Distributed Linear Precoder Optimization and Base Station Selection for an Uplink Heterogeneous Network

In a heterogeneous wireless cellular network, each user may be covered by multiple access points such as macro/pico/relay/femto base stations (BS). An effective approach to maximize the sum utility (e.g., system throughput) in such a network is to jointly optimize users' linear procoders as wel...

Celý popis

Uloženo v:
Podrobná bibliografie
Vydáno v:IEEE transactions on signal processing Ročník 61; číslo 12; s. 3214 - 3228
Hlavní autoři: Hong, Mingyi, Luo, Zhi-Quan
Médium: Journal Article
Jazyk:angličtina
Vydáno: New York, NY IEEE 01.06.2013
Institute of Electrical and Electronics Engineers
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Témata:
ISSN:1053-587X, 1941-0476
On-line přístup:Získat plný text
Tagy: Přidat tag
Žádné tagy, Buďte první, kdo vytvoří štítek k tomuto záznamu!
Abstract In a heterogeneous wireless cellular network, each user may be covered by multiple access points such as macro/pico/relay/femto base stations (BS). An effective approach to maximize the sum utility (e.g., system throughput) in such a network is to jointly optimize users' linear procoders as well as their BS associations. In this paper, we first show that this joint optimization problem is NP-hard and thus is difficult to solve to global optimality. To find a locally optimal solution, we formulate the problem as a noncooperative game in which the users and the BSs both act as players. We introduce a set of new utility functions for the players and show that every Nash equilibrium (NE) of the resulting game is a stationary solution of the original sum utility maximization problem. Moreover, we develop a best-response type algorithm that allows the players to distributedly reach a NE of the game. Simulation results show that the proposed distributed algorithm can effectively relieve local BS congestion and simultaneously achieve high throughput and load balancing in a heterogeneous network.
AbstractList In a heterogeneous wireless cellular network, each user may be covered by multiple access points such as macro/pico/relay/femto base stations (BS). An effective approach to maximize the sum utility (e.g., system throughput) in such a network is to jointly optimize users' linear procoders as well as their BS associations. In this paper, we first show that this joint optimization problem is NP-hard and thus is difficult to solve to global optimality. To find a locally optimal solution, we formulate the problem as a noncooperative game in which the users and the BSs both act as players. We introduce a set of new utility functions for the players and show that every Nash equilibrium (NE) of the resulting game is a stationary solution of the original sum utility maximization problem. Moreover, we develop a best-response type algorithm that allows the players to distributedly reach a NE of the game. Simulation results show that the proposed distributed algorithm can effectively relieve local BS congestion and simultaneously achieve high throughput and load balancing in a heterogeneous network.
Author Mingyi Hong
Zhi-Quan Luo
Author_xml – sequence: 1
  givenname: Mingyi
  surname: Hong
  fullname: Hong, Mingyi
– sequence: 2
  givenname: Zhi-Quan
  surname: Luo
  fullname: Luo, Zhi-Quan
BackLink http://pascal-francis.inist.fr/vibad/index.php?action=getRecordDetail&idt=28495512$$DView record in Pascal Francis
BookMark eNp9kctr4zAQxkXpQh-790IvglLYi7N6Oz626RPCJpAs9GZkeVzUOlIqKSztX1-lDj30UM1Bg-b3jYb5jtC-8w4QOqFkRCmp_iwX8xEjlI8Yk4yqag8d0krQgohS7eecSF7IcflwgI5ifCKEClGpQ_R4ZWMKttkkaPHUOtABzwMY30LAs3WyK_umk_UOa9fiSx0BL9LwsIAezEfW-ZDL-N-6t-4Z30GC4B_Bgd9E_BfSfx-ef6Ifne4j_Nrdx2h5c72c3BXT2e395GJaGC5FKngrK66M0KLJIRvKmTCdbnilukYopSnTwihBSk15q1gLrGUMgOQVgOD8GP0e2q6Df9lATPXKRgN9rz-mqSkvmWJKyC169gV98pvg8nCZkiXLh6hMne8oHY3uu6CdsbFeB7vS4bVmY1FJSVnmyMCZ4GMM0H0ilNRbg-psUL01qN4ZlCXqi8TYYbUpaNt_JzwdhBYAPv9RoiypHPN3v3KfCQ
