5682IEEETRANSACTIONSONVEHICULARTECHNOLOGY,VOL.69,NO.5,MAY2020
[3]F.SohrabiandW.Yu,“Hybriddigitalandanalogbeamformingdesignfor[14]H.Ye,G.Y.Li,andB.-H.Juang,“Powerofdeeplearningforchannelesti-
large-scaleantennaarrays,”IEEEJ.Sel.TopicsSignalProcess.,vol.10,mationandsignaldetectioninOFDMsystems,”IEEEWirelessCommun.
no.3,pp.501–513,Apr.2016.Lett.,vol.7,no.1,pp.114–117,Feb.2018.
[4]J.Mao,Z.Gao,Y.Wu,andM.Alouini,“Over-samplingcodebook-based[15]C.-K.Wen,W.-T.Shih,andS.Jin,“DeeplearningformassiveMIMO
hybridminimumsum-mean-square-errorprecodingformillimeter-waveCSIfeedback,”IEEEWirelessCommun.Lett.,vol.7,no.5,pp.748–751,
3D-MIMO,”IEEEWirelessCommun.Lett.,vol.7,no.6,pp.938–941,Oct.2018.
Dec.2018.[16]H.Huang,J.Yang,H.Huang,Y.Song,andG.Gui,“Deeplearningfor
[5]A.Liao,Z.Gao,H.Wang,S.Chen,M.Alouini,andH.Yin,“Closed-loopsuper-resolutionchannelestimationandDOAestimationbasedmassive
sparsechannelestimationforwidebandmillimeter-Wavefull-dimensionalMIMOsystems,”IEEETrans.Veh.Technol.,vol.67,no.9,pp.8549–8560,
MIMOsystems,”IEEETrans.Commun.,vol.67,no.12,pp.8329–8345,Sep.2018.
Dec.2019.[17]H.He,C.-K.Wen,S.Jin,andG.Y.Li,“Deeplearningbasedchannelesti-
[6]Z.Gao,L.Dai,S.Han,C.-L.I,Z.Wang,andL.Hanzo,“CompressivemationforbeamspacemmWavemassiveMIMOsystems,”IEEEWireless
sensingtechniquesfornext-generationwirelesscommunications,”IEEECommun.Lett.,vol.7,no.5,pp.852–855,Oct.2018.
WirelessCommun.,vol.25,no.4,pp.144–153,Jun.2018.[18]P.Dong,H.Zhang,G.Y.Li,andN.N.Alizadeh,“DeepCNNbased
[7]J.Ma,S.Zhang,H.Li,F.Gao,andS.Jin,“SparseBayesianlearningforthechannelestimationformmWavemassiveMIMOsystems,”IEEEJ.Sel.
time-varyingmassiveMIMOchannels:Acquisitionandtracking,”IEEETopicsSignalProcess.,vol.13,no.5,pp.989–1000,Sep.2019.
Trans.Commun.,vol.67,no.3,pp.1925–1938,Mar.2019.[19]B.Mao,F.Tang,Z.Md.Fadlullah,andN.Kato,“Anintelligentroutecom-
[8]Z.Wan,Z.Gao,B.Shim,K.Yang,G.Mao,andM.-S.Alouini,putationapproachbasedonreal-timedeeplearningstrategyforsoftware
“Compressivesensingbasedchannelestimationformillimeter-wavefull-de?nedcommunicationsystems,”IEEETrans.Emerg.TopicsComput.,to
dimensionalMIMOwithlens-array,”IEEETrans.Veh.Technol.,vol.69,bepublished,doi:10.1109/TETC.2019.2899407
no.2,pp.2337–2342,Feb.2020.[20]B.Mao,F.Tang,Z.Md.Fadlullah,andN.Kato,“Anovelnon-supervised
[9]N.Kato,B.Mao,F.Tang,Y.Kawamoto,andJ.Liu,“Tenchallengesdeeplearningbasednetworktraf?ccontrolmethodforsoftwarede?ned
inadvancingmachinelearningtechnologiestowards6G,”IEEEWirelesswirelessnetworks,”IEEEWirelessCommun.Mag.,vol.25,no.4,pp.74–
Commun.Mag.,tobepublished,doi:10.1109/MWC.001.190047681,2018.
[10]Z.Qin,H.Ye,G.Y.Li,andB.-H.Juang,“Deeplearninginphysicallayer[21]Z.Md.Fadlullah,B.Mao,F.Tang,andN.Kato,“Valueiterationarchitec-
communications,”IEEEWirelessCommun.,vol.26,no.2,pp.93–99,turebaseddeeplearningforintelligentroutingexploitingheterogeneous
Apr.2019.computingplatforms,”IEEETrans.Comput.,vol.68,no.6,pp.939—950,
[11]H.Huang,S.Guo,G.Gui,Z.Yang,H.Sari,andF.Adachi,“Deeplearn-Jun.2019.
ingforphysical-layer5Gwirelesstechniques:Opportunities,challenges[22]M.Ke,Z.Gao,Y.Wu,X.Gao,andR.Schober,“Compressivesensing
andsolutions,”IEEEWireless.Commun.,vol.27,no.1,pp.214–222,
basedadaptiveactiveuserdetectionandchannelestimation:Massive
Feb.2020.
accessmeetsmassiveMIMO,”IEEETrans.SignalProcess.,vol.68,
[12]Y.Wang,M.Liu,J.Yang,andG.Gui,“Data-drivendeeplearningforpp.764–779,Jan.2020.
automaticmodulationrecognitionincognitiveradios,”IEEETrans.Veh.[23]D.KingmaandJ.Ba,“Adam:Amethodforstochasticoptimization,”in
Technol.,vol.68,no.4,pp.4074–4077,Apr.2019.Proc.Int.Conf.Learn.Representations,2015.
[13]W.Wang,J.Yang,M.Liu,andG.Gui,“LightAMC:Lightweightau-[24]S.Gao,P.Dong,Z.Pan,andG.Y.Li,“Deeplearningbasedchannelesti-
tomaticmodulationclassi?cationusingdeeplearningandcompressivemationformassiveMIMOwithmixed-resolutionADCs,”IEEECommun.
sensing,”IEEETrans.Veh.Technol.,vol.69,no.3,pp.3491–3495,Mar.Lett.,vol.23,no.11,pp.1989–1993,Aug.2019.
2020. |
|
