Alternative Distributed Algorithms for Network Utility Maximization: Framework and Applications

Network utility maximization (NUM) problem formulations provide an important approach to conduct network resource allocation and to view layering as optimization decomposition. In the existing literature, distributed implementations are typically achieved by means of the so-called dual decomposition...

Celý popis

Uloženo v:
Podrobná bibliografie
Vydáno v:IEEE transactions on automatic control Ročník 52; číslo 12; s. 2254 - 2269
Hlavní autoři: Palomar, D.P., Mung Chiang
Médium: Journal Article
Jazyk:angličtina
Vydáno: New York, NY IEEE 01.12.2007
Institute of Electrical and Electronics Engineers
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Témata:
ISSN:0018-9286, 1558-2523
On-line přístup:Získat plný text
Tagy: Přidat tag
Žádné tagy, Buďte první, kdo vytvoří štítek k tomuto záznamu!
Abstract Network utility maximization (NUM) problem formulations provide an important approach to conduct network resource allocation and to view layering as optimization decomposition. In the existing literature, distributed implementations are typically achieved by means of the so-called dual decomposition technique. However, the span of decomposition possibilities includes many other elements that, thus far, have not been fully exploited, such as the use of the primal decomposition technique, the versatile introduction of auxiliary variables, and the potential of multilevel decompositions. This paper presents a systematic framework to exploit alternative decomposition structures as a way to obtain different distributed algorithms, each with a different tradeoff among convergence speed, message passing amount and asymmetry, and distributed computation architecture. Several specific applications are considered to illustrate the proposed framework, including resource-constrained and direct-control rate allocation, and rate allocation among QoS classes with multipath routing. For each of these applications, the associated generalized NUM formulation is first presented, followed by the development of novel alternative decompositions and numerical experiments on the resulting new distributed algorithms. A systematic enumeration and comparison of alternative vertical decompositions in the future will help complete a mathematical theory of network architectures.
AbstractList Network utility maximization (NUM) problem formulations provide an important approach to conduct network resource allocation and to view layering as optimization decomposition.
Network utility maximization (NUM) problem formulations provide an important approach to conduct network resource allocation and to view layering as optimization decomposition. In the existing literature, distributed implementations are typically achieved by means of the so-called dual decomposition technique. However, the span of decomposition possibilities includes many other elements that, thus far, have not been fully exploited, such as the use of the primal decomposition technique, the versatile introduction of auxiliary variables, and the potential of multilevel decompositions. This paper presents a systematic framework to exploit alternative decomposition structures as a way to obtain different distributed algorithms, each with a different tradeoff among convergence speed, message passing amount and asymmetry, and distributed computation architecture. Several specific applications are considered to illustrate the proposed framework, including resource-constrained and direct-control rate allocation, and rate allocation among QoS classes with multipath routing. For each of these applications, the associated generalized NUM formulation is first presented, followed by the development of novel alternative decompositions and numerical experiments on the resulting new distributed algorithms. A systematic enumeration and comparison of alternative vertical decompositions in the future will help complete a mathematical theory of network architectures.
Author Palomar, D.P.
Mung Chiang
Author_xml – sequence: 1
  givenname: D.P.
  surname: Palomar
  fullname: Palomar, D.P.
