fast millimeter wave beam alignment -...
TRANSCRIPT
OmidAbariHaitham Hassanieh,MichaelRodriguez,MohammedAbdelghany,
DinaKatabi,andPiotrIndyk
FastMillimeterWaveBeamAlignment
EmergingApplications
VRstream7Gbps ofdatafromPCtoheadset
Oneautonomouscarwillgenerate4TB ofdataperday
5Gpromises1000timesfasterthan4GToday’swirelessnetworkscannotsupportfuture
applications
mmWave Technology
mmWave TechnologyMillimeterWaveBands
Currentlyweoperatehere
0 10GHz 20GHz 30GHz 40GHz 50GHz 60GHz 70GHz 80GHZ 90GHz 100GHz
FrequencySpectrum
Enablehigh-throughputwirelesslinks
mmWave changeshowwirelesssystemsoperateToday:Broadcast
mmWave changeshowwirelesssystemsoperate
mmWave:Pencil-beamAntennas
ProblemStatement:howcanwealignthebeamstoestablishalink?
mmWave radiosusephasedarraystocreateabeam
𝑁 :numberofpossibledirections
ClientAP𝑁directions
NaïveApproach:ExhaustiveScan
O 𝑁- measurementsà Tooslow
𝑁directions
802.11adScan
AP Client
Stage1:Clientusesomni-directional;APscansdirections
802.11adScanStage2:APusesomni-directional; clientscansdirections
AP Client
O 𝑁 measurementsàStillTooSlow[MOBICOM’14,SIGMETRICS’15,NSDI’16]
Canwefindthebestbeamalignmentwithoutscanningthespace?
Agile-Link
• Amillimeterwavesystemthatcanquicklyestablishalinkwithoutscanningthespace
• Workswithintheexisting802.11adstandard,andcansupportbothclientsandaccesspoints
• Implementedandevaluatedinpracticalsettings
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180 0
AP
Client
60o
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180 0
ConstructaMulti-ArmedBeam:Simultaneouslycollectssignalsfrommultipledirections.
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Agile-LinkIdeaPotentialDirectionoftheClient:
0o,60o,90o or120o40o,60o,100o or150o
60oisdirectionofclient
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1.Howdowecreatemulti-armedbeams?
2.Whatisthebestchoiceofmulti-armedbeamstominimizethenumberof
measurements?
CreatingMulti-ArmedBeams
ℎ/ℎ-
ℎ0
𝑎/
𝑎0
PhaseShifters
𝑦𝑖
ForanAntennaArray:𝒉 = 𝑭7𝒙, 𝑭′ isInverseFourierMatrix𝒚𝒊 = 𝒂𝒊𝒉 = 𝒂𝒊𝑭7𝒙
0
90
180
𝑭
Divide 𝒂𝒊intosegments
𝑭
𝒂𝒊
0
90
180
𝒂𝒊 =
1.Howdowecreatemulti-armedbeams?
2.Whatisthebestchoiceofmulti-armedbeamstominimizethenumberof
measurements?
Signalstravelingalongdifferentpathscancanceleachother
Whydoweneedtochoosethebeamscarefully?
AP Client
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90270
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AP
Client
60o
Hashing
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BestChoiceofMulti-ArmedBeams
0o 30o 60o 90o 120o 150o 180o
Bins: 1 2 3 4
SpatialDirections
• Pickmulti-armedbeamstocreaterandomhashfunctions
• EstimatethetruedirectionusingvotingVoting
Theorem
(Informal)- Assuming:
- Npossibledirections- Ksignalpaths
- Ouralgorithmfindstheoptimalbeamalignmentin 𝑂 𝐾log𝑁 measurements.
ExperimentalResults
ImplementationandEvaluation
BuiltaMillimeterWaveRadiowithaPhasedArray.
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10000
0 50 100 150 200 250
Red
uctio
n in
Sea
rch
Tim
e
Phased Array Size
Agile-Link vs Exhaustive SearchAgile-Link vs 802.11adOursystemvs.ExhaustiveOursystemvs.802.11ad
NumberofMeasurements
NumberofPotentialDirections(N)
Redu
ctioninth
eNum
ber
ofM
easuremen
ts
Oursystemrequiresordersofmagnitudefewermeasurements
BeamAlignmentLatency
NumberofDirections
802.11ad 802.11adwithouralgorithm
16 1ms 0.5ms
64 4ms 0.8ms
128 106ms 0.9ms
256 310ms 1.0ms
Achievedfastbeamalignment(lessthan1ms)
BeamAlignmentAccuracy
Agile-LinkperformsmuchbetterthanExhaustivesearchand802.11ad
0
0.2
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0.8
1
0 1 2 3 4 5 6 7 8
CD
F
SNR Loss (dB)
Agile-Link802.11adExhaustive Search
RelatedWork• PastWorkonBeamAlignment:[D.AraujoEUSIPCO’14,J.KimJour.Communications’14,B.LiTrans.Wireless’13,Y.M.TsangGlobecom’11,J.WangCommunications’09,W.YuanPIMR’15,L.ZhouPIMRC’12,D.Ramasamy Allerton’12,A.AlkhateebIEEESP’14,B.Gao.IET’14,B.Li Trans.Wireless’13,T.Nitsche ENET’15,T.Nitsche Infocom’15,etc]
• PastWorkonmmWave ChannelStudies:[C.R.AndersonTrans.Wireless’04,S.Collonge Trans.Wireless’04,S.RanganIEEE’14,M.SmuldersTransonAnt.’09,J.VioletteNASAreport,J.Comm.’02,S.SurSIGMETRIC’15,A.SaeedVTC’16,X.Tie PAM’11,etc]
• PastWorkonusingSparsity:[E.Eltayeb GLOBESIP’15,A.Alkhateeb J.IEEE’14,B.Gao’IET14,D.Ramasamy,IEEE’14,etc]
Conclusion
• Establishingcommunicationlinksinmillimeterwavenetworksischallengingduetodirectionality.
• Agile-Link:millimeterwavesystemthatcanquicklyestablishalinkwithouthavingtoscanthespace.
• Excitingtimeformillimeterwavenetworks!
OmidAbariHaitham Hassanieh,MichaelRodriguez,MohammedAbdelghany,
DinaKatabi,andPiotrIndyk
FastMillimeterWaveBeamAlignment