On Coordinated Scheduling of Radio and Computing Resources in Cloud-RAN

Cloud Radio Access Network is a promising mobile network architecture based on centralizing the baseband processing of many cellular base stations in a BBU (BaseBand Unit) pool. Such architecture has many advantages. However, computing resources are shared among the base stations connected to the BB...

Full description

Saved in:
Bibliographic Details
Published in:IEEE eTransactions on network and service management Vol. 20; no. 3; p. 1
Main Authors: Sharara, Mahdi, Hoteit, Sahar, Brown, Patrick, Veque, Veronique
Format: Journal Article
Language:English
Published: New York IEEE 01.09.2023
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subjects:
ISSN:1932-4537, 1932-4537
Online Access:Get full text
Tags: Add Tag
No Tags, Be the first to tag this record!
Abstract Cloud Radio Access Network is a promising mobile network architecture based on centralizing the baseband processing of many cellular base stations in a BBU (BaseBand Unit) pool. Such architecture has many advantages. However, computing resources are shared among the base stations connected to the BBU pool. It is challenging to schedule the processing of users' data, especially on overloaded BBU pools, while respecting the time constraints imposed by the Hybrid Automatic Repeat Request (HARQ) mechanism. Given that the processing time of users' data and the computing requirement depends on the radio parameters such as the Modulation and Coding Scheme (MCS), we propose to enable the coordination between radio and computing resources schedulers; such coordination makes the selection of MCS dependent on the availability of radio and computing resources and on the ability to process data while respecting the HARQ-deadline. In this context, we propose and evaluate three Integer Linear Programming (ILP)-based schemes and three low-complexity heuristics, demonstrating their ability to reduce the wasted transmission power. Moreover, we evaluate the performance of the coordination under a multi-services scenario consisting of two services having heterogeneous requirements, enhanced Mobile Broadband (eMBB) and Ultra-Reliable Low-Latency Communication (URLLC).
AbstractList Cloud Radio Access Network is a promising mobile network architecture based on centralizing the baseband processing of many cellular base stations in a BBU (BaseBand Unit) pool. Such architecture has many advantages. However, computing resources are shared among the base stations connected to the BBU pool. It is challenging to schedule the processing of users’ data, especially on overloaded BBU pools, while respecting the time constraints imposed by the Hybrid Automatic Repeat Request (HARQ) mechanism. Given that the processing time of users’ data and the computing requirement depends on the radio parameters such as the Modulation and Coding Scheme (MCS), we propose to enable the coordination between radio and computing resources schedulers; such coordination makes the selection of MCS dependent on the availability of radio and computing resources and on the ability to process data while respecting the HARQ-deadline. In this context, we propose and evaluate three Integer Linear Programming (ILP)-based schemes and three low-complexity heuristics, demonstrating their ability to reduce the wasted transmission power. Moreover, we evaluate the performance of the coordination under a multi-services scenario consisting of two services having heterogeneous requirements, enhanced Mobile Broadband (eMBB) and Ultra-Reliable Low-Latency Communication (URLLC).
Cloud Radio Access Network is a promising mobile network architecture based on centralizing the baseband processing of many cellular base stations in a BBU (BaseBand Unit) pool. Such architecture has many advantages. However, computing resources are shared among the base stations connected to the BBU pool. It is challenging to schedule the processing of users' data, especially on overloaded BBU pools, while respecting the time constraints imposed by the Hybrid Automatic Repeat Request (HARQ) mechanism. Given that the processing time of users' data and the computing requirement depends on the radio parameters such as the Modulation and Coding Scheme (MCS), we propose to enable the coordination between radio and computing resources schedulers; such coordination makes the selection of MCS dependent on the availability of radio and computing resources and on the ability to process data while respecting the HARQ-deadline. In this context, we propose and evaluate three Integer Linear Programming (ILP)-based schemes and three low-complexity heuristics, demonstrating their ability to reduce the wasted transmission power. Moreover, we evaluate the performance of the coordination under a multiservices scenario consisting of two services having heterogeneous requirements, enhanced Mobile Broadband (eMBB) and Ultra-Reliable Low-Latency Communication (URLLC).
Author Sharara, Mahdi
Veque, Veronique
Brown, Patrick
Hoteit, Sahar
Author_xml – sequence: 1
  givenname: Mahdi
  orcidid: 0000-0003-4550-9938
  surname: Sharara
  fullname: Sharara, Mahdi
  organization: CNRS, CentraleSupélec, Laboratoire des signaux et systèmes, Université Paris-Saclay, Gif-sur-Yvette, France
– sequence: 2
  givenname: Sahar
  surname: Hoteit
  fullname: Hoteit, Sahar
  organization: CNRS, CentraleSupélec, Laboratoire des signaux et systèmes, Université Paris-Saclay, Gif-sur-Yvette, France
– sequence: 3
  givenname: Patrick
  surname: Brown
  fullname: Brown, Patrick
– sequence: 4
  givenname: Veronique
  surname: Veque
  fullname: Veque, Veronique
  organization: CNRS, CentraleSupélec, Laboratoire des signaux et systèmes, Université Paris-Saclay, Gif-sur-Yvette, France
BackLink https://hal.science/hal-03878685$$DView record in HAL
BookMark eNp9kE1LAzEQhoNUsK3-