CODEN ITPRED
CitedBy_id crossref_primary_10_1109_TWC_2015_2443044
crossref_primary_10_1080_17517575_2015_1075592
crossref_primary_10_1002_ett_3132
crossref_primary_10_1109_COMST_2016_2516538
crossref_primary_10_1109_ACCESS_2018_2873418
crossref_primary_10_1049_iet_com_2015_0812
crossref_primary_10_1109_TMC_2019_2935197
crossref_primary_10_1002_dac_4925
crossref_primary_10_1016_j_jnca_2024_103966
crossref_primary_10_1109_TWC_2018_2808488
crossref_primary_10_1109_TVT_2015_2403869
crossref_primary_10_1109_TWC_2015_2480392
crossref_primary_10_1109_TWC_2019_2906196
crossref_primary_10_1109_TCOMM_2017_2692220
crossref_primary_10_1002_dac_5122
crossref_primary_10_1109_TSP_2018_2868046
crossref_primary_10_1016_j_adhoc_2021_102737
crossref_primary_10_1109_ACCESS_2017_2695572
crossref_primary_10_1109_ACCESS_2021_3116939
crossref_primary_10_1109_TCOMM_2014_2350504
crossref_primary_10_1109_TWC_2015_2496942
crossref_primary_10_1109_TWC_2014_2352619
crossref_primary_10_1109_JSYST_2014_2337885
crossref_primary_10_1109_LWC_2016_2516534
crossref_primary_10_1016_j_adhoc_2022_103001
crossref_primary_10_1007_s11227_025_07108_x
crossref_primary_10_1109_TWC_2015_2432023
crossref_primary_10_1016_j_phycom_2022_101934
crossref_primary_10_1109_TWC_2019_2909874
Cites_doi 10.1109/ISIT.2009.5205801
10.1109/ALLERTON.2008.4797605
10.1002/047174882X
10.1109/TSP.2011.2147784
10.1109/JSAC.2010.101209
10.1109/SAHCN.2011.5984939
10.1017/CBO9780511804441
10.1109/TSP.2010.2092772
10.1109/JSAC.2008.080904
10.1109/JSTSP.2007.914876
10.1109/TIT.2011.2120270
10.1109/49.414650
10.4108/ICST.VALUETOOLS2009.7778
10.1007/978-0-8176-4553-3_21
10.1109/ICASSP.2011.5946304
10.1109/TSP.2010.2092773
10.1109/TWC.2012.031212.111585
10.1109/INFCOM.2011.5935075
10.1109/icc.2011.5963039
10.1109/MCOM.2011.5762802
10.1109/ICASSP.2012.6288504
10.1109/25.406632
10.1109/ICC.2010.5501882
10.1109/CISS.2009.5054711
10.2307/1911749
10.1109/ACSSC.2011.6190228
10.1109/ICASSP.2012.6288532
10.1109/ICASSP.2008.4518872
10.1109/TWC.2007.051043
10.1109/ICC.2009.5198927
10.1109/TSP.2010.2056685
10.1006/game.1996.0044
10.1109/JSAC.2008.080907
10.1109/49.957304
10.1109/26.725309
ContentType Journal Article
Copyright 2015 INIST-CNRS
Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2013
Copyright_xml – notice: 2015 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.2013.2252169
DatabaseName IEEE All-Society Periodicals Package (ASPP) 2005–Present
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 Xplore: IEL
  url: https://ieeexplore.ieee.org/
  sourceTypes: Publisher
DeliveryMethod fulltext_linktorsrc
Discipline Engineering
Applied Sciences
EISSN 1941-0476
EndPage 3228
ExternalDocumentID 2984748381
28495512
10_1109_TSP_2013_2252169
6477158
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
VH1
AAYOK
IQODW
RIG
7SC
7SP
8FD
JQ2
L7M
L~C
L~D
F28
FR3
ID FETCH-LOGICAL-c354t-3d5936c4a4b4b45b1324cfab396fb466a12a4c6407a13d62de2d22ee0109e433
IEDL.DBID RIE
ISICitedReferencesCount 46
ISICitedReferencesURI http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=000320135200016&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
ISSN 1053-587X
IngestDate Sun Nov 09 10:59:16 EST 2025
Mon Jun 30 10:18:38 EDT 2025
Wed Apr 02 07:18:35 EDT 2025
Tue Nov 18 21:59:35 EST 2025
Sat Nov 29 04:10:27 EST 2025
Tue Aug 26 16:46:28 EDT 2025
IsPeerReviewed true
IsScholarly true
Issue 12
Keywords heterogeneous networks
Relay
precoder optimization
Utility function
Base station
Wireless telecommunication
Information rate
Nash equilibrium
Cell network
noncooperative gams
Optimization