  organization: Hong Kong Univ. of Sci. & Technol., Kowloon
– sequence: 2
  surname: Mung Chiang
  fullname: Mung Chiang
BackLink http://pascal-francis.inist.fr/vibad/index.php?action=getRecordDetail&idt=19939624$$DView record in Pascal Francis
BookMark eNqFkT1vFDEQhi0UJC6BmoJmhQRUe_HX-oPudBBACtAkteX1jcHBuz5sHxB-Pc5dlCISUI1G8zxvMe8xOprTDAg9JXhJCNanF6v1kmIsl5pgIYYHaEGGQfV0oOwILTAmqtdUiUfouJSrtgrOyQKZVayQZ1vDD-jehFJzGHcVNt0qfkk51K9T6XzK3SeoP1P-1l3WEEO97j7aX2EKv5uX5tfdWbYT7O92bup2G4Pbn8pj9NDbWODJ7TxBl2dvL9bv-_PP7z6sV-e941LXfjMITQkenZV0I0cQnmjpgAvADvyAR0yd1RgDcX50cmOFldoTQqRnllnNTtCrQ-42p-87KNVMoTiI0c6QdsVozARVXMj_kkppJhWmqpEv_0kyzpnimjTw-T3wKu3aU2NLE1wpIrRo0ItbyBZno892dqGYbQ6TzdeGaM20oLxxw4FzOZWSwRsX6v6ZNdsQDcHmpm_T-jY3fZtD3807vefdRf_VeHYwAgDc0ZzpgSjO_gCWErfE
CODEN IETAA9
CitedBy_id crossref_primary_10_1016_j_jfranklin_2024_107405
crossref_primary_10_1109_TSP_2009_2032039
crossref_primary_10_1007_s10626_019_00308_7
crossref_primary_10_1109_TAC_2020_2989266
crossref_primary_10_1007_s10107_018_01357_w
crossref_primary_10_1186_1687_1499_2013_247
crossref_primary_10_1109_TSG_2011_2160101
crossref_primary_10_1109_TSP_2016_2637317
crossref_primary_10_1109_JSTSP_2014_2316597
crossref_primary_10_1109_TAC_2021_3075669
crossref_primary_10_1109_TSP_2013_2293126
crossref_primary_10_1016_j_peva_2021_102229
crossref_primary_10_1109_LSP_2011_2123092
crossref_primary_10_1371_journal_pone_0298352
crossref_primary_10_1109_TSG_2016_2639033
crossref_primary_10_1109_TVT_2016_2557658
crossref_primary_10_1145_3366696
crossref_primary_10_1109_JSAC_2010_101203
crossref_primary_10_1016_j_rser_2025_116231
crossref_primary_10_1002_oca_847
crossref_primary_10_1109_JSAC_2010_100916
crossref_primary_10_1109_JSYST_2010_2083230
crossref_primary_10_1109_TIT_2011_2178150
crossref_primary_10_1109_TCYB_2021_3127278
crossref_primary_10_1109_LWC_2019_2958802
crossref_primary_10_1109_LCOMM_2018_2833547
crossref_primary_10_1109_MSP_2009_933446
crossref_primary_10_1145_3639030
crossref_primary_10_1109_TWC_2014_2329296
crossref_primary_10_1109_TSP_2010_2062178
crossref_primary_10_1016_j_comnet_2009_07_014
crossref_primary_10_1093_comjnl_bxx085
crossref_primary_10_1016_j_trb_2011_03_004
crossref_primary_10_1109_TWC_2015_2464373
crossref_primary_10_1109_TVT_2014_2379013
crossref_primary_10_1109_TVT_2016_2622563
crossref_primary_10_1016_j_automatica_2022_110474
crossref_primary_10_1109_TSP_2011_2152397
crossref_primary_10_1109_ACCESS_2017_2760251
crossref_primary_10_1109_TSMC_2019_2894862
crossref_primary_10_1109_TWC_2009_12_080350
crossref_primary_10_1109_TSP_2012_2187284
crossref_primary_10_1109_JSAC_2013_131208
crossref_primary_10_1109_TSP_2007_907808
crossref_primary_10_1007_s11432_014_5268_4
crossref_primary_10_1109_TMM_2016_2646182
crossref_primary_10_1109_TCNS_2024_3372143
crossref_primary_10_1109_TMM_2008_2004938
crossref_primary_10_1109_TAC_2015_2440592
crossref_primary_10_1109_TAC_2008_2007159
crossref_primary_10_1016_j_conengprac_2014_04_007
crossref_primary_10_1080_23307706_2017_1393355
crossref_primary_10_1109_TCOMM_2018_2854171
crossref_primary_10_1016_j_comnet_2013_03_003
crossref_primary_10_1109_TWC_2011_051311_101191
crossref_primary_10_1155_2010_324780
crossref_primary_10_1016_j_jobe_2018_06_004
