Multi-Cell Random Beamforming: Achievable Rate and Degrees of Freedom Region

Random beamforming (RBF) is a practically favorable transmission scheme for multiuser multiantenna downlink systems since it requires only partial channel state information (CSI) at the transmitter. Under the conventional single-cell setup, RBF is known to achieve the optimal sum-capacity scaling la...

Full description

Saved in:
Bibliographic Details
Published inIEEE transactions on signal processing Vol. 61; no. 14; pp. 3532 - 3544
Main Authors Nguyen, Hieu Duy, Zhang, Rui, Hui, Hon Tat
Format Journal Article
LanguageEnglish
Published New York, NY IEEE 01.07.2013
Institute of Electrical and Electronics Engineers
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subjects
Online AccessGet full text
ISSN1053-587X
1941-0476
DOI10.1109/TSP.2013.2261990

Cover

Abstract Random beamforming (RBF) is a practically favorable transmission scheme for multiuser multiantenna downlink systems since it requires only partial channel state information (CSI) at the transmitter. Under the conventional single-cell setup, RBF is known to achieve the optimal sum-capacity scaling law as the number of users goes to infinity, thanks to the multiuser diversity enabled transmission scheduling that virtually eliminates the intra-cell interference. In this paper, we extend the study of RBF to a more practical multi-cell downlink system with single-antenna receivers subject to the additional inter-cell interference (ICI). First, we consider the case of finite signal-to-noise ratio (SNR) at each receiver. We derive a closed-form expression of the achievable sum-rate with the multi-cell RBF, based upon which we show an asymptotic sum-rate scaling law as the number of users goes to infinity. Next, we consider the high-SNR regime and for tractable analysis assume that the number of users in each cell scales in a certain order with the per-cell SNR. Under this setup, we characterize the achievable degrees of freedom (DoF) (which is defined as the sum-rate normalized by the logarithm of the SNR as SNR goes to infinity) for the single-cell case with RBF. Then, we extend the analysis to the multi-cell RBF case by characterizing the DoF region, which consists of all the achievable DoF tuples for all the cells subject to their mutual ICI. It is shown that the DoF region characterization provides a useful guideline on how to design a cooperative multi-cell RBF system to achieve optimal throughput tradeoffs among different cells. Furthermore, our results reveal that the multi-cell RBF scheme achieves the "interference-free" DoF region upper bound for the multi-cell system, provided that the per-cell number of users has a sufficiently large scaling order with the SNR. Our result thus confirms the optimality of multi-cell RBF in this regime even without the complete CSI at the transmitter, as compared to other full-CSI requiring transmission schemes such as interference alignment.
AbstractList Random beamforming (RBF) is a practically favorable transmission scheme for multiuser multiantenna downlink systems since it requires only partial channel state information (CSI) at the transmitter. Under the conventional single-cell setup, RBF is known to achieve the optimal sum-capacity scaling law as the number of users goes to infinity, thanks to the multiuser diversity enabled transmission scheduling that virtually eliminates the intra-cell interference. In this paper, we extend the study of RBF to a more practical multi-cell downlink system with single-antenna receivers subject to the additional inter-cell interference (ICI). First, we consider the case of finite signal-to-noise ratio (SNR) at each receiver. We derive a closed-form expression of the achievable sum-rate with the multi-cell RBF, based upon which we show an asymptotic sum-rate scaling law as the number of users goes to infinity. Next, we consider the high-SNR regime and for tractable analysis assume that the number of users in each cell scales in a certain order with the per-cell SNR. Under this setup, we characterize the achievable degrees of freedom (DoF) (which is defined as the sum-rate normalized by the logarithm of the SNR as SNR goes to infinity) for the single-cell case with RBF. Then, we extend the analysis to the multi-cell RBF case by characterizing the DoF region, which consists of all the achievable DoF tuples for all the cells subject to their mutual ICI. It is shown that the DoF region characterization provides a useful guideline on how to design a cooperative multi-cell RBF system to achieve optimal throughput tradeoffs among different cells. Furthermore, our results reveal that the multi-cell RBF scheme achieves the "interference-free" DoF region upper bound for the multi-cell system, provided that the per-cell number of users has a sufficiently large scaling order with the SNR. Our result thus confirms the optimality of multi-cell RBF in this regime even without the complete CSI at the transmitter, as compared to other full-CSI requiring transmission schemes such as interference alignment.
