsof

theU numberofbinary`1'sdeterminestheselectionofaset

ofU numberofsubcarrierfrequenciesfromtheQoutputs

ofthefrequencysynthesizer. Furthermore,inthe

transmit-ter`side-information'reectingthechannel'sinstantaneous

qualitymightbeemployed,inordertocontrolits

transmis-sion andcodingmode,sothat the targetthroughputand

transmissionintegrityrequirementsaremet.

As shown in Fig. 1, the original bit stream having a

bitdurationofT

b

isrstserial-to-parallel(S-P)converted.

Then, these parallelbit streamsare groupedand mapped

to the potentially time-variant modulation constellations

ofthe U activesubcarriers. Let usassume thatthe

num-berofbitstransmitted byaFH/MCDS-CDMAsymbolis

b, and let us denote the symbol duration of the FH/MC

DS-CDMA signalby T

s

. Then, ifthe system is designed

forachievingahighprocessinggainandformitigatingthe

Inter-Symbol-Interference (ISI) in a constant-rate

trans-missionscheme,thesymboldurationcanbeextendedtoa

multiple ofthebitduration,i.e.,T

s =bT

b

. Bycontrast,if

thedesign aimsto support multiple transmission ratesor

channel-qualitymatchedvariableinformationrates,thena

constantbit duration of T

0 =T

s

canbe employed. Both

multirate and variable rate transmissions can be

imple-mentedbyemployingadierentnumberofsubcarriers

as-sociatedwithdierentmodulationconstellationsaswellas

dierentspreadinggains. As seenin Fig.1,after the

con-stellation mappingstage, each branch is DS spreadusing

the assigned PN sequence, and then this spread signalis

carrier modulated using one of the active subcarrier

fre-quencies derived from the constant-weight code C(Q;U).

Finally,allU activebranchsignalsare multiplexed,in

or-dertoformthetransmitted signal.

IntheFH/MCDS-CDMAreceiverofFig.2thereceived

signal associated with each active subcarrier is detected

usingfor exampleaRAKE combiner. Alternatively,

Mul-tiuser Detection (MUD) can be invoked, in order to

ap-proachthesingle-userbound. Incontrasttothe

transmit-terside,whereonlyU outofQsubcarriersaretransmitted

byauser,atthereceiverdierentdetectorstructuresmight

beimplementedbasedontheavailability[5]orlack [4]of

the FH pattern information. During the FH pattern

ac-quisitionstage,whichusuallyhappensatthebeginningof

transmissionorduringhand-over,tentativelyallQ

subcar-riers can be demodulated. The transmitted information

canbe detected and theFH patterns can be acquired

si-multaneouslybyusingblindjointdetectionalgorithms

ex-ploitingthecharacteristicsoftheconstant-weightcodes[4].

If however,the receiverhasthe explicit knowledge of the

FH patterns, then onlyU subcarriers haveto be

demod-ulated. However, if Fast Fourier Transform (FFT)

tech-niquesareemployedfordemodulation-asoftenisthecase

inmulticarrierCDMA orOFDMsystems,thenallQ

sub-carriersmightbedemodulated,wheretheinactive

subcar-riersonlyoutputnoise. Inthedecisionunit ofFig.2,these

`noise-output-only'branchescanbeeliminatedby

exploit-ingtheknowledgeoftheFHpatterns. Hence,thedecision

unitonlyoutputstheinformationtransmittedbytheactive

subcarriers. Finally,thedecisionunit'soutputinformation

is parallel-to-serialconverted in order to form theoutput

data.

At the receiver, the channel states associated with all

thesubchannelsmightbeestimatedorpredictedusing

pi-lot signals. This channelstateinformationcanbeutilized

forcoherentdemodulation. It canalsobefed backto the

transmitter ashighly protectedside-information, in order

toinvokearangeofadaptivetransmissionschemes

includ-ing power control and adaptive-rate transmission. Note

(3)

III. Multirate Transmission inFH/MCDS-CDMA

In future wirelesscommunicationsystemsawide range

ofinformationratesmustbeprovided,inordertosupport

dierent services, which demand dierent data rates and

dierent QoS. Hence, in this section a range of existing

andpossiblemultirateschemesaresummarized. Notethat

asystemmayemployacombinationofseveralofthe

mul-tirateschemeslistedbelow,in ordertoachievethedesired

datarate.

MultipleSpreadingCodes{Higherrateservicescan

besupportedinCDMAbasedsystemsbyassigninga

num-berofcodes.

VariableSpreadingFactors{Higherrateservicesare

supportedbyusinglowerspreadingfactorswithout

increas-ingthebandwidthrequired.