Load balancing
Uplink
Mobile radiocommunication
Multiple access
Base station selection
Coding circuit
Teletraffic
Information transmission
Simulation
Optimal solution
Distributed algorithm
NP hard problem
Telecommunication network
Signal processing
Wireless network
Traffic congestion
Language English
License https://ieeexplore.ieee.org/Xplorehelp/downloads/license-information/IEEE.html
CC BY 4.0
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c354t-3d5936c4a4b4b45b1324cfab396fb466a12a4c6407a13d62de2d22ee0109e433
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
PQID 1357222206
PQPubID 85478
PageCount 15
ParticipantIDs crossref_primary_10_1109_TSP_2013_2252169
ieee_primary_6477158
pascalfrancis_primary_28495512
proquest_journals_1357222206
crossref_citationtrail_10_1109_TSP_2013_2252169
proquest_miscellaneous_1372626453
PublicationCentury 2000
PublicationDate 2013-06-01
PublicationDateYYYYMMDD 2013-06-01
PublicationDate_xml – month: 06
  year: 2013
  text: 2013-06-01
  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 ref35
ref13
ref12
ref37
ref15
ref36
ref14
ref30
ref33
ref11
ref10
bertsekas (ref40) 1999
ref2
ref1
ref39
ref17
ref38
ref16
ref19
ref18
ref24
ref23
ref26
ref25
ref20
horn (ref31) 1990
ref22
ref21
ref28
ref27
ref29
luo (ref7) 2008; 2
ref8
ref9
ref4
ref3
ref6
ref5
luenberger (ref34) 1984
garey (ref32) 1979
References_xml – ident: ref37
  doi: 10.1109/ISIT.2009.5205801
– ident: ref29
  doi: 10.1109/ALLERTON.2008.4797605
– year: 1979
  ident: ref32
  publication-title: Computers and Intractability A Guide to the Theory of NP-Completeness
– ident: ref30
  doi: 10.1002/047174882X
– ident: ref18
  doi: 10.1109/TSP.2011.2147784
– ident: ref2
  doi: 10.1109/JSAC.2010.101209
– ident: ref26
  doi: 10.1109/SAHCN.2011.5984939
– ident: ref33
  doi: 10.1017/CBO9780511804441
– ident: ref8
  doi: 10.1109/TSP.2010.2092772
– year: 1990
  ident: ref31
  publication-title: Matrix Analysis
– ident: ref12
  doi: 10.1109/JSAC.2008.080904
– volume: 2
  start-page: 57
  year: 2008
  ident: ref7
  article-title: Dynamic spectrum management: Complexity and duality
  publication-title: IEEE J Sel Topics Signal Process
  doi: 10.1109/JSTSP.2007.914876
– ident: ref11
  doi: 10.1109/TIT.2011.2120270
– ident: ref20
  doi: 10.1109/49.414650
– ident: ref27
  doi: 10.4108/ICST.VALUETOOLS2009.7778
– ident: ref24
  doi: 10.1007/978-0-8176-4553-3_21
– ident: ref19
  doi: 10.1109/ICASSP.2011.5946304
– ident: ref6
  doi: 10.1109/TSP.2010.2092773
– year: 1984
  ident: ref34
  publication-title: Linear and Nonlinear Programming
– ident: ref14
  doi: 10.1109/TWC.2012.031212.111585
– ident: ref25
  doi: 10.1109/INFCOM.2011.5935075
– ident: ref9
  doi: 10.1109/icc.2011.5963039
– ident: ref3
  doi: 10.1109/MCOM.2011.5762802
– ident: ref39
  doi: 10.1109/ICASSP.2012.6288504
– year: 1999
  ident: ref40
  publication-title: Nonlinear Programming
– ident: ref28
  doi: 10.1109/ICASSP.2012.6288504
– ident: ref21
  doi: 10.1109/25.406632
– ident: ref16
  doi: 10.1109/ICC.2010.5501882
– ident: ref38
  doi: 10.1109/CISS.2009.5054711
– ident: ref36
  doi: 10.2307/1911749
– ident: ref10
  doi: 10.1109/ACSSC.2011.6190228
– ident: ref1
  doi: 10.1109/ICASSP.2012.6288532
– ident: ref13
  doi: 10.1109/ICASSP.2008.4518872
– ident: ref5
  doi: 10.1109/TWC.2007.051043
– ident: ref15
  doi: 10.1109/ICC.2009.5198927
– ident: ref17
  doi: 10.1109/TSP.2010.2056685
– ident: ref35
  doi: 10.1006/game.1996.0044
– ident: ref4
  doi: 10.1109/JSAC.2008.080907
– ident: ref23
  doi: 10.1109/49.957304
– ident: ref22
  doi: 10.1109/26.725309
SSID ssj0014496
Score 2.3169897
Snippet In a heterogeneous wireless cellular network, each user may be covered by multiple access points such as macro/pico/relay/femto base stations (BS). An...