Author Hui, Hon Tat
Nguyen, Hieu Duy
Zhang, Rui
Author_xml – sequence: 1
  givenname: Hieu Duy
  surname: Nguyen
  fullname: Nguyen, Hieu Duy
  email: hieudn@nus.edu.sg
  organization: Department of Electrical and Computer Engineering, National University of Singapore
– sequence: 2
  givenname: Rui
  surname: Zhang
  fullname: Zhang, Rui
  email: elezhang@nus.edu.sg
  organization: Department of Electrical and Computer Engineering, National University of Singapore
– sequence: 3
  givenname: Hon Tat
  surname: Hui
  fullname: Hui, Hon Tat
  email: elehht@nus.edu.sg
  organization: Department of Electrical and Computer Engineering, National University of Singapore
BackLink http://pascal-francis.inist.fr/vibad/index.php?action=getRecordDetail&idt=27677963$$DView record in Pascal Francis
BookMark eNp9kUFrGzEQhUVJoUnaeyGXhRLoZR2NpJVWuSVu0gYcElwXchOydtZV2F050rrQfx8ZOznkkNMMzPceM_OOyMEQBiTkK9AJANVni9_3E0aBTxiToDX9QA5BCyipUPIg97TiZVWrh0_kKKVHSkEILQ_J7HbTjb6cYtcVczs0oS8u0fZtiL0fVufFhfvr8Z9ddpjHIxYZKX7gKiKmIrTFdW62mjmufBg-k4-t7RJ-2ddj8uf6ajH9Vc7uft5ML2al41qOJYqqAYXY8uWSW4ZWOVCgGlWhsMJq3eTVKmC1Uwy4clzVrK651K5uOLYVPybfd77rGJ42mEbT--TyCXbAsEkGBKhaMy0ho9_eoI9hE4e8ncnWoKgAJjJ1uqdscrZrox2cT2YdfW_jf8OUVEpLnjm541wMKUVsjfOjHfPpY7S-M0DNNgyTwzDbMMw-jCykb4Qv3u9ITnYSj4iveP6LqGrgzxRpk-I
CODEN ITPRED
CitedBy_id crossref_primary_10_1109_TCOMM_2019_2903250
crossref_primary_10_1109_TWC_2016_2527650
crossref_primary_10_3390_e19080393
crossref_primary_10_1109_TCOMM_2014_2336651
crossref_primary_10_1109_ACCESS_2017_2687046
crossref_primary_10_1109_TWC_2017_2647942
crossref_primary_10_1109_ACCESS_2017_2693023
crossref_primary_10_1109_LCOMM_2017_2753780
crossref_primary_10_1109_JIOT_2021_3089165
crossref_primary_10_1109_TSP_2018_2868287
crossref_primary_10_1109_TMC_2018_2874636
crossref_primary_10_3390_e20030160
crossref_primary_10_1109_TCOMM_2015_2442246
crossref_primary_10_1109_TSP_2014_2319774
Cites_doi 10.1109/TIT.1983.1056659
10.1109/TIT.2011.2177770
10.1109/TIT.2008.926344
10.1109/TSP.2010.2092772
10.1109/TIT.2006.883550
10.1109/TCOMM.2011.031611.090428
10.1109/LCOMM.2008.080150
10.1109/TCOMM.2006.887480
10.1109/TWC.2011.070711.102145
10.1109/TSP.2011.2163066
10.1002/0471722162
10.1109/JSAC.2010.101205
10.1109/TWC.2010.05.090936
10.1109/TIT.2002.1003822
10.1109/TIT.2003.813523
10.1109/TWC.2008.060794
10.1109/TIT.2010.2080830
10.1109/TIT.2011.2177760
10.1109/JSAC.2008.081019
10.1109/TIT.2011.2178230
10.1109/TIT.2005.846425
10.1109/TIT.2004.840897
10.1109/TWC.2008.060111
10.1109/LCOMM.2012.031912.112420
10.1109/TIT.2006.880064
10.1109/TIT.2008.2006447
10.1109/TIT.2008.2006426
10.1561/0100000047
10.1109/TIT.2011.2170123
10.1109/TIT.2011.2145230
10.1109/VETECS.2009.5073356
10.1109/TSP.2010.2049996
10.1109/TSP.2003.821107
10.1109/TSP.2010.2056685
ContentType Journal Article
Copyright 2014 INIST-CNRS
Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2013
Copyright_xml – notice: 2014 INIST-CNRS
– notice: Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2013
DBID 97E
RIA
RIE
AAYXX
CITATION
IQODW
7SC
7SP
8FD
JQ2
L7M
L~C
L~D
F28
FR3
DOI 10.1109/TSP.2013.2261990
DatabaseName IEEE Xplore (IEEE)
IEEE All-Society Periodicals Package (ASPP) 1998–Present