Variable RateFECCodes{Higherrateservicescan

besupported by assigninglesspowerful,higherrate FEC

codesassociatedwithreducedredundancy.

Dierent FEC Schemes { The range of coding

schemes might entaildierentclassesof FEC codes, code

structures, encoding/decoding schemes, puncturing

pat-terns,interleavingdepthsandpatterns,andsoon. Higher

rateservicescanbesupportedbycodingschemeshavinga

highercodingrate.

VariableConstellationSize{Higherrateservicescan

besupportedbytransmittingmulti-bitsymbolsassociated

withhigherconstellationsizes.

MultipleTimeSlots{Higherrateservicescanbe

sup-portedbyassigningacorrespondingnumberoftimeslots.

Multiple Bands { Higher rate services can be

sup-portedbyassigningahighernumberoffrequencybands.

Multiple Transmit Antennas { Employing multiple

transmit antennas based on space-time coding [10] is a

novel method of communicating over wireless channels,

whichwasalsoadoptedforthe3rd-generationmobile

wire-less systems. Multirate servicescan also be implemented

using multiple transmit antennas associated with certain

space-time codes. Typically, higher rate services can be

supported byahigher number oftransmit antennas

asso-ciatedwithappropriatespace-timecodes.

InthecontextoftheFH/MCDS-CDMAscheme,awide

range of multirate services can be supported by

combin-ingthevarious multirateschemesdiscussed above

accord-ing to the state-of-the-art. Furthermore, in the FH/MC

DS-CDMA system,asdiscussedpreviously,multirate

ser-vices canbe supported by activating dierent numberof

subcarriersassociatedwiththeconstant-weightcodes

hav-ing appropriate weights. This multirate scheme can be

viewed as a multiple band based arrangement. However,

theconstant-weightcodebasedFH patternshavearange

of attractive characteristics, which might be benecial in

thecontext oftheFH/MCDS-CDMAsystem. For

exam-ple, with the aid of blind joint soft-detection [4] the FH

patterns can also be acquired, while detecting the

trans-mitted information. In the remainder of this paper, we

investigatethe performance ofthe multirateFH/MC

DS-implementedbyusingdierentconstant-weightcodes.

IV. Detection of Multirate FH/MCDS-CDMA

Signals

Two detection schemes are investigated in conjunction

withthereceiverhavingperfectknowledgeornoknowledge

of the FH patterns employed. When the receiverinvokes

theexplicitknowledgeoftheFHpatterns[5],then

conven-tionalhard-detectionoftenapplied inDS/FHCDMA

sys-tems is employed for thesakeof simplifying thereceiver.

Basedonthehard-detectionscheme,theactivesubcarriers'

signalsaredetectedseparately,and eachactivesubcarrier

outputsonebit ofinformation,sinceBPSKmodulationis

assumed.

Bycontrast,whenthereceiverdoesnothaveany

knowl-edgeconcerningtheFHpatternused,thentheblindjoint

soft-detection techniques of [4] are used, in order to

si-multaneouslyaccomplishbothdatademodulationandFH

patternacquisition.Specically,in[4]asymbol-by-symbol

Maximum Likelihood Sequence Detection (MLSD)

algo-rithmhasbeenproposed. It wasshownthat,with theaid

oftheFHpatternsderivedfromagroupofconstant-weight

codeshavingagiven minimumdistance, the FHpatterns

canbesuccessfullyacquired,while simultaneously

detect-ingthetransmittedinformation.

V. Performance Results

In this section, the average BER performance of the

FH/MC DS-CDMA system is evaluated as a function of

the average received Signal-to-Noise Ratio (SNR) per bit

orasafunction ofthenumberof activeusersforthe

pro-posedsystem describedabove. Theperformanceis

evalu-ated overvarious multipath Nakagami-m fading channels

for the proposed FH/MC DS-CDMA system using slow

FH,whenseveralsymbolsaretransmittedduringeachFH

interval. The variables related to our investigations are

listedbelow,whilemoredetailsconcerningthesevariables

canbefoundin[4],[5].

N : NumberofchipsperbitbeforeSerial-to-Parallel

(S-P)conversionoftheFH/MCDS-CDMAsignal;

Q : Numberofsubcarriers;

U : Weightofconstant-weightcodes;

C(Q;U) : Constant-weightcodehavingalengthofQand

weightofU;

C(Q;U;d) : Constant-weightcode havingalength ofQ,

weightofU andminimumdistanceofd;

L : Numberofmultipathcomponents,ordiversityorder;

K : Numberofactiveusers;

m : FadingparameteroftheNakagamifadingchannels;

: Power-decayfactoroftheMultipathIntensityProle

(MIP),assuminganegativeexponentiallydecaying.