crossref_primary_10_1109_TAC_2010_2044262
crossref_primary_10_1109_TAC_2011_2164020
crossref_primary_10_1109_TNET_2011_2144617
crossref_primary_10_1109_TAC_2017_2743678
crossref_primary_10_1109_TAC_2019_2914025
crossref_primary_10_1109_TSIPN_2018_2806844
crossref_primary_10_1109_TIT_2014_2317791
crossref_primary_10_1016_j_comnet_2011_07_014
crossref_primary_10_1109_TW_2013_072313_120739
crossref_primary_10_1109_TCYB_2017_2759141
crossref_primary_10_1002_ett_3439
crossref_primary_10_1016_j_comnet_2014_03_013
crossref_primary_10_1007_s00291_024_00802_x
crossref_primary_10_1109_TSP_2010_2043138
crossref_primary_10_1109_TPDS_2010_95
crossref_primary_10_1109_TSP_2012_2225060
crossref_primary_10_1016_j_comcom_2021_04_033
crossref_primary_10_1109_TSP_2022_3184772
crossref_primary_10_1155_2009_918261
crossref_primary_10_3390_s20010038
crossref_primary_10_1109_TSP_2009_2020008
crossref_primary_10_1109_TSP_2011_2169407
crossref_primary_10_1109_TSP_2023_3295180
crossref_primary_10_1109_TAC_2019_2960265
crossref_primary_10_1007_s00500_023_09526_6
crossref_primary_10_1109_TNET_2020_3003925
crossref_primary_10_1109_TVT_2014_2320596
crossref_primary_10_1016_j_jnca_2016_09_003
crossref_primary_10_1016_j_suscom_2014_03_002
crossref_primary_10_1109_TSP_2023_3249043
crossref_primary_10_1007_s11081_020_09499_7
crossref_primary_10_1109_TAC_2022_3213608
crossref_primary_10_1109_TSP_2011_2106124
crossref_primary_10_1007_s11633_014_0807_4
crossref_primary_10_1109_TVT_2023_3244653
crossref_primary_10_1007_s10589_013_9609_9
crossref_primary_10_1109_TIT_2013_2279895
crossref_primary_10_1109_JPROC_2006_887322
crossref_primary_10_1109_TWC_2014_2331287
crossref_primary_10_1109_JSAC_2012_120222
crossref_primary_10_1109_TMC_2011_210
crossref_primary_10_1109_JSAC_2014_2332091
crossref_primary_10_1145_2140522_2140530
crossref_primary_10_1109_TSP_2011_2177971
crossref_primary_10_1016_j_jpdc_2023_01_003
crossref_primary_10_1109_TIT_2010_2053897
crossref_primary_10_1109_TCOMM_2011_111710_090516
crossref_primary_10_1016_j_neucom_2021_06_097
crossref_primary_10_1049_iet_cta_2019_1169
crossref_primary_10_1109_TWC_2013_100213_121227
crossref_primary_10_1109_JSAC_2013_130311
crossref_primary_10_1109_ACCESS_2018_2849440
crossref_primary_10_1109_TNSE_2019_2921056
crossref_primary_10_1007_s11277_025_11766_8
crossref_primary_10_1109_TNET_2022_3182890
crossref_primary_10_1109_TSMC_2018_2859364
crossref_primary_10_1109_TVT_2012_2226944
crossref_primary_10_1109_COMST_2016_2619485
crossref_primary_10_1016_j_comcom_2017_12_002
crossref_primary_10_1109_TNET_2022_3156530
crossref_primary_10_1109_TSP_2010_2092773
crossref_primary_10_1109_TWC_2014_2384510
crossref_primary_10_4304_jnw_9_7_1721_1731
crossref_primary_10_1016_j_phycom_2011_10_002
crossref_primary_10_1016_j_actaastro_2015_12_045
crossref_primary_10_1109_JLT_2012_2194985
crossref_primary_10_1109_TIA_2019_2928240
crossref_primary_10_1016_j_comnet_2015_08_007
crossref_primary_10_1109_TPDS_2012_118
crossref_primary_10_3390_s110403611
crossref_primary_10_1109_JSTSP_2010_2056352
crossref_primary_10_1109_TCOMM_2016_2549535
crossref_primary_10_1186_1687_6180_2013_41
crossref_primary_10_1109_TSG_2012_2217761
crossref_primary_10_1109_ACCESS_2023_3262116
crossref_primary_10_1109_TSP_2014_2315167