IEEE Electronic Library (IEL)
CrossRef
Pascal-Francis
Computer and Information Systems Abstracts
Electronics & Communications Abstracts
Technology Research Database
ProQuest Computer Science Collection
Advanced Technologies Database with Aerospace
Computer and Information Systems Abstracts – Academic
Computer and Information Systems Abstracts Professional
ANTE: Abstracts in New Technology & Engineering
Engineering Research Database
DatabaseTitle CrossRef
Technology Research Database
Computer and Information Systems Abstracts – Academic
Electronics & Communications Abstracts
ProQuest Computer Science Collection
Computer and Information Systems Abstracts
Advanced Technologies Database with Aerospace
Computer and Information Systems Abstracts Professional
Engineering Research Database
ANTE: Abstracts in New Technology & Engineering
DatabaseTitleList Technology Research Database

Technology Research Database
Database_xml – sequence: 1
  dbid: RIE
  name: IEEE Electronic Library (IEL)
  url: https://proxy.k.utb.cz/login?url=https://ieeexplore.ieee.org/
  sourceTypes: Publisher
DeliveryMethod fulltext_linktorsrc
Discipline Engineering
Applied Sciences
Law
EISSN 1941-0476
EndPage 3544
ExternalDocumentID 3005939041
27677963
10_1109_TSP_2013_2261990
6514581
Genre orig-research
GroupedDBID -~X
.DC
0R~
29I
4.4
5GY
6IK
85S
97E
AAJGR
AARMG
AASAJ
AAWTH
ABAZT
ABQJQ
ABVLG
ACGFO
ACIWK
ACNCT
AENEX
AGQYO
AGSQL
AHBIQ
AJQPL
AKQYR
ALMA_UNASSIGNED_HOLDINGS
ASUFR
ATWAV
BEFXN
BFFAM
BGNUA
BKEBE
BPEOZ
CS3
E.L
EBS
EJD
F5P
HZ~
IFIPE
IPLJI
JAVBF
LAI
MS~
O9-
OCL
P2P
RIA
RIE
RNS
TAE
TN5
3EH
53G
5VS
AAYXX
ABFSI
ACKIV
AETIX
AI.
AIBXA
AKJIK
ALLEH
CITATION
H~9
ICLAB
IFJZH
RIG
VH1
AAYOK
IQODW
7SC
7SP
8FD
JQ2
L7M
L~C
L~D
F28
FR3
ID FETCH-LOGICAL-c396t-e45d17eef3bb3a2ea7c1717d75e4a4a99d4965128c72137c378288369c8d3ef53
IEDL.DBID RIE
ISSN 1053-587X
IngestDate Thu Sep 04 22:45:14 EDT 2025
Mon Jun 30 10:11:01 EDT 2025
Wed Apr 02 07:13:33 EDT 2025
Tue Aug 05 11:57:08 EDT 2025
Thu Apr 24 22:54:10 EDT 2025
Wed Aug 27 02:03:33 EDT 2025
IsDoiOpenAccess false
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 14
Keywords Parameter estimation
Noise reduction
Wireless telecommunication
Information rate
Transmitter
Downlink
Cell network
Beam forming
Cellular network
degrees of freedom (DoF)
Channel estimation
Receiving antenna
Intercell interference
Mobile radiocommunication
random beamforming
Multiple access
Logarithmic function
multiuser diversity
Intercarrier interference
DoF region
Scheduling
Information transmission
Diversity transmission
Radial basis function
Interference suppression
Scaling law
Upper bound
Telecommunication network
Signal processing
Signal to noise ratio
Language English
License https://ieeexplore.ieee.org/Xplorehelp/downloads/license-information/IEEE.html
https://doi.org/10.15223/policy-029
https://doi.org/10.15223/policy-037
CC BY 4.0
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c396t-e45d17eef3bb3a2ea7c1717d75e4a4a99d4965128c72137c378288369c8d3ef53
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 14
ObjectType-Article-2
ObjectType-Feature-1
content type line 23
OpenAccessLink http://scholarbank.nus.edu.sg/handle/10635/56707
PQID 1371704124