TheBERperformanceoftheconstant-weightcodebased

multirate FH/MC DS-CDMA systems using random FH

schemes is shown in Fig.3 and Fig.4 in termsof the

mul-tipath Nakagami-m fading channels having dierent

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. . .

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.

.

.

.

.

.

.

.

Fig.3. BERversusSNRperbitperformancefortheconstant-weight

codebasedmultirateFH/MCDS-CDMAsystemoverboth

multi-pathRayleighfadingchannels(m=1)andmultipathNakagami

fadingchannels(m=3)forL=3uponvaryingthe numberof

dierentinformationratesprovided.Itisshownthatforagiven

valueofmtheBERincreases,asthenumberofinformationrates

providedincreases.

Fig.4. BERversusSNRperbitperformancefortheconstant-weight

codebasedmultirateFH/MCDS-CDMAsystemovermultipath

Nakagamifadingchannels(m=3)forL=3uponvaryingthe

numberofdierentinformationratesprovidedandthenumberof

activeusers,K.ItisshownthatforagivenvalueofK,theBER

increases,asthenumberofinformationratesprovidedincreases.

users (Fig.4). In Fig.3 we assumed m = 1

correspond-ingtomultipathRayleighfadingandm=3corresponding

tomultipathNakagamifading,whichalsocorrespondstoa

multipathRiceanfadingchannelassociatedwithK4:45.

InFig.3andFig.4,asingle-rate(1-rate)schemeiscreated

byemployingaweight-1constant-weightcodeC(8,1),while

a dual-rate (2-rate)system is supported by the

constant-weight codes C(8,1) and C(8,2). Similarly, a triple-rate

(3-rate)systemiscreatedusingC(8,1),C(8,2)andC(8,4),

and a quadruple-rate (4-rate) system is generated by the

codes C(8,1), C(8,2), C(8,4) and C(8,8). Let R

b

be the

informationrateprovidedbyasinglesubcarrier. Sincethe

symboldurationof themultirateFH/MCDS-CDMA

sys-tem was assumedto be aconstant, theinformation rates R

b , 2R

b , 4R

b

and 8R

b

, respectively. From the results of

Fig.3andFig.4weobservethat foragivenfading

param-eterminFig.3orforagivennumberofactiveusers,K in

Fig.4, thesystem's performance degrades, asthe number

ofinformationratessupportedincreases. Taking m=3in

Fig.3asanexample, thetransmitted energyperbitmust

beincreasedbyabout0.8dB,inorderthatthesystemcan

supporttheinformationratesofR

b

and2R

b

(dot),instead

ofthe soleinformationrate ofR

b

(diamond),while

main-tainingaBERof10 6

. Similarly,afurther 1.1dBor 4dB

transmitted energy perbit must be invested, in order to

upgradethesystemfromatwin-rateto triple-rateorfrom

triple-ratetoquadruple-rate,respectively. Notethat since

ahigherinformationraterequiresahighernumberof

sub-carriers, this results in the concomitant reduction of the

subcarrier-SNR. Hence, in order to maintain a constant

BER,thesubcarrier-SNRreductionmustbecompensated

by increasing the transmitted energy per bit. However,

due to the MAI-induced error oor, the associated SNR

losssometimescannotbe compensatedbysimply

increas-ing the transmitted power, as seen in Fig.3 for m =1 in

theBERrange of10 5

to 10 4

. Theresults ofFig.4also

show that as expected, the BER performance of FH/MC

DS-CDMA is degraded, when the numberof active users

increases.

Fig.5. BERversusSNRperbitperformanceoftheconstant-weight

codebased FH/MCDS-CDMA systemusingthe MLSD based

blindsoft-detection,undertheassumptionofconstantspreading

gain for multirate based systems. Under the multirate

trans-mission,similarBERperformancecanbeachievedbyinvoking

limitationsonthetransmittedFHcodes.

Inthe contextof theFH/MC DS-CDMAschemeusing

blind jointsoft-detection, since the receivermust acquire

theFHpatterns,while detectingthetransmitted

informa-tion,themostimportantperformancemeasureisthebit

er-rorprobabilityofdatadetectionandtheFHpattern

acqui-sition probability. Accordingly, in Fig.5a multirate

com-munication system was evaluated, under the assumption

that alltheinterferingusersemployedthesame

constant-weight code, namely C(32,16) and that the receiver had

(5)

Fig. 6. Acquisition success (AS) probability performance of the

constant-weightcodebasedFH/MCDS-CDMAsystemusingthe

MLSDbasedblindsoft-detection,undertheassumptionof

con-stant spreading gain for multirate based systems. If the SNR

perbitissuÆcientlyhigh,blindjointsoft-detectionscanacquire

theFHpatternsusedwithhighprobability,whiledetecting the

transmittedinformation.