Cites_doi 10.1109/TNET.2003.815297
10.1109/TIT.2006.874523
10.1007/978-0-8176-8216-3
10.1109/INFCOM.2004.1356985
10.1109/WIOPT.2006.1666512
10.1109/TSP.2005.850373
10.1109/90.879343
10.1038/sj.jors.2600523
10.1109/JSAC.2006.879356
10.1109/TSP.2005.859241
10.1109/TAC.2006.875032
10.1109/TNET.2002.1012372
10.1109/INFCOM.2007.34
10.1109/LCOMM.2006.1603389
10.1109/JSAC.2006.879350
10.1109/JPROC.2006.887322
10.1007/978-3-642-82118-9
10.1017/CBO9780511804441
10.1109/JSAC.2006.879361
10.1145/1062689.1062710
10.1109/INFCOM.2007.139
10.1109/90.811451
10.1109/90.993307
10.1109/TNET.2005.850219
10.1109/TNET.2003.818183
10.1007/s11134-005-1450-0
10.1109/CISS.2006.286389
10.1145/633025.633035
10.1109/JSAC.2004.837347(410) 23
10.1109/INFOCOM.2006.142
10.1109/TCOMM.2004.831346
10.1145/1012888.1005718
10.1109/90.842140
ContentType Journal Article
Copyright 2008 INIST-CNRS
Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2007
Copyright_xml – notice: 2008 INIST-CNRS
– notice: Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2007
DBID 97E
RIA
RIE
AAYXX
CITATION
IQODW
7SC
7SP
7TB
8FD
FR3
JQ2
L7M
L~C
L~D
F28
DOI 10.1109/TAC.2007.910665
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
Mechanical & Transportation Engineering Abstracts
Technology Research Database
Engineering 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
DatabaseTitle CrossRef
Technology Research Database
Computer and Information Systems Abstracts – Academic
Mechanical & Transportation Engineering Abstracts
Electronics & Communications Abstracts
ProQuest Computer Science Collection
Computer and Information Systems Abstracts
Engineering Research Database
Advanced Technologies Database with Aerospace
Computer and Information Systems Abstracts Professional
ANTE: Abstracts in New Technology & Engineering
DatabaseTitleList Technology Research Database

Technology Research Database
Technology Research Database
Technology Research Database
Database_xml – sequence: 1
  dbid: RIE
  name: IEEE Electronic Library (IEL)
  url: https://ieeexplore.ieee.org/
  sourceTypes: Publisher
DeliveryMethod fulltext_linktorsrc
Discipline Engineering
Applied Sciences
Architecture
EISSN 1558-2523
EndPage 2269
ExternalDocumentID 2338098491
19939624
10_1109_TAC_2007_910665
4395184
Genre orig-research
GroupedDBID -~X
.DC
0R~
29I
3EH
4.4
5GY
5VS
6IK
97E
AAJGR
AARMG
AASAJ
AAWTH
ABAZT
ABQJQ
ABVLG
ACGFO
ACGFS
ACIWK
ACNCT
AENEX
AETIX
AGQYO
AGSQL
AHBIQ
AI.
AIBXA
AKJIK
AKQYR
ALLEH
ALMA_UNASSIGNED_HOLDINGS
ASUFR
ATWAV
BEFXN
BFFAM
BGNUA
BKEBE
BPEOZ
CS3
DU5
EBS
EJD
F5P
HZ~
H~9
IAAWW
IBMZZ
ICLAB
IDIHD
IFIPE
IFJZH
IPLJI
JAVBF
LAI
M43
MS~
O9-
OCL
P2P
RIA
RIE
RNS
TAE
TN5
VH1
VJK
~02
AAYXX
CITATION
IQODW
RIG
7SC
7SP
7TB
8FD
FR3
JQ2
L7M
L~C
L~D
F28
ID FETCH-LOGICAL-c479t-d569210bca72d7be6f197ce46e0cef50b02ca900e1cfbc7da6a79f1117f3a3a93
IEDL.DBID RIE
ISICitedReferencesCount 207
ISICitedReferencesURI http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=000251746000005&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
ISSN 0018-9286
IngestDate Sat Sep 27 23:20:50 EDT 2025
Sat Sep 27 19:38:57 EDT 2025
Sun Nov 09 09:53:44 EST 2025
Mon Jun 30 10:19:41 EDT 2025
Mon Jul 21 09:16:15 EDT 2025
Sat Nov 29 02:25:49 EST 2025