PQPubID 85478
PageCount 13
ParticipantIDs proquest_miscellaneous_1417892961
crossref_citationtrail_10_1109_TSP_2013_2261990
proquest_journals_1371704124
pascalfrancis_primary_27677963
crossref_primary_10_1109_TSP_2013_2261990
ieee_primary_6514581
PublicationCentury 2000
PublicationDate 2013-07-01
PublicationDateYYYYMMDD 2013-07-01
PublicationDate_xml – month: 07
  year: 2013
  text: 2013-07-01
  day: 01
PublicationDecade 2010
PublicationPlace New York, NY
PublicationPlace_xml – name: New York, NY
– name: New York
PublicationTitle IEEE transactions on signal processing
PublicationTitleAbbrev TSP
PublicationYear 2013
Publisher IEEE
Institute of Electrical and Electronics Engineers
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher_xml – name: IEEE
– name: Institute of Electrical and Electronics Engineers
– name: The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
References ref13
ref12
ref15
ref36
ref14
ref31
ref33
ref11
ref32
ref10
ref2
ref1
ref17
ref16
ref19
ref18
david (ref35) 2003
ref24
ref23
ref26
ref25
brown (ref34) 2009
ref20
ref22
ref21
gradshteyn (ref30) 2007
ref28
ref27
ref29
ref8
ref7
ref9
ref4
ref3
ref6
ref5
References_xml – ident: ref1
  doi: 10.1109/TIT.1983.1056659
– ident: ref26
  doi: 10.1109/TIT.2011.2177770
– ident: ref13
  doi: 10.1109/TIT.2008.926344
– ident: ref20
  doi: 10.1109/TSP.2010.2092772
– ident: ref5
  doi: 10.1109/TIT.2006.883550
– ident: ref14
  doi: 10.1109/TCOMM.2011.031611.090428
– ident: ref27
  doi: 10.1109/LCOMM.2008.080150
– ident: ref8
  doi: 10.1109/TCOMM.2006.887480
– ident: ref9
  doi: 10.1109/TWC.2011.070711.102145
– ident: ref19
  doi: 10.1109/TSP.2011.2163066
– year: 2003
  ident: ref35
  publication-title: Order Statistics
  doi: 10.1002/0471722162
– ident: ref15
  doi: 10.1109/JSAC.2010.101205
– ident: ref18
  doi: 10.1109/TWC.2010.05.090936
– ident: ref6
  doi: 10.1109/TIT.2002.1003822
– ident: ref2
  doi: 10.1109/TIT.2003.813523
– ident: ref31
  doi: 10.1109/TWC.2008.060794
– year: 2007
  ident: ref30
  publication-title: Table of Integrals Series and Products
– year: 2009
  ident: ref34
  publication-title: Complex Variables and Applications
– ident: ref12
  doi: 10.1109/TIT.2010.2080830
– ident: ref17
  doi: 10.1109/TIT.2011.2177760
– ident: ref33
  doi: 10.1109/JSAC.2008.081019
– ident: ref25
  doi: 10.1109/TIT.2011.2178230
– ident: ref36
  doi: 10.1109/TIT.2005.846425
– ident: ref7
  doi: 10.1109/TIT.2004.840897
– ident: ref32
  doi: 10.1109/TWC.2008.060111
– ident: ref29
  doi: 10.1109/LCOMM.2012.031912.112420
– ident: ref3
  doi: 10.1109/TIT.2006.880064
– ident: ref10
  doi: 10.1109/TIT.2008.2006447
– ident: ref16
  doi: 10.1109/TIT.2008.2006426
– ident: ref11
  doi: 10.1561/0100000047
– ident: ref24
  doi: 10.1109/TIT.2011.2170123
– ident: ref21
  doi: 10.1109/TIT.2011.2145230
– ident: ref28
  doi: 10.1109/VETECS.2009.5073356
– ident: ref22
  doi: 10.1109/TSP.2010.2049996
– ident: ref4
  doi: 10.1109/TSP.2003.821107
– ident: ref23
  doi: 10.1109/TSP.2010.2056685
SSID ssj0014496
Score 2.2070246
Snippet Random beamforming (RBF) is a practically favorable transmission scheme for multiuser multiantenna downlink systems since it requires only partial channel...
