Joint power-efficient traffic shaping and service provisioning for metro elastic optical networks

Considering the time-averaged behavior of a metro elastic optical network, we develop a joint procedure for resource allocation and traffic shaping to exploit the inherent service diversity among the requests for power-efficient network operation. To support the quality of service diversity, we cons...

Full description

Saved in:
Bibliographic Details
Published inJournal of optical communications and networking Vol. 11; no. 12; pp. 578 - 587
Main Authors Hadi, Mohammad, Agrell, Erik
Format Journal Article
LanguageEnglish
Published Piscataway Optica Publishing Group 01.12.2019
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subjects
Online AccessGet full text
ISSN1943-0620
1943-0639
1943-0639
DOI10.1364/JOCN.11.000578

Cover

Abstract Considering the time-averaged behavior of a metro elastic optical network, we develop a joint procedure for resource allocation and traffic shaping to exploit the inherent service diversity among the requests for power-efficient network operation. To support the quality of service diversity, we consider minimum transmission rate, average transmission rate, maximum burst size, and average transmission delay as the adjustable parameters of a general service profile. The work evolves from a stochastic optimization problem, which minimizes the power consumption subject to stability, physical, and service constraints. The optimal solution of the problem is obtained using a complex dynamic programming method. To provide a near-optimal fast-achievable solution, we propose a sequential heuristic with a scalable and causal software implementation, according to the basic Lyapunov iterations of an integer linear program. The heuristic method has a negligible optimality gap and a considerably shorter runtime compared to the optimal dynamic programming, and reduces the consumed power by 72% for an offered traffic with a unit variation coefficient. The adjustable trade-offs of the proposed scheme offer a typical 10% power saving for an acceptable amount of excess transmission delay or drop rate.
AbstractList Considering the time-averaged behavior of a metro elastic optical network, we develop a joint procedure for resource allocation and traffic shaping to exploit the inherent service diversity among the requests for power-efficient network operation. To support the quality of service diversity, we consider minimum transmission rate, average transmission rate, maximum burst size, and average transmission delay as the adjustable parameters of a general service profile. The work evolves from a stochastic optimization problem, which minimizes the power consumption subject to stability, physical, and service constraints. The optimal solution of the problem is obtained using a complex dynamic programming method. To provide a near-optimal fast-achievable solution, we propose a sequential heuristic with a scalable and causal software implementation, according to the basic Lyapunov iterations of an integer linear program. The heuristic method has a negligible optimality gap and a considerably shorter runtime compared to the optimal dynamic programming, and reduces the consumed power by 72% for an offered traffic with a unit variation coefficient. The adjustable trade-offs of the proposed scheme offer a typical 10% power saving for an acceptable amount of excess transmission delay or drop rate.
Author Agrell, Erik
Hadi, Mohammad
Author_xml – sequence: 1
  givenname: Mohammad
  orcidid: 0000-0002-5179-2138
  surname: Hadi
  fullname: Hadi, Mohammad