Tue Nov 18 21:20:27 EST 2025
Wed Aug 27 02:52:16 EDT 2025
IsDoiOpenAccess false
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 12
Keywords Enumeration
Maximization
Resource allocation
Network architecture
Control synthesis
Routing
network control by pricing
Congestion control
Constrained optimization
Control constraint
Distributed algorithm
Pricing
Distributed control
rate control
mathematical programming/optimization
Service quality
Traffic congestion
Message transmission
network utility maximization (NUM)
Mathematical programming
Language English
License https://ieeexplore.ieee.org/Xplorehelp/downloads/license-information/IEEE.html
CC BY 4.0
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c479t-d569210bca72d7be6f197ce46e0cef50b02ca900e1cfbc7da6a79f1117f3a3a93
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 864881696
PQPubID 23500
PageCount 16
ParticipantIDs proquest_miscellaneous_889378028
crossref_citationtrail_10_1109_TAC_2007_910665
proquest_journals_864881696
proquest_miscellaneous_34438491
pascalfrancis_primary_19939624
proquest_miscellaneous_903628467
crossref_primary_10_1109_TAC_2007_910665
ieee_primary_4395184
PublicationCentury 2000
PublicationDate 2007-12-01
PublicationDateYYYYMMDD 2007-12-01
PublicationDate_xml – month: 12
  year: 2007
  text: 2007-12-01
  day: 01
PublicationDecade 2000
PublicationPlace New York, NY
PublicationPlace_xml – name: New York, NY
– name: New York
PublicationTitle IEEE transactions on automatic control
PublicationTitleAbbrev TAC
PublicationYear 2007
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 ref11
ford (ref13) 1962
ref17
ref16
xi (ref32) 2006
rexford (ref48) 2005
tan (ref35) 2006; v
ref46
johansson (ref19) 2005
ref42
ref44
ref43
chen (ref10) 2005
dukkipati (ref45) 2005
ref49
bertsekas (ref36) 2003
lasdon (ref15) 1970
ref8
ref7
ref9
ref4
ref3
ref6
ref5
bertsekas (ref33) 1999
srikant (ref2) 2004
ref37
lin (ref23) 2005
ref31
ref30
bertsekas (ref14) 1987
ref1
ref39
ref38
wang (ref47) 2005; 13
shor (ref34) 1985
chiang (ref41) 2005
ref24
ref26
ref25
ref20
ref22
ref21
ref28
ref27
wu (ref29) 2006
chandrayana (ref40) 2004
palomar (ref18) 2005
bertsekas (ref12) 1989
References_xml – year: 2003
  ident: ref36
  publication-title: Convex Analysis and Optimization
– year: 2005
  ident: ref19
  article-title: primal and dual approaches to distributed cross-layer optimization
  publication-title: 16th IFAC World Congr
– ident: ref3
  doi: 10.1109/TNET.2003.815297
– ident: ref27
  doi: 10.1109/TIT.2006.874523
– year: 2004
  ident: ref2
  publication-title: The Mathematics of Internet Congestion Control
  doi: 10.1007/978-0-8176-8216-3
– ident: ref37
  doi: 10.1109/INFCOM.2004.1356985
– ident: ref30
  doi: 10.1109/WIOPT.2006.1666512
– year: 1970
  ident: ref15
  publication-title: Optimization Theory for Large Systems
– ident: ref16
  doi: 10.1109/TSP.2005.850373
– ident: ref7
  doi: 10.1109/90.879343
– ident: ref1
  doi: 10.1038/sj.jors.2600523
– year: 2005
  ident: ref23
  article-title: the impact of imperfect scheduling on cross-layer rate control in multihop wireless networks
  publication-title: IEEE INFOCOM
– year: 1999
  ident: ref33
  publication-title: Nonlinear Programming
– year: 2005
  ident: ref45
