Robust Interference Management via Linear Precoding and Linear/Non-Linear Equalization

This work studies the robust design of linear precoding and linear/ non-linear equalization for multi-cell MIMO systems in the presence of imperfect channel state information (CSI). A worst-case design approach is adopted whereby the CSI error is assumed to lie within spherical sets of known radius....

Full description

Saved in:
Bibliographic Details
Published in:Journal of signal processing systems Vol. 83; no. 2; pp. 133 - 149
Main Authors: Park, Seok-Hwan, Fouladgar, Ali M., Elkourdi, Tariq, Simeone, Osvaldo, Sahin, Onur, Shamai (Shitz), Shlomo
Format: Journal Article
Language:English
Published: New York Springer US 01.05.2016
Subjects:
ISSN:1939-8018, 1939-8115
Online Access:Get full text
Tags: Add Tag
No Tags, Be the first to tag this record!
Abstract This work studies the robust design of linear precoding and linear/ non-linear equalization for multi-cell MIMO systems in the presence of imperfect channel state information (CSI). A worst-case design approach is adopted whereby the CSI error is assumed to lie within spherical sets of known radius. First, the optimal robust design of linear precoders is tackled for a MIMO interference broadcast channel (MIMO-IBC) with general unicast/multicast messages in each cell and operating over multiple time-frequency resources. This problem is formulated as the maximization of the worst-case sum-rate assuming optimal detection at the mobile stations (MSs). Then, symbol-by-symbol non-linear equalization at the MSs is considered. In this case, the problem of jointly optimizing linear precoding and decision-feedback (DF) equalization is investigated for a MIMO interference channel (MIMO-IC) with the goal of minimizing the worst-case sum-mean squared error (MSE). Both problems are addressed by proposing iterative algorithms with descent properties. The algorithms are also shown to be implementable in a distributed fashion on processors that have only local and partial CSI by means of the Alternating Direction Method of Multipliers (ADMM). From numerical results, it is shown that the proposed robust solutions significantly improve over conventional non-robust schemes in terms of sum-rate or symbol error rate. Moreover, it is seen that the proposed joint design of linear precoding and DF equalization outperforms existing separate solutions.
AbstractList This work studies the robust design of linear precoding and linear/ non-linear equalization for multi-cell MIMO systems in the presence of imperfect channel state information (CSI). A worst-case design approach is adopted whereby the CSI error is assumed to lie within spherical sets of known radius. First, the optimal robust design of linear precoders is tackled for a MIMO interference broadcast channel (MIMO-IBC) with general unicast/multicast messages in each cell and operating over multiple time-frequency resources. This problem is formulated as the maximization of the worst-case sum-rate assuming optimal detection at the mobile stations (MSs). Then, symbol-by-symbol non-linear equalization at the MSs is considered. In this case, the problem of jointly optimizing linear precoding and decision-feedback (DF) equalization is investigated for a MIMO interference channel (MIMO-IC) with the goal of minimizing the worst-case sum-mean squared error (MSE). Both problems are addressed by proposing iterative algorithms with descent properties. The algorithms are also shown to be implementable in a distributed fashion on processors that have only local and partial CSI by means of the Alternating Direction Method of Multipliers (ADMM). From numerical results, it is shown that the proposed robust solutions significantly improve over conventional non-robust schemes in terms of sum-rate or symbol error rate. Moreover, it is seen that the proposed joint design of linear precoding and DF equalization outperforms existing separate solutions.
Author Simeone, Osvaldo
Fouladgar, Ali M.
Sahin, Onur
Shamai (Shitz), Shlomo
Park, Seok-Hwan
Elkourdi, Tariq
Author_xml – sequence: 1
  givenname: Seok-Hwan
  surname: Park
  fullname: Park, Seok-Hwan
  organization: Chonbuk National University
– sequence: 2
  givenname: Ali M.
  surname: Fouladgar
  fullname: Fouladgar, Ali M.