  email: mohadi@chalmers.se
  organization: Department of Electrical Engineering, Chalmers University of Technology, SE-41296 Gothenburg, Sweden
– sequence: 2
  givenname: Erik
  orcidid: 0000-0003-0685-451X
  surname: Agrell
  fullname: Agrell, Erik
  organization: Department of Electrical Engineering, Chalmers University of Technology, SE-41296 Gothenburg, Sweden
BackLink https://research.chalmers.se/publication/512261$$DView record from Swedish Publication Index
BookMark eNp1kU1v1DAQhi1UJNrClQuXSJyzteOPOEe0gkJV0QNwtsbOmHXJxsH2dsW_x6ugPVTiYs9o5nlHM-8VuZjjjIS8ZXTDuBI3dw_brxvGNpRS2esX5JINgrdU8eHiHHf0FbnK-ZFS1TMmLwncxTCXZolHTC16H1zAmpcEp7jJO1jC_LOBeWwypqfgsFlSfAo5xPlU8DE1eywpNjhBLhWJS31hamYsx5h-5dfkpYcp45t__zX58enj9-3n9v7h9sv2w33ruOKldb22WoJCO_he99JyPvZMKAsKHCjhmbUwWCpHbz1l3Ak7UiEtMKel4x2_Jt9W3XzE5WDNksIe0h8TIZiEGSG5nXE7mPaYssloqsDQ98qbkQldM9Sm6nPjeimog3HsNK2q71fVuvXvA-ZiHuMhzXUR03FKOadDx2vXZu1yKeac0J-nM2pO5piTOYYxs5pTAfEMcKFAqUetlw_T_7F3KxYQ8TxDa8kHpflfaH-gIQ
CODEN JOCNBB
CitedBy_id crossref_primary_10_1364_JOCN_377462
crossref_primary_10_1364_JOCN_496154
crossref_primary_10_1109_TNSM_2022_3166100
crossref_primary_10_1109_ACCESS_2024_3406206
crossref_primary_10_1109_JLT_2023_3310618
crossref_primary_10_1016_j_osn_2022_100719
Cites_doi 10.1364/JOCN.9.000D19
10.1109/MCOM.2018.1700025
10.1109/JLT.2018.2795345
10.1364/JOCN.7.00B101
10.1364/JOCN.11.000250
10.1364/JOCN.8.000118
10.1364/OE.22.000055
10.1364/JOCN.10.000832
10.1016/j.comnet.2012.03.012
10.1109/JLT.2016.2638739
10.1109/MCOM.2009.5307468
10.1109/TGCN.2018.2876338
10.1364/JOCN.5.000305
10.1364/JOCN.8.000175
10.1109/MCOM.2015.7045403
10.2200/S00271ED1V01Y201006CNT007
10.1364/JOCN.7.00A142
10.1109/JLT.2013.2295208
10.1109/JLT.2015.2461449
10.1364/JOCN.10.000090
10.1109/JLT.2017.2657698
10.1109/TC.2015.2401031
10.1364/JOCN.9.00A170
10.1109/JLT.2014.2332360
10.1109/COMST.2017.2769102
10.1109/JLT.2017.2665783
10.1109/JLT.2016.2590578
ContentType Journal Article
Copyright Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2019
Copyright_xml – notice: Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2019
DBID 97E
RIA
RIE
AAYXX
CITATION
7SC
7SP
8FD
JQ2
L7M
L~C
L~D
ABBSD
ADTPV
AOWAS
D8T
F1S
ZZAVC
DOI 10.1364/JOCN.11.000578
DatabaseName IEEE All-Society Periodicals Package (ASPP) 2005–Present
IEEE All-Society Periodicals Package (ASPP) 1998–Present
IEEE Electronic Library (IEL)
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
SWEPUB Chalmers tekniska högskola full text
SwePub
SwePub Articles
SWEPUB Freely available online
SWEPUB Chalmers tekniska högskola
SwePub Articles full text
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
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
EISSN 1943-0639
EndPage 587
ExternalDocumentID oai_research_chalmers_se_4bd9776f_d148_4be8_9b03_c7540cadd280
10_1364_JOCN_11_000578
8853968
Genre orig-research
GroupedDBID 0R~
29L
29N
4.4
5VS
6IK
8SL
97E
AAJGR
AARMG
AASAJ
AAWJZ
AAWTH
ABAZT
ABQJQ
ABVLG
ACIWK
AEDJG
AENEX
AETIX
AGQYO
AGSQL
AHBIQ
AKGWG
AKJIK
AKQYR
ALMA_UNASSIGNED_HOLDINGS
ATHME
ATWAV
AYPRP
AZSQR
AZYMN
BEFXN
BFFAM
BGNUA
BKEBE
BPEOZ
DSZJF
DU5
EBS
EJD
HZ~
IES
IFIPE
IPLJI
JAVBF
M43
O9-
OCL
ODPQJ
OFLFD
OPJBK
RIA
RIE
RNS
ROL
ROS
TR6
AAYXX
CITATION
7SC
7SP
8FD
JQ2
L7M
L~C
L~D
ABBSD
ADTPV
AOWAS
D8T
F1S
ZZAVC
ID FETCH-LOGICAL-c363t-c78b85a6eb9f7875b33d7146ba6aca64f1bba9b05dfbf013c4bd045ba1c85c323
IEDL.DBID RIE
ISSN 1943-0620
1943-0639
IngestDate Thu Aug 21 06:58:57 EDT 2025
Mon Jun 30 10:17:01 EDT 2025
Wed Oct 01 01:56:23 EDT 2025
Thu Apr 24 22:55:59 EDT 2025
Wed Aug 27 02:17:13 EDT 2025
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 12