  article-title: processor sharing flows in the internet
  publication-title: Proc 12th Int Workshop Quality Service (IWQOS)
– ident: ref28
  doi: 10.1109/JSAC.2006.879356
– ident: ref17
  doi: 10.1109/TSP.2005.859241
– ident: ref46
  doi: 10.1109/TAC.2006.875032
– ident: ref43
  doi: 10.1109/TNET.2002.1012372
– ident: ref38
  doi: 10.1109/INFCOM.2007.34
– volume: v
  start-page: 981
  year: 2006
  ident: ref35
  article-title: distributed optimization of coupled systems with applications to network utility maximization
  publication-title: Proc IEEE Int Conf Acoustics Speech and Signal Processing (ICASSP)
– ident: ref26
  doi: 10.1109/LCOMM.2006.1603389
– ident: ref49
  doi: 10.1109/JSAC.2006.879350
– ident: ref9
  doi: 10.1109/JPROC.2006.887322
– year: 2005
  ident: ref18
  article-title: choices of distributed algorithms for wireless network resource allocation
  publication-title: IEEE GLOBECOM
– year: 2006
  ident: ref32
  article-title: distributed algorithms for minimum cost multicast with network coding
  publication-title: IEEE NetCod Workshop
– year: 1985
  ident: ref34
  publication-title: Minimization Methods for Non-Differentiable Functions
  doi: 10.1007/978-3-642-82118-9
– year: 2005
  ident: ref41
  article-title: distributed rate allocation for inelastic flows: optimization frameworksoptimaltiy condition, and optimal algorithms
  publication-title: IEEE INFOCOM
– ident: ref11
  doi: 10.1017/CBO9780511804441
– year: 1962
  ident: ref13
  publication-title: Flow in Networks
– ident: ref22
  doi: 10.1109/JSAC.2006.879361
– ident: ref25
  doi: 10.1145/1062689.1062710
– ident: ref31
  doi: 10.1109/INFCOM.2007.139
– year: 1989
  ident: ref12
  publication-title: Parallel and Distributed Computation Numerical Methods
– ident: ref6
  doi: 10.1109/90.811451
– ident: ref5
  doi: 10.1109/90.993307
– volume: 13
  start-page: 582
  year: 2005
  ident: ref47
  article-title: cross-layer optimization in tcp/ip networks
  publication-title: IEEE/ACM Trans Netw
  doi: 10.1109/TNET.2005.850219
– year: 2006
  ident: ref29
  article-title: distributed utility maximization for network coding based multicasting: a critical cut approach
  publication-title: IEEE NetCod Workshop
– year: 2005
  ident: ref10
  article-title: joint congestion control and media access control design for ad hoc wireless networks
  publication-title: IEEE INFOCOM
– year: 1987
  ident: ref14
  publication-title: Data Networks
– ident: ref4
  doi: 10.1109/TNET.2003.818183
– ident: ref24
  doi: 10.1007/s11134-005-1450-0
– ident: ref20
  doi: 10.1109/CISS.2006.286389
– ident: ref44
  doi: 10.1145/633025.633035
– ident: ref8
  doi: 10.1109/JSAC.2004.837347(410) 23
– ident: ref21
  doi: 10.1109/INFOCOM.2006.142
– ident: ref39
  doi: 10.1109/TCOMM.2004.831346
– year: 2004
  ident: ref40
  article-title: uncooperative congestion control
  publication-title: ACM SIGMETRICS
  doi: 10.1145/1012888.1005718
– ident: ref42
  doi: 10.1109/90.842140
– year: 2005
  ident: ref48
  publication-title: Handbook of Optimization in Telecommunications
SSID ssj0016441
Score 2.3973365
Snippet Network utility maximization (NUM) problem formulations provide an important approach to conduct network resource allocation and to view layering as...