  email: af82@njit.edu
  organization: The Center for Wireless Communications and Signal Processing Research (CWCSPR) ECE Department, New Jersey Institute of Technology (NJIT)
– sequence: 3
  givenname: Tariq
  surname: Elkourdi
  fullname: Elkourdi, Tariq
  organization: The Center for Wireless Communications and Signal Processing Research (CWCSPR) ECE Department, New Jersey Institute of Technology (NJIT)
– sequence: 4
  givenname: Osvaldo
  surname: Simeone
  fullname: Simeone, Osvaldo
  organization: The Center for Wireless Communications and Signal Processing Research (CWCSPR) ECE Department, New Jersey Institute of Technology (NJIT)
– sequence: 5
  givenname: Onur
  surname: Sahin
  fullname: Sahin, Onur
  organization: InterDigital Inc
– sequence: 6
  givenname: Shlomo
  surname: Shamai (Shitz)
  fullname: Shamai (Shitz), Shlomo
  organization: The Department of Electrical Engineering, Technion
BookMark eNp9kE1PwzAMQCMEEtvgB3DrkUuZ3TVtekTTgEnjQwi4RknmTZm6ZEtaJPj1dGxcOOxky_az5ddnp847YuwK4QYBymFEzAqeAvIUIc9SOGE9rEZVKhD56V8OKM5ZP8YVQAElxx77ePW6jU0ydQ2FBQVyhpJH5dSS1uSa5NOqZGYdqZC8BDJ-bt0yUW5-KA6fvEsP_cm2VbX9Vo317oKdLVQd6fIQB-z9bvI2fkhnz_fT8e0sNaMKm1QTcIGgc0FloQtlMtBkKlHmecZzrqqck1oIAxo5cZVlXKtcgzAa57rrjgbser93E_y2pdjItY2G6lo58m2UKLo9pYCq6EZxP2qCjzHQQm6CXavwJRHkzqHcO5SdQ7lzKKFjyn-Msc3vg01Qtj5KZnsydlfckoJc-Ta4zsUR6AdQEofz
CitedBy_id crossref_primary_10_1109_LWC_2018_2829514
Cites_doi 10.1109/TIT.2011.2142270
10.1109/TSP.2012.2222379
10.1137/1.9781611970777
10.1109/TSP.2013.2264055
10.1109/TWC.2012.070912.111073
10.1109/TSP.2011.2169061
10.1109/TSP.2010.2082537
10.1109/T-WC.2008.070851
10.1109/TSP.2006.872578
10.1109/JSAC.2008.080216
10.1561/0100000047
10.1109/TSP.2011.2147784
10.1109/TWC.2012.101112.112295
10.1109/JSAC.2013.130211
10.1109/TSP.2012.2210710
10.1109/TSP.2004.828931
10.1109/JSAC.2014.2328098
10.1109/TSP.2010.2048564
10.1561/2200000016
10.1109/JSAC.2007.070911
10.1109/icc.2011.5962875
10.1017/CBO9780511804441
10.1007/978-0-387-31256-9
10.1109/ITW.2011.6089487
10.1109/ISCCSP.2012.6217870
10.1002/9780470978504
10.1109/WCSP.2013.6677194
ContentType Journal Article
Copyright Springer Science+Business Media New York 2015
Copyright_xml – notice: Springer Science+Business Media New York 2015
DBID AAYXX
CITATION
7SC
7SP
8FD
JQ2
L7M
L~C
L~D
DOI 10.1007/s11265-015-1042-0
DatabaseName CrossRef
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
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
DatabaseTitleList
Technology Research Database
DeliveryMethod fulltext_linktorsrc
Discipline Engineering
EISSN 1939-8115
EndPage 149
ExternalDocumentID 10_1007_s11265_015_1042_0
GroupedDBID -5B
-5G
-BR
-EM
-Y2
-~C
.86
.VR
06D
0R~
0VY
1N0
203
29L
29~
2J2
2JN
2JY
2KG
2LR
2VQ
2~H
30V
4.4
406
408
409
40D
40E
5GY
5VS
67Z
6NX
8TC
8UJ
95-
95.