SourceID proquest
pascalfrancis
crossref
ieee
SourceType Aggregation Database
Index Database
Enrichment Source
Publisher
StartPage 3532
SubjectTerms Applied sciences
Array signal processing
Asymptotic properties
Cellular network
Closed-form solutions
Degrees of freedom
degrees of freedom (DoF)
Detection, estimation, filtering, equalization, prediction
DoF region
Downlink
Exact sciences and technology
Infinity
Information, signal and communications theory
Interference
Law
Mathematical analysis
MIMO
multiuser diversity
Optimization
random beamforming
Signal and communications theory
Signal to noise ratio
Signal, noise
Studies
Telecommunications and information theory
Throughput
Transmitters
Transmitting antennas
Upper bound
Vectors
Title Multi-Cell Random Beamforming: Achievable Rate and Degrees of Freedom Region
URI https://ieeexplore.ieee.org/document/6514581
https://www.proquest.com/docview/1371704124
https://www.proquest.com/docview/1417892961
Volume 61
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjR1db9QwzBp7ggdgDETHmILEyyR61yZp0_C2DU7TNKZpbNK9VWnqCLRbi7jeHvbrcdJetQFCvEWyozZ2EtvxF8D7VBjHC5PFdZKHpxs6c9ryuLJWksBOuHEhyvcsP76SJ_NsvgEfxlwYRAzBZzjxw-DLr1u78k9l05yke-bzrB_RNutztUaPgZShFxepCyLOCjVfuyQTPb38eu5juMSEe3PB3773RFDoqeIjIs2SiOL6bhZ_XMxB2syewZf1f_ZBJteTVVdN7N1vJRz_dyHP4emgdrKDfp9swQY2L-DJvWKE23AacnHjI1ws2IVp6vaGHaK58UotwT-yA_vtO976TCsCd8gIhX1CMtdxyVrHZjTwcy7QRzi_hKvZ58uj43jotRBbofMuRpnVqUJ0oqqE4WiUTcnSq1WG0kijde0Ly5Mws2QyCmUFaRZFIXJti1qgy8Qr2GzaBl8Dk-gwcUmFea2l5bbiqRMFWVaq4kYrjGC6Jn9ph0Lkvh_GogwGSaJLYljpGVYODItgf5zxoy_C8Q_cbU_vEW8gdQR7Dzg8wrnKlaJbKILdNcvL4RgvS1ppqkKD7gjejWA6gN6rYhpsV4QjU1WQkpmnO3__9Bt4zEMPDR_juwub3c8VviVNpqv2whb-BQbF7aI
linkProvider IEEE
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjR3LbtQwcFSVA3CAQkENfWAkLkhkN7GdOOZWCqsFthUqW2lvkeNMBGKboG62h349YycblYcQt0gzTuIZ2zPjeQG8jIWpeGaSsIxSf3VDe05bHhbWShLYETeVj_I9S6cX8uMiWWzB6yEXBhF98BmO3KP35ZeNXbursnFK0j1xedZ3EveiLltr8BlI6btxkcIgwiRTi41TMtLj-ZfPLopLjLgzGNz5e0sI-a4qLibSrIgsVdfP4o-j2cubyUM43fxpF2byfbRui5G9-a2I4_9OZQce9IonO-5WyiPYwvox3L9VjnAXZj4bNzzB5ZKdm7psLtlbNJdOrSX4G3Zsv37Da5drReAWGaGwd0gGO65YU7EJPbgx5-hinJ_AxeT9_GQa9t0WQit02oYokzJWiJUoCmE4GmVjsvVKlaA00mhdutLyJM4sGY1CWUG6RZaJVNusFFgl4ils102Ne8AkVhhVUYFpqaXltuBxJTKyrVTBjVYYwHhD_tz2pchdR4xl7k2SSOfEsNwxLO8ZFsCrYcSPrgzHP3B3Hb0HvJ7UARz9wuEBzlWqFJ1DARxsWJ73G3mV00xj5Vt0B_BiANMWdH4VU2OzJhwZq4zUzDR-9vdPP4e70_npLJ99OPu0D_e476jhIn4PYLu9WuMh6TVtceSX80-dW_Dv
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Multi-Cell+Random+Beamforming%3A+Achievable+Rate+and+Degrees+of+Freedom+Region&rft.jtitle=IEEE+transactions+on+signal+processing&rft.au=Nguyen%2C+Hieu+Duy&rft.au=Zhang%2C+Rui&rft.au=Hui%2C+Hon+Tat&rft.date=2013-07-01&rft.pub=IEEE&rft.issn=1053-587X&rft.volume=61&rft.issue=14&rft.spage=3532&rft.epage=3544&rft_id=info:doi/10.1109%2FTSP.2013.2261990&rft.externalDocID=6514581
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1053-587X&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1053-587X&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1053-587X&client=summon