SourceID proquest
pascalfrancis
crossref
ieee
SourceType Aggregation Database
Index Database
Enrichment Source
Publisher
StartPage 2254
SubjectTerms Algorithms
Allocations
Applied sciences
Architecture
Computer architecture
Computer science; control theory; systems
Congestion control
Control system synthesis
Control theory. Systems
Convergence
Decomposition
distributed algorithm
Distributed algorithms
Distributed computing
Distributed control
Exact sciences and technology
Mathematical analysis
Mathematical models
mathematical programming/optimization
Maximization
Message passing
network control by pricing
network utility maximization (NUM)
Networks
Protocols
rate control
resource allocation
Resource management
Routing
Studies
Utility programs
Title Alternative Distributed Algorithms for Network Utility Maximization: Framework and Applications
URI https://ieeexplore.ieee.org/document/4395184
https://www.proquest.com/docview/864881696
https://www.proquest.com/docview/34438491
https://www.proquest.com/docview/889378028
https://www.proquest.com/docview/903628467
Volume 52
WOSCitedRecordID wos000251746000005&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 Electronic Library (IEL)
  customDbUrl:
  eissn: 1558-2523
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0016441
  issn: 0018-9286
  databaseCode: RIE
  dateStart: 19630101
  isFulltext: true
  titleUrlDefault: https://ieeexplore.ieee.org/
  providerName: IEEE
link http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV1Lb9QwEB61FQc48CqIUCg-cOBA2jjJ2jG3VWHFAVYcWqm3yE9YaZtFm2wF_54ZJxsWwR64Wco4sjz2zGfP-BuA14iBTWUyk4rcVWnJrU2N4y5FcOKCNwZdWOSZ_STn8-r6Wn05gLfjWxjvfUw-82fUjLF8t7Ibuio7R-c5wRPJIRxKKfu3WmPEgPx6b3VxA-eVGGh8eKbOL6cXPVchukZBXmTHA8WSKpQQqVuck9AXs_jLLkdnM3vwf8N8CPcHUMmm_Sp4BAe-eQz3dqgGj6GeLoerv1vP3hNbLhW68o5Nl19X60X37aZliF_ZvE8LZ1cdJc3-ZJ_1j8XN8FbzHZttU7mYbrDrTvD7CVzNPlxefEyH4gqpLaXqUjcRCo97xmqZO2m8CFxJ60vhM-vDJDNZbrXKMs9tMFY6LbRUAS2jDIUutCqewlGzavwzYJaqmHEpfeDUFHiE4sIQn1NueSgmCZxtJ7y2A_M4FcBY1vEEkqkaNUT1MGXdayiBN2OH7z3pxn7RY1LAKDbMfQKnf2j0928QjymRo8DJVsX1sGvbuhJozrhQIoFX41fcbhRD0Y1fbdq6KMuiKhVPgO2RqAgBVgjb9osogg0E_J7_e_QncDdeIcesmRdw1K03_iXcsbfdol2fxnX_C30MAnw
linkProvider IEEE
linkToHtml http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV1Lb9QwEB6VggQceBVEKLQ-cOBA2jgPO-a2KqyK2K44bKXeLD_LStss2mQr-PeMk2xYBHvgZinjKPJkZj57xt8AvEUMrEud6JiltoxzakysLbUxghPrndYYwlqe2QmfTsurK_F1D94Pd2Gcc23xmTsJwzaXb5dmHY7KTjF4FrgjuQN3izxPaXdba8gZhMje-V004bRkPZEPTcTpbHTWsRVicGQhjmzFoLapSiiJVDWuiu_aWfzlmdtwM378fx_6BB71sJKMuv_gKey56hk83CIbPAA5WvSHf7eOfAx8uaHVlbNktLherubNt5uaIIIl064wnFw2oWz2J7lQP-Y3_W3ND2S8KeYiqsKpW-nv53A5_jQ7O4_79gqxybloYlswgRs-bRRPLdeOeSq4cTlziXG-SHSSGiWSxFHjteFWMcWFR9_IfaYyJbIXsF8tK_cSiAl9zCjnztMwZLiJokwHRqfUUJ8VEZxsFlyanns8tMBYyHYPkgiJGgodMbnsNBTBu2HC9452Y7foQVDAINavfQRHf2j092sQkQmWosDhRsWyt9talgwdGmWCRXA8PEWDC1kUVbnlupZZnmdlLmgEZIdEGTBgicBtt4gIwCFAv1f__vpjuH8-u5jIyefpl0N40B4otzU0r2G_Wa3dG7hnbpt5vTpqbeAXCgQFww
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=Alternative+Distributed+Algorithms+for+Network+Utility+Maximization%3A+Framework+and+Applications&rft.jtitle=IEEE+transactions+on+automatic+control&rft.au=Palomar%2C+D.P&rft.au=Mung+Chiang%2C+Mung+Chiang&rft.date=2007-12-01&rft.pub=The+Institute+of+Electrical+and+Electronics+Engineers%2C+Inc.+%28IEEE%29&rft.issn=0018-9286&rft.eissn=1558-2523&rft.volume=52&rft.issue=12&rft.spage=2254&rft_id=info:doi/10.1109%2FTAC.2007.910665&rft.externalDBID=NO_FULL_TEXT&rft.externalDocID=2338098491
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0018-9286&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0018-9286&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0018-9286&client=summon