95~
96X
AAAVM
AABHQ
AACDK
AAHNG
AAIAL
AAJBT
AAJKR
AANZL
AARHV
AARTL
AASML
AATNV
AATVU
AAUYE
AAWCG
AAYIU
AAYQN
AAYTO
AAYZH
ABAKF
ABBBX
ABBXA
ABDZT
ABECU
ABFTV
ABHLI
ABHQN
ABJNI
ABJOX
ABKCH
ABKTR
ABMNI
ABMQK
ABNWP
ABQBU
ABSXP
ABTEG
ABTHY
ABTKH
ABTMW
ABULA
ABWNU
ABXPI
ACAOD
ACBXY
ACDTI
ACGFO
ACGFS
ACHSB
ACHXU
ACKNC
ACMDZ
ACMLO
ACOKC
ACOMO
ACPIV
ACREN
ACZOJ
ADHIR
ADINQ
ADKNI
ADKPE
ADRFC
ADTPH
ADURQ
ADYFF
ADYOE
ADZKW
AEBTG
AEFQL
AEGAL
AEGNC
AEJHL
AEJRE
AEKMD
AEMSY
AENEX
AEOHA
AEPYU
AESKC
AETLH
AEVLU
AEXYK
AFEXP
AFGCZ
AFLOW
AFQWF
AFWTZ
AFYQB
AFZKB
AGAYW
AGDGC
AGJBK
AGMZJ
AGQEE
AGQMX
AGRTI
AGWIL
AGWZB
AGYKE
AHAVH
AHBYD
AHKAY
AHSBF
AHYZX
AIAKS
AIGIU
AIIXL
AILAN
AITGF
AJBLW
AJRNO
AJZVZ
ALMA_UNASSIGNED_HOLDINGS
ALWAN
AMKLP
AMTXH
AMXSW
AMYLF
AOCGG
ARCEE
ARMRJ
ASPBG
AVWKF
AXYYD
AYJHY
AZFZN
B-.
BDATZ
BGNMA
BSONS
CAG
COF
CS3
CSCUP
DDRTE
DNIVK
DPUIP
DU5
EBLON
EBS
EIOEI
EJD
ESBYG
F5P
FEDTE
FERAY
FFXSO
FIGPU
FINBP
FNLPD
FRRFC
FSGXE
FWDCC
GGCAI
GGRSB
GJIRD
GNWQR
GQ6
GQ7
GQ8
H13
HF~
HG5
HG6
HLICF
HMJXF
HQYDN
HRMNR
HVGLF
HZ~
IJ-
IKXTQ
ITM
IWAJR
IXC
IZIGR
I~X
I~Z
J-C
J0Z
JBSCW
JCJTX
JZLTJ
KOV
LAK
LLZTM
M4Y
MA-
N9A
NPVJJ
NQJWS
NU0
O93
O9G
O9J
OAM
P9P
PF0
PT4
QOS
R89
R9I
ROL
RPX
RSV
S16
S1Z
S27
S3B
SAP
SCLPG
SDH
SEG
SHX
SISQX
SJYHP
SNE
SNPRN
SNX
SOHCF
SOJ
SPISZ
SRMVM
SSLCW
STPWE
SZN
T13
TSG
TSK
TSV
TUC
U2A
UG4
UOJIU
UTJUX
UZXMN
VC2
VFIZW
W23
W48
WK8
YLTOR
Z45
Z7R
Z7V
Z7X
Z7Z
Z83
Z88
Z8M
Z8N
Z8P
Z8T
Z8W
Z92
ZMTXR
~A9
AAPKM
AAYXX
ABBRH
ABDBE
ABFSG
ABJCF
ABQSL
ABRTQ
ACSTC
ADHKG
AEZWR
AFDZB
AFFHD
AFHIU
AFKRA
AFOHR
AHPBZ
AHWEU
AIXLP
ARAPS
ATHPR
AYFIA
BENPR
BGLVJ
CCPQU
CITATION
HCIFZ
K7-
M7S
PHGZM
PHGZT
PQGLB
PTHSS
7SC
7SP
8FD
JQ2
L7M
L~C
L~D
ID FETCH-LOGICAL-c391t-be05810b48e76b6ac20bec987442545a945eaf8c0b15e5a225ba4b08cb1dba943
IEDL.DBID RSV
ISICitedReferencesCount 1
ISICitedReferencesURI http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=000372266300002&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
ISSN 1939-8018
IngestDate Thu Sep 04 16:27:25 EDT 2025
Tue Nov 18 22:32:53 EST 2025
Sat Nov 29 01:43:34 EST 2025
Fri Feb 21 02:35:13 EST 2025
IsPeerReviewed true
IsScholarly true
Issue 2
Keywords Sum-rate maximization
Multi-cell MIMO
Bounded uncertainty
Robust optimization
Linear precoding
Decision-feedback equalization
ADMM
Language English
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c391t-be05810b48e76b6ac20bec987442545a945eaf8c0b15e5a225ba4b08cb1dba943
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 23
PQID 1825478096
PQPubID 23500
PageCount 17
ParticipantIDs proquest_miscellaneous_1825478096
crossref_primary_10_1007_s11265_015_1042_0
crossref_citationtrail_10_1007_s11265_015_1042_0
springer_journals_10_1007_s11265_015_1042_0
PublicationCentury 2000
PublicationDate 2016-05-01
PublicationDateYYYYMMDD 2016-05-01
PublicationDate_xml – month: 05
  year: 2016
  text: 2016-05-01
  day: 01
PublicationDecade 2010
PublicationPlace New York
PublicationPlace_xml – name: New York
PublicationSubtitle for Signal, Image, and Video Technology (formerly the Journal of VLSI Signal Processing Systems for Signal, Image, and Video Technology)
PublicationTitle Journal of signal processing systems
PublicationTitleAbbrev J Sign Process Syst
PublicationYear 2016
Publisher Springer US