Language English
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c363t-c78b85a6eb9f7875b33d7146ba6aca64f1bba9b05dfbf013c4bd045ba1c85c323
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 14
ORCID 0000-0002-5179-2138
0000-0003-0685-451X
OpenAccessLink https://research.chalmers.se/publication/512261
PQID 2300330923
PQPubID 85498
PageCount 10
ParticipantIDs proquest_journals_2300330923
crossref_citationtrail_10_1364_JOCN_11_000578
ieee_primary_8853968
swepub_primary_oai_research_chalmers_se_4bd9776f_d148_4be8_9b03_c7540cadd280
crossref_primary_10_1364_JOCN_11_000578
ProviderPackageCode CITATION
AAYXX
PublicationCentury 2000
PublicationDate 2019-12-01
PublicationDateYYYYMMDD 2019-12-01
PublicationDate_xml – month: 12
  year: 2019
  text: 2019-12-01
  day: 01
PublicationDecade 2010
PublicationPlace Piscataway
PublicationPlace_xml – name: Piscataway
PublicationTitle Journal of optical communications and networking
PublicationTitleAbbrev jocn
PublicationYear 2019
Publisher Optica Publishing Group
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher_xml – name: Optica Publishing Group
– name: The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
References Zhong (jocn-11-12-578-R5) 2016; 8
Yan (jocn-11-12-578-R20) 2017; 35
Neely (jocn-11-12-578-R25) 2010; 3
Ye (jocn-11-12-578-R3) 2015; 53
Dupas (jocn-11-12-578-R10) 2017; 9
Khodakarami (jocn-11-12-578-R16) 2014; 32
Jinno (jocn-11-12-578-R33) 2009; 47
Yan (jocn-11-12-578-R26) 2015; 7
Shen (jocn-11-12-578-R1) 2018; 56
Paolucci (jocn-11-12-578-R9) 2018; 36
Huang (jocn-11-12-578-R13) 2015; 64
Layec (jocn-11-12-578-R2) 2017; 35
Neely (jocn-11-12-578-R30) 2009
Fallahpour (jocn-11-12-578-R18) 2015; 33
Hadi (jocn-11-12-578-R15) 2019; 3
Khodakarami (jocn-11-12-578-R17) 2016; 8
Hadi (jocn-11-12-578-R23) 2019; 11
Zhang (jocn-11-12-578-R19) 2015; 7
Hadi (jocn-11-12-578-R14) 2018; 10
Ju (jocn-11-12-578-R29) 2016; 34
Yan (jocn-11-12-578-R21) 2018; 10
Alvizu (jocn-11-12-578-R7) 2017; 9
Alvizu (jocn-11-12-578-R6) 2017; 35
Vizcaíno (jocn-11-12-578-R28) 2012; 56
Rottondi (jocn-11-12-578-R22) 2013; 5
Poggiolini (jocn-11-12-578-R27) 2014; 32
Chatterjee (jocn-11-12-578-R8) 2018; 20
Velasco (jocn-11-12-578-R34) 2014; 22
References_xml – volume: 9
  start-page: D19
  year: 2017
  ident: jocn-11-12-578-R7
  publication-title: J. Opt. Commun. Netw.
  doi: 10.1364/JOCN.9.000D19
– volume: 56
  start-page: 189
  year: 2018
  ident: jocn-11-12-578-R1
  publication-title: IEEE Commun. Mag.
  doi: 10.1109/MCOM.2018.1700025
– volume: 36
  start-page: 3142
  year: 2018
  ident: jocn-11-12-578-R9
  publication-title: J. Lightwave Technol.
  doi: 10.1109/JLT.2018.2795345
– volume: 7
  start-page: B101
  year: 2015
  ident: jocn-11-12-578-R26
  publication-title: J. Opt. Commun. Netw.
  doi: 10.1364/JOCN.7.00B101
– volume: 11
  start-page: 250
  year: 2019
  ident: jocn-11-12-578-R23
  publication-title: J. Opt. Commun. Netw.
  doi: 10.1364/JOCN.11.000250
– volume: 8
  start-page: 118
  year: 2016
  ident: jocn-11-12-578-R17
  publication-title: J. Opt. Commun. Netw.
  doi: 10.1364/JOCN.8.000118
– volume: 22
  start-page: 55
  year: 2014
  ident: jocn-11-12-578-R34
  publication-title: Opt. Express
  doi: 10.1364/OE.22.000055
– volume: 10
  start-page: 832
  year: 2018
  ident: jocn-11-12-578-R21
  publication-title: J. Opt. Commun. Netw.
  doi: 10.1364/JOCN.10.000832
– volume: 56
  start-page: 2400
  year: 2012
  ident: jocn-11-12-578-R28
  publication-title: Comput. Netw.
  doi: 10.1016/j.comnet.2012.03.012
– volume: 35
  start-page: 325
  year: 2017
  ident: jocn-11-12-578-R6
  publication-title: J. Lightwave Technol.