SourceID proquest
pascalfrancis
crossref
ieee
SourceType Aggregation Database
Index Database
Enrichment Source
Publisher
StartPage 3214
SubjectTerms Algorithms
Applied sciences
Base station selection
Cellular communication
Covariance matrix
Detection, estimation, filtering, equalization, prediction
Economic models
Exact sciences and technology
Games
heterogeneous networks
Information, signal and communications theory
Interference
Joints
MIMO
Nash equilibrium
Networks
noncooperative gams
Operations research
Optimization
Players
precoder optimization
Signal and communications theory
Signal, noise
Stations
Studies
Telecommunications and information theory
Utilities
Vectors
Title Distributed Linear Precoder Optimization and Base Station Selection for an Uplink Heterogeneous Network
URI https://ieeexplore.ieee.org/document/6477158
https://www.proquest.com/docview/1357222206
https://www.proquest.com/docview/1372626453
Volume 61
WOSCitedRecordID wos000320135200016&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: PRVIEE
  databaseName: IEEE Xplore: IEL
  customDbUrl:
  eissn: 1941-0476
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0014496
  issn: 1053-587X
  databaseCode: RIE
  dateStart: 19910101
  isFulltext: true
  titleUrlDefault: https://ieeexplore.ieee.org/
  providerName: IEEE
link http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV1Li9RAEC52Fw968LWK0XVpwYtgdtKPPProa9nTODAjzC10uqtF1BmZx_7-repkwooiSC6B7pDQX3VXVerxAby23mrv0OURCQYjG5t3ppG5aiKdDNHGqoyJbKKeTpvl0s6O4O1YC4OIKfkML_g2xfLD2u_5V9mEiyZl2RzDcV3Xfa3WGDEwJnFxkbmg87Kpl4eQZGEni_mMc7j0BcmukpzafEsFJU4Vzoh0W1qU2LNZ_HEwJ21z-eD_vvMh3B-sSvGuF4NHcISrx3DvVq_BU_j6kVvkMrsVBkEeKEm4mLE7HHAjPtPB8XOoyBRuFcR7Um5i3ofpxTxx5fAdWbg0LL5wGe93ccWpNGuSQFzvt2LaJ5Q_gcXlp8WHq3xgWci9Ls0u14FJ_bxxpqOr7Mg9NT66TtsqdqaqnFTOeI73OalDpQKqoBQix9TQaP0UTlbrFT4DUQTUqmHiG-tNUHXXGduFIkqNZChomcHksO6tHzqQMxHGjzZ5IoVtCamWkWoHpDJ4Mz7xq---8Y-5p4zEOG8AIYPz36Adx0kvWzIXVQZnB6zbYf9uW6nLmiwnVVQZvBqHaedxOMWlZaU5tSJ30JT6-d9f_QLuqp48Iy_kGZzsNnt8CXf89e7bdnOexPcGXVTt8w
linkProvider IEEE
linkToHtml http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV1Zi9RAEC7WVVAfvHbF6Lq24ItgdtJHjn70WkZcx4EZYd5Cp7sios7IHP5-qzqZsKIIkpdAd0jor7qrKnV8AM-st9o7dGmLBIORlU0bU8lUVS2dDK1ti7yNZBPlZFItFnZ6AC-GWhhEjMlneMa3MZYfVn7Hv8pGXDQp8-oKXM2NUbKr1hpiBsZENi4yGHSaV-ViH5TM7Gg-m3IWlz4j6VWSk5svKaHIqsI5kW5Dy9J2fBZ_HM1R35zf_r8vvQO3ertSvOwE4S4c4PIe3LzUbfAIPr_hJrnMb4VBkA9KMi6m7BAHXIuPdHR872syhVsG8YrUm5h1gXoxi2w5fEc2Lg2LT1zI-1WMOZlmRTKIq91GTLqU8mOYn7-dvx6nPc9C6nVutqkOTOvnjTMNXXlDDqrxrWu0LdrGFIWTyhnPET8ndShUQBWUQuSoGhqt78PhcrXEByCygFpVTH1jvQmqbBpjm5C1UiOZClomMNqve-37HuRMhfGtjr5IZmtCqmak6h6pBJ4PT_zo-m_8Y-4RIzHM60FI4PQ3aIdx0syWDEaVwMke67rfwZta6rwk20llRQJPh2HaexxQcXFZaU6pyCE0uX7491c_gevj-YeL-uLd5P0juKE6Ko00kydwuF3v8DFc8z-3Xzbr0yjKvwDgGfE6
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=Distributed+Linear+Precoder+Optimization+and+Base+Station+Selection+for+an+Uplink+Heterogeneous+Network&rft.jtitle=IEEE+transactions+on+signal+processing&rft.au=Mingyi+Hong&rft.au=Zhi-Quan+Luo&rft.date=2013-06-01&rft.pub=IEEE&rft.issn=1053-587X&rft.volume=61&rft.issue=12&rft.spage=3214&rft.epage=3228&rft_id=info:doi/10.1109%2FTSP.2013.2252169&rft.externalDocID=6477158
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