Publisher_xml – name: Springer US
References Huang, Li, Ma, Zhang (CR13) 2012; 60
CR19
Xiang, Tao, Wang (CR21) 2013; 12
CR17
Weeraddana, Codreanu, Latva-aho, Ephremides, Fischione (CR4) 2012; 6
CR14
CR12
CR11
Boyd, Ghaoui, Feron, Balakrishnan (CR31) 1994
Hong, Sun, Baligh, Luo (CR6) 2013; 31
Jafar (CR7) 2011; 7
CR30
Shi, Razaviyayn, Luo, He (CR25) 2011; 59
Torbatian, Najafi, Damen (CR23) 2012; 11
Andrews, Buzzi, Choi, Hanly, Lozano, Soong, Zhang (CR1) 2014; 32
Krishnamachari, Varanasi (CR15) 2013; 61
Shenouda, Davidson (CR28) 2008; 26
Tajer, Prasad, Wang (CR8) 2011; 59
Zhu, Prasad, Rangarajan (CR20) 2012; 60
Boyd, Parikh, Chu, Peleato, Eckstein (CR27) 2011; 3
CR3
CR29
CR26
CR22
Shenouda, Davidson (CR16) 2007; 25
Eldar, Merhav (CR10) 2004; 52
Huh, Papadopoulos, Caire (CR2) 2010; 58
Gomadam, Cadambe, Jafar (CR5) 2011; 57
Sidiropoulos, Davidson, Luo (CR18) 2006; 54
Christensen, Agarwal, Carvalho, Cioffi (CR24) 2008; 7
Gharavol, Larsson (CR9) 2013; 61
YC Eldar (1042_CR10) 2004; 52
H Zhu (1042_CR20) 2012; 60
PC Weeraddana (1042_CR4) 2012; 6
M Hong (1042_CR6) 2013; 31
Q Shi (1042_CR25) 2011; 59
1042_CR22
1042_CR26
Y Huang (1042_CR13) 2012; 60
1042_CR29
EA Gharavol (1042_CR9) 2013; 61
JG Andrews (1042_CR1) 2014; 32
ND Sidiropoulos (1042_CR18) 2006; 54
MB Shenouda (1042_CR28) 2008; 26
A Tajer (1042_CR8) 2011; 59
RT Krishnamachari (1042_CR15) 2013; 61
M Torbatian (1042_CR23) 2012; 11
MB Shenouda (1042_CR16) 2007; 25
S Boyd (1042_CR31) 1994
1042_CR30
K Gomadam (1042_CR5) 2011; 57
1042_CR3
1042_CR12
SA Jafar (1042_CR7) 2011; 7
1042_CR11
1042_CR17
SS Christensen (1042_CR24) 2008; 7
1042_CR14
1042_CR19
H Huh (1042_CR2) 2010; 58
Z Xiang (1042_CR21) 2013; 12
S Boyd (1042_CR27) 2011; 3
References_xml – volume: 57
  start-page: 3309
  issue: 6
  year: 2011
  end-page: 3322
  ident: CR5
  article-title: A distributed numerical approach to interference alignment and applications to wireless interference networks
  publication-title: IEEE Transactions on Information Theory
  doi: 10.1109/TIT.2011.2142270
– volume: 61
  start-page: 238
  issue: 2
  year: 2013
  end-page: 252
  ident: CR9
  article-title: The sign-definiteness lemma and its applications to robust transceiver optimization for multiuser MIMO systems
  publication-title: IEEE Transactions on Signal Processing
  doi: 10.1109/TSP.2012.2222379
– ident: CR22
– year: 1994
  ident: CR31
  publication-title: Linear matrix inequalities in system and control theory
  doi: 10.1137/1.9781611970777
– volume: 61
  start-page: 3908
  issue: 15
  year: 2013
  end-page: 3917
  ident: CR15
  article-title: Interference alignment under limited feedback for MIMO interference channels
  publication-title: IEEE Transactions on Signal Processing
  doi: 10.1109/TSP.2013.2264055
– volume: 11
  start-page: 3148
  issue: 9
  year: 2012
  end-page: 3157
  ident: CR23
  article-title: Asynchronous interference alignment
  publication-title: IEEE Transactions on Wireless Communications
  doi: 10.1109/TWC.2012.070912.111073
– ident: CR14
– volume: 60
  start-page: 527
  issue: 1
  year: 2012
  end-page: 533
  ident: CR13
  article-title: Robust multicast beamforming for spectrum sharing-based cognitive radios
  publication-title: IEEE Transactions on Signal Processing