Theconstant-weightcodesC(32,2,1),C(32,4,2),C(32,8,4),

C(32,14,8),C(32,16,16)andC(32,32)wereassumed,where

theconstant-weightcodeC(Q;U;d)were denedin terms

of their length, weights and minimum distance Q, U and

d, respectively. By observing the curves associated with

C(32,8,4), C(32,14,8), C(32,16,16) and C(32,32) we

con-clude that even though the systems transmit at dierent

rates,amoreorlesssimilarBERperformancecanbe

main-tained, when the channel quality is suÆciently high. By

contrast, the BER performance of the system using the

codesC(32,2,1)andC(32,4,2)wasinferiorwithrespectto

theothers',whichwasaconsequenceoftheirlowdistance.

Finally,inFig.6wecharacterizedtheAcquisitionSuccess

(AS) probability of the MLSD-based blind soft-detection

for the multirate transmission scenario, under the

as-sumptionthat alltheinterferingusersemployedthesame

constant-weight code, namelyC(32,16). Fromthe results

weobservethatif theSNR perbit issuÆcientlyhigh, all

thecurveswillreachanear-unityAS probability. This

al-lowsthereceivertoblindly acquire arestrictedset of FH

patterns exhibiting a minimum distance of d. These FH

patterns canbeusedbythetransmitter signallingthe

ac-tualFHpatternsusedforthetransmissionof`payload'

in-formationtothereceiver. Moreexplicitly,accordingtothe

above philosophy, a reduced set of constant-weight

code-wordshavingaminimumdistanceofdisusedforconveying

theside-informationconstitutedbytheFHpatternstobe

usedbythereceiverforpayloadinformationrecovery.

Dur-ingtheconsecutiveinformationtransmissionphasethena

randomlyselectedsetofFHpatternsfromthe Q

U

number

of FHcodes canbeused without imposing any minimum

distance limitations. In other words, following the blind

detection of the 'side-information' constituted by the FH

patterns used by the transmitter, successive

communica-tions can be based on the explicit knowledge of the FH

References

[1] M.Zeng,A.Annamalai,andV.K.Bhargava,\Recentadvances

in cellular wireless communications," IEEE Communications

Magazine,pp.128{138,September1999.

[2] P.Chaudhury, W. Mohr, and S. Onoe, \The 3GPP proposal

for IMT-2000," IEEE Communications Magazine, pp. 72{81,

December1999.

[3] M. Progler, C. Evci, and M. Umehira, \Air interface access

schemesforbroadbandmobilesystems,"IEEECommunications

Magazine,pp.106{115,September1999.

[4] L.-L. Yang and L.Hanzo, \Blindjoint soft-detection assisted

slowfrequency-hoppingmulticarrierDS-CDMA,"IEEE

Trans-actionsonCommunications,vol.48,pp.1520{1529,September

2000.

[5] L.-L. Yang and L. Hanzo, \Slow frequency-hopping

multicar-rierDS-CDMAfortransmissionoverNakagamimultipathfading

channels,"IEEEJournalonSelectedAreasinCommunications,

Vol.19,No.7,July2001.

[6] L.-L. Yang and L. Hanzo, \Slow frequency-hopping

multicar-rierDS-CDMA,"inInternationalSymposiumonWireless

Per-sonal MultimediaCommunications (WPMC'99),(Amsterdam,

TheNetherlands),pp.224{229,September:21{231999.

[7] L.-L. Yang and L. Hanzo, \Blind soft-detection assisted

frequency-hopping multicarrier DS-CDMA systems," in

Pro-ceedings of IEEE GLOBECOM'99, (Rio de Janeiro, Brazil),

pp.842{846,December:5-91999.

[8] L.-L.YangandL.Hanzo,\PerformancecomparisonofFH/MC

DS-CDMAwithsingle- andmulti-carrierDS-CDMA,"in

Pro-ceedingsofISTMobileCommunicationsSummit2000,(Galway,

Ireland),pp.705{710,October2000.

[9] M. K.Simon and M.-S. Alouini, \A unied approach to the

probabilityoferrorfor noncoherentand dierentiallycoherent

modulationover generalized fadingchannels," IEEE

Transac-tions on Communications, vol. 46, pp. 1625{1638, December

1998.

[10] V. Tarokh, N. Seshadri, and A. R. Calderbank, \Space-time

codesfor highdata ratewirelesscommunication: performance

criterionand codeconstruction,"IEEETransactionson

References

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