  doi: 10.1109/JLT.2016.2638739
– volume: 47
  start-page: 66
  year: 2009
  ident: jocn-11-12-578-R33
  publication-title: IEEE Commun. Mag.
  doi: 10.1109/MCOM.2009.5307468
– volume: 3
  start-page: 180
  year: 2019
  ident: jocn-11-12-578-R15
  publication-title: IEEE Trans. Green Commun. Netw.
  doi: 10.1109/TGCN.2018.2876338
– start-page: 4826
  volume-title: Conference on Decision and Control (CDC)
  year: 2009
  ident: jocn-11-12-578-R30
  article-title: Stochastic optimization for Markov modulated networks with application to delay constrained wireless scheduling
– volume: 5
  start-page: 305
  year: 2013
  ident: jocn-11-12-578-R22
  publication-title: J. Opt. Commun. Netw.
  doi: 10.1364/JOCN.5.000305
– volume: 8
  start-page: 175
  year: 2016
  ident: jocn-11-12-578-R5
  publication-title: J. Opt. Commun. Netw.
  doi: 10.1364/JOCN.8.000175
– volume: 53
  start-page: 144
  year: 2015
  ident: jocn-11-12-578-R3
  publication-title: IEEE Commun. Mag.
  doi: 10.1109/MCOM.2015.7045403
– volume: 3
  start-page: 1
  year: 2010
  ident: jocn-11-12-578-R25
  publication-title: Synth. Lect. Commun. Netw.
  doi: 10.2200/S00271ED1V01Y201006CNT007
– volume: 7
  start-page: A142
  year: 2015
  ident: jocn-11-12-578-R19
  publication-title: J. Opt. Commun. Netw.
  doi: 10.1364/JOCN.7.00A142
– volume: 32
  start-page: 694
  year: 2014
  ident: jocn-11-12-578-R27
  publication-title: J. Lightwave Technol.
  doi: 10.1109/JLT.2013.2295208
– volume: 33
  start-page: 4008
  year: 2015
  ident: jocn-11-12-578-R18
  publication-title: J. Lightwave Technol.
  doi: 10.1109/JLT.2015.2461449
– volume: 10
  start-page: 90
  year: 2018
  ident: jocn-11-12-578-R14
  publication-title: J. Opt. Commun. Netw.
  doi: 10.1364/JOCN.10.000090
– volume: 35
  start-page: 1766
  year: 2017
  ident: jocn-11-12-578-R20
  publication-title: J. Lightwave Technol.
  doi: 10.1109/JLT.2017.2657698
– volume: 64
  start-page: 3488
  year: 2015
  ident: jocn-11-12-578-R13
  publication-title: IEEE Trans. Comput.
  doi: 10.1109/TC.2015.2401031
– volume: 9
  start-page: A170
  year: 2017
  ident: jocn-11-12-578-R10
  publication-title: J. Opt. Commun. Netw.
  doi: 10.1364/JOCN.9.00A170
– volume: 32
  start-page: 3958
  year: 2014
  ident: jocn-11-12-578-R16
  publication-title: J. Lightwave Technol.
  doi: 10.1109/JLT.2014.2332360
– volume: 20
  start-page: 183
  year: 2018
  ident: jocn-11-12-578-R8
  publication-title: IEEE Commun. Surv. Tutorials
  doi: 10.1109/COMST.2017.2769102
– volume: 35
  start-page: 1260
  year: 2017
  ident: jocn-11-12-578-R2
  publication-title: J. Lightwave Technol.
  doi: 10.1109/JLT.2017.2665783
– volume: 34
  start-page: 4053
  year: 2016
  ident: jocn-11-12-578-R29
  publication-title: J. Lightwave Technol.
  doi: 10.1109/JLT.2016.2590578
SSID ssj0067115
Score 2.2626162
Snippet Considering the time-averaged behavior of a metro elastic optical network, we develop a joint procedure for resource allocation and traffic shaping to exploit...