  doi: 10.1109/TSP.2011.2169061
– volume: 59
  start-page: 235
  issue: 1
  year: 2011
  end-page: 251
  ident: CR8
  article-title: Robust linear precoder design for multi-cell downlink transmission
  publication-title: IEEE Transactions on Signal Processing
  doi: 10.1109/TSP.2010.2082537
– ident: CR12
– volume: 7
  start-page: 4792
  issue: 12
  year: 2008
  end-page: 4799
  ident: CR24
  article-title: “Weighted sum-rate maximization using weighted MMSE for MIMO-BC beamforming design,”
  publication-title: IEEE Transactions on Wireless Communications
  doi: 10.1109/T-WC.2008.070851
– ident: CR30
– volume: 54
  start-page: 2239
  issue: 6
  year: 2006
  end-page: 2251
  ident: CR18
  article-title: Transmit beamforming for physical-layer multicasting
  publication-title: IEEE Transactions on Signal Processing
  doi: 10.1109/TSP.2006.872578
– volume: 26
  start-page: 401
  issue: 2
  year: 2008
  end-page: 411
  ident: CR28
  article-title: A framework for designing MIMO systems with decision feedback equalization or Tomlinson-Harashima precoding
  publication-title: IEEE Journal on Selected Areas in Communications
  doi: 10.1109/JSAC.2008.080216
– ident: CR29
– volume: 7
  start-page: 1
  issue: 1
  year: 2011
  end-page: 136
  ident: CR7
  article-title: Interference alignment: a new look at signal dimensions in a communication network
  publication-title: Foundations and Trends in Communications and Information Theory
  doi: 10.1561/0100000047
– volume: 59
  start-page: 4331
  issue: 9
  year: 2011
  end-page: 4340
  ident: CR25
  article-title: An iteratively weighted MMSE approach to distributed sum-utility maximization for a MIMO interfering broadcast channel
  publication-title: IEEE Transactions on Signal Processing
  doi: 10.1109/TSP.2011.2147784
– volume: 12
  start-page: 12
  issue: 1
  year: 2013
  end-page: 21
  ident: CR21
  article-title: Coordinated multicast beamforming in multicell networks
  publication-title: IEEE Transactions on Wireless Communications
  doi: 10.1109/TWC.2012.101112.112295
– volume: 31
  start-page: 226
  issue: 2
  year: 2013
  end-page: 240
  ident: CR6
  article-title: Joint base station clustering and beamformer design for partial coordinated transmission in heterogeneous networks
  publication-title: IEEE Journal on Selected Areas in Communications
  doi: 10.1109/JSAC.2013.130211
– volume: 60
  start-page: 5932
  issue: 11
  year: 2012
  end-page: 5947
  ident: CR20
  article-title: Precoder design for physical layer multicasting
  publication-title: IEEE Transactions on Signal Processing
  doi: 10.1109/TSP.2012.2210710
– volume: 6
  start-page: 1
  issue: 1–2
  year: 2012
  end-page: 163
  ident: CR4
  article-title: Weighted sum-rate maximization in wireless networks: A review
  publication-title: Foundations and Trends in Networking
– volume: 52
  start-page: 1931
  issue: 7
  year: 2004
  end-page: 1946
  ident: CR10
  article-title: A competitive minimax approach to robust estimation of random parameters
  publication-title: IEEE Transactions on Signal Processing
  doi: 10.1109/TSP.2004.828931
– ident: CR19
– ident: CR3
– volume: 32
  start-page: 1065
  issue: 6
  year: 2014
  end-page: 1082
  ident: CR1
  article-title: What will 5G be?
  publication-title: IEEE Journal on Selected Areas in Communications
  doi: 10.1109/JSAC.2014.2328098
– ident: CR17
– volume: 58
  start-page: 4272
  issue: 8
  year: 2010
  end-page: 4285
  ident: CR2
  article-title: Multiuser MISO transmitter optimization for intercell interference mitigation
  publication-title: IEEE Transactions on Signal Processing
  doi: 10.1109/TSP.2010.2048564
– ident: CR11
– volume: 3
  start-page: 1
  issue: 1
  year: 2011
  end-page: 122
  ident: CR27
  article-title: Distributed optimization and statistical learning via the alternating direction method of multipliers
  publication-title: Foundations and Trends in Machine Learning
  doi: 10.1561/2200000016
– volume: 25
  start-page: 1380
  issue: 7
  year: 2007
  end-page: 1389
  ident: CR16
  article-title: Tomlinson-Harashima precoding for broadcast channels with uncertainty
  publication-title: IEEE Journal on Selected Areas in Communications
  doi: 10.1109/JSAC.2007.070911
– ident: CR26
– volume: 11
  start-page: 3148
  issue: 9
  year: 2012
  ident: 1042_CR23
  publication-title: IEEE Transactions on Wireless Communications
  doi: 10.1109/TWC.2012.070912.111073
– volume: 61
  start-page: 238
  issue: 2
  year: 2013
  ident: 1042_CR9
  publication-title: IEEE Transactions on Signal Processing
  doi: 10.1109/TSP.2012.2222379
– ident: 1042_CR12
  doi: 10.1109/icc.2011.5962875
– ident: 1042_CR29
  doi: 10.1017/CBO9780511804441
– ident: 1042_CR26
  doi: 10.1007/978-0-387-31256-9
– volume: 3
  start-page: 1
  issue: 1
  year: 2011
  ident: 1042_CR27
  publication-title: Foundations and Trends in Machine Learning
  doi: 10.1561/2200000016
– ident: 1042_CR30
– volume-title: Linear matrix inequalities in system and control theory
  year: 1994
  ident: 1042_CR31
  doi: 10.1137/1.9781611970777
– volume: 57
  start-page: 3309
  issue: 6
  year: 2011
  ident: 1042_CR5
  publication-title: IEEE Transactions on Information Theory
  doi: 10.1109/TIT.2011.2142270
– volume: 59
  start-page: 4331
  issue: 9
  year: 2011
  ident: 1042_CR25
  publication-title: IEEE Transactions on Signal Processing
  doi: 10.1109/TSP.2011.2147784
– volume: 54
  start-page: 2239
  issue: 6
  year: 2006
  ident: 1042_CR18
  publication-title: IEEE Transactions on Signal Processing
  doi: 10.1109/TSP.2006.872578
– ident: 1042_CR19
  doi: 10.1109/ITW.2011.6089487
– ident: 1042_CR17
  doi: 10.1109/ISCCSP.2012.6217870
– volume: 32
  start-page: 1065
  issue: 6
  year: 2014
  ident: 1042_CR1
  publication-title: IEEE Journal on Selected Areas in Communications
  doi: 10.1109/JSAC.2014.2328098
– volume: 7
  start-page: 4792
  issue: 12
  year: 2008
  ident: 1042_CR24
  publication-title: IEEE Transactions on Wireless Communications
  doi: 10.1109/T-WC.2008.070851
– volume: 60
  start-page: 5932
  issue: 11
  year: 2012
  ident: 1042_CR20
  publication-title: IEEE Transactions on Signal Processing
  doi: 10.1109/TSP.2012.2210710
– volume: 61
  start-page: 3908