SourceID swepub
proquest
crossref
ieee
SourceType Open Access Repository
Aggregation Database
Enrichment Source
Index Database
Publisher
StartPage 578
SubjectTerms Coefficient of variation
Delay
Delays
Dynamic programming
Energy conservation
Heuristic methods
Modulation
Optical arrays
Optical communication
Optimization
Power consumption
Power demand
Provisioning
Quality of service
Quality of service architectures
Resource allocation
Resource management
Transponders
Title Joint power-efficient traffic shaping and service provisioning for metro elastic optical networks
URI https://ieeexplore.ieee.org/document/8853968
https://www.proquest.com/docview/2300330923
https://research.chalmers.se/publication/512261
Volume 11
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
journalDatabaseRights – providerCode: PRVIEE
  databaseName: IEEE Electronic Library (IEL)
  customDbUrl:
  eissn: 1943-0639
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0067115
  issn: 1943-0620
  databaseCode: RIE
  dateStart: 20090101
  isFulltext: true
  titleUrlDefault: https://ieeexplore.ieee.org/
  providerName: IEEE
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV1Nb9QwEB21PcGBAgWxtCAfKnHB2yR2HOdYVVTVqi0XKvVm-VOLgGS1yV749R3b2VWLQOKWSE7i-PnjjT3zBuC0Ko1B4ltSa0NFeXCaSpz1KEO4mzKUtXMxOPnmVlzd8cV9fb8Hn3exMN775Hzm5_EyneW73m7iVtmZxLWlFXIf9hspcqzWdtYVTZmyFaBNHrMVVMUk0MgEP1t8vbidR6nOGHkpnyxAKaPKU3L5WDA0LTKXh3CzrV72Lfkx34xmbn__odz4v_V_CS8mtknOc_d4BXu-ew3PH2kQHoFe9N-7kaxitjTqk6AEvoSMax2vybDUMaKK6M6RIc8rJG1DDHkjlyDpJb_8uO6JRyKO3yH9Ku2Pky57mA9v4O7yy7eLKzrlXaCWCTZS20gjay28aQOO59ow5hqcUY0W2mrBA-KrW1PULpiAFNJy45AZGl1aWVtWsbdw0PWdfwekMfF4uHS6ES33DLstFjFl8D5wro2eAd2CoewkSh5zY_xU6aRNcBXBQzNFZfBm8GlXfpXlOP5Z8igCsCs1tf0MTrZYq2m0DgrNsIKxArnuDK4z_rvnovz2pLu0VHaZktoMavAKfxq5swjKoUWJd14qbBOmbIMk2OKyUcni_d8rcQzPkHe12SvmBA7G9cZ_QG4zmo-pUz8AYfv5vQ
linkProvider IEEE
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV1Lj9MwEB4tywE48FoQhQV8QOJCuknsOM4RrViV0pbLrrQ3y08VAUnVpBd-PWM7rXYRSNwcaZLYHnv8je35BuBdWWiNwLfIjPFlxrxVmUCrl1FUd134orI2BCcvV3x2xebX1fURfDjEwjjn4uUzNw3FeJZvO7MLW2VnAteWhos7cLdijFUpWmtvd3ldxHwF6JWHfAVlPlI0Us7O5l_PV9NA1hliL8WtJSjmVLkNL29ShsZl5uIRLPcVTLdLvk93g56aX39wN_5vCx7DwxFvko9pgDyBI9c-hQc3WAhPQM27b-1ANiFfWuYipQR-hAxbFcqkX6sQU0VUa0mfLAuJGxF92solCHvJTzdsO-IQiuN_SLeJO-SkTXfM-2dwdfHp8nyWjZkXMkM5HTJTCy0qxZ1uPM7oSlNqa7SpWnFlFGceNawanVfWa48g0jBtERtqVRhRGVrS53Dcdq17AaTW4YC4sKrmDXMUBy6K6MI75xlTWk0g2ytDmpGWPGTH-CHjWRtnMigPHRWZlDeB9wf5TSLk-KfkSVDAQWrs-wmc7nUtx_naS3TEckpzRLsTWCT9H94LBNwj89JamnVMa9PL3klsNKJn7qVFnxKfnJDYJ1SaGmGwwYWjFPnLv1fiLdybXS4XcvF59eUV3EcU1qQ7MqdwPGx37jUinUG_iQP8N5GU_Qo
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=Joint+Power-Efficient+Traffic+Shaping+and+Service+Provisioning+for+Metro+Elastic+Optical+Networks&rft.jtitle=Journal+of+optical+communications+and+networking&rft.au=Hadi%2C+Mohammad&rft.au=Agrell%2C+Erik&rft.date=2019-12-01&rft.issn=1943-0620&rft.volume=11&rft.issue=12&rft.spage=578&rft_id=info:doi/10.1364%2FJOCN.11.000578&rft.externalDocID=oai_research_chalmers_se_4bd9776f_d148_4be8_9b03_c7540cadd280
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1943-0620&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1943-0620&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1943-0620&client=summon