  issue: 15
  year: 2013
  ident: 1042_CR15
  publication-title: IEEE Transactions on Signal Processing
  doi: 10.1109/TSP.2013.2264055
– ident: 1042_CR22
  doi: 10.1002/9780470978504
– volume: 12
  start-page: 12
  issue: 1
  year: 2013
  ident: 1042_CR21
  publication-title: IEEE Transactions on Wireless Communications
  doi: 10.1109/TWC.2012.101112.112295
– volume: 7
  start-page: 1
  issue: 1
  year: 2011
  ident: 1042_CR7
  publication-title: Foundations and Trends in Communications and Information Theory
  doi: 10.1561/0100000047
– volume: 6
  start-page: 1
  issue: 1–2
  year: 2012
  ident: 1042_CR4
  publication-title: Foundations and Trends in Networking
– volume: 25
  start-page: 1380
  issue: 7
  year: 2007
  ident: 1042_CR16
  publication-title: IEEE Journal on Selected Areas in Communications
  doi: 10.1109/JSAC.2007.070911
– volume: 26
  start-page: 401
  issue: 2
  year: 2008
  ident: 1042_CR28
  publication-title: IEEE Journal on Selected Areas in Communications
  doi: 10.1109/JSAC.2008.080216
– volume: 59
  start-page: 235
  issue: 1
  year: 2011
  ident: 1042_CR8
  publication-title: IEEE Transactions on Signal Processing
  doi: 10.1109/TSP.2010.2082537
– volume: 52
  start-page: 1931
  issue: 7
  year: 2004
  ident: 1042_CR10
  publication-title: IEEE Transactions on Signal Processing
  doi: 10.1109/TSP.2004.828931
– ident: 1042_CR11
  doi: 10.1109/WCSP.2013.6677194
– volume: 60
  start-page: 527
  issue: 1
  year: 2012
  ident: 1042_CR13
  publication-title: IEEE Transactions on Signal Processing
  doi: 10.1109/TSP.2011.2169061
– ident: 1042_CR14
– ident: 1042_CR3
– volume: 58
  start-page: 4272
  issue: 8
  year: 2010
  ident: 1042_CR2
  publication-title: IEEE Transactions on Signal Processing
  doi: 10.1109/TSP.2010.2048564
– volume: 31
  start-page: 226
  issue: 2
  year: 2013
  ident: 1042_CR6
  publication-title: IEEE Journal on Selected Areas in Communications
  doi: 10.1109/JSAC.2013.130211
SSID ssj0060751
Score 2.054743
Snippet This work studies the robust design of linear precoding and linear/ non-linear equalization for multi-cell MIMO systems in the presence of imperfect channel...
SourceID proquest
crossref
springer
SourceType Aggregation Database
Enrichment Source
Index Database
Publisher
StartPage 133
SubjectTerms Channels
Circuits and Systems
Computer Imaging
Design engineering
Electrical Engineering
Engineering
Equalization
Image Processing and Computer Vision
Interference
Mathematical models
Nonlinearity
Optimization
Pattern Recognition
Pattern Recognition and Graphics
Signal processing
Signal,Image and Speech Processing
Vision
Title Robust Interference Management via Linear Precoding and Linear/Non-Linear Equalization
URI https://link.springer.com/article/10.1007/s11265-015-1042-0
https://www.proquest.com/docview/1825478096
Volume 83
WOSCitedRecordID wos000372266300002&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
journalDatabaseRights – providerCode: PRVAVX
  databaseName: Springer LINK
  customDbUrl:
  eissn: 1939-8115
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0060751
  issn: 1939-8018
  databaseCode: RSV
  dateStart: 20080101
  isFulltext: true
  titleUrlDefault: https://link.springer.com/search?facet-content-type=%22Journal%22
  providerName: Springer Nature
link http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV3dS8MwEA8yfdAHv8X5RQSflGDSpW36KLLh0xhTx95CkqYwkE7Wbn-_lza1Kiroa_NBuLvk7np3v0PoCozigCaGEg3amnDBMwJmREYcTgnIUJAapqtmE_FwKKbTZOTruIsm270JSVYvdVvsxoLIJZo55EweEPDT10HbCdevYfw4aZ7fCHQgq0PJiXt-RRPK_G6Lz8qotTC_BEUrXTPY-dcpd9G2Ny3xXS0Le2jN5vto6wPg4AGajOd6WZS4-g_oK_1wmwGDVzOFwTsF6ccj5yo7xYZVnvqPt8N5Tvx4vyrHrIs4D9HzoP90_0B8ZwViegkribY0FIxqLmwc6cjBNAIvEweFDw5jqBIeWpUJQzULbajgzmvFNRVGs1TDaO8IdfJ5bo8RzjIDW3DNGVc8yJTSiqlYMyVABEQquog2JJbGw4677hcvsgVMdiSTQDLpSCZpF12_L3mtMTd-m3zZ8E3CzXDhDpXb-bKQzDm_MRwj6qKbhlnSX9Hi5x1P_jT7FG2CDRXVOZBnqFMulvYcbZhVOSsWF5VovgEpudx6
linkProvider Springer Nature
linkToHtml http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV3dS8MwEA-igvrgtzg_I_ikBJsubdNHkY2Js4w5x95CkrYwkFbWbn-_l35YFRX0tUmOcLncR-_uF4QuwSm2LV9bRIG1JoyzmIAbERODUwIyZIeaquKxCS8I-GTiD6o-7qyudq9TkoWmbprdqO2aQjODnMlsAnH6CgODZQDzh0_jWv26YANpmUr2jfrldSrzOxKfjVHjYX5Jiha2prv1r11uo83KtcS3pSzsoKUo2UUbHwAH99B4mKp5luPiP2DV6YebChi8mEoM0SlIPx6YUNkYNiyTsPp4E6QJqcY7RTtm2cS5j567ndFdj1QvKxDd9mlOVGQ5nFqK8chzlWtgGuEsfQOFDwGjI33mRDLm2lLUiRwJd15JpiyuFQ0VjLYP0HKSJtEhwnGsgQRTjDLJ7FhKJan0FJUcRICHvIWsmsVCV7Dj5vWLF9EAJhuWCWCZMCwTVgtdvS95LTE3fpt8UZ-bgJth0h0yidJ5JqgJfj3YhttC1_VhieqKZj9TPPrT7HO01hs99kX_Png4RuvgT7llPeQJWs5n8-gUrepFPs1mZ4WYvgGIJt9e
linkToPdf http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV3rS8MwEA-iIvrBtzifEfykhCVd2qYfRTcUpQwfY99C0qYwkHas3f5-L304FRXEr82DcHfJ3fXufofQORjFDg0iSjRoa8IFTwiYEQmxOCUgQ04cMV02m_DDUAyHQb_uc5o32e5NSLKqabAoTWnRHsdJe174xhzPJp1ZFE3uEPDZl7jNo7fu-tOgeYo90IesCisH9ikWTVjzuy0-K6a5tfklQFrqnd7Gv0-8idZrkxNfVTKyhRZMuo3WPgAR7qDBY6aneYHL_4N1BSCeZ8bg2Uhh8FrhVuC-daGtwsMqjeuP7TBLST3eLcs0q-LOXfTS6z5f35K64wKJOgEriDbUFYxqLozvac_CNwKPAwuRD46kqwLuGpWIiGrmGlfBW6AV11REmsUaRjt7aDHNUrOPcJJEsAXXnHHFnUQprZjyNVMCREPEooVoQ24Z1XDktivGq5wDKVuSSSCZtCSTtIUu3peMKyyO3yafNTyUcGNsGESlJpvmklmn2IdjeC102TBO1lc3_3nHgz_NPkUr_ZuefLgL7w_RKphZXpUmeYQWi8nUHKPlaFaM8slJKbFv1LroQg
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=Robust+Interference+Management+via+Linear+Precoding+and+Linear%2FNon-Linear+Equalization&rft.jtitle=Journal+of+signal+processing+systems&rft.au=Park%2C+Seok-Hwan&rft.au=Fouladgar%2C+Ali+M.&rft.au=Elkourdi%2C+Tariq&rft.au=Simeone%2C+Osvaldo&rft.date=2016-05-01&rft.issn=1939-8018&rft.eissn=1939-8115&rft.volume=83&rft.issue=2&rft.spage=133&rft.epage=149&rft_id=info:doi/10.1007%2Fs11265-015-1042-0&rft.externalDBID=n%2Fa&rft.externalDocID=10_1007_s11265_015_1042_0
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1939-8018&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1939-8018&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1939-8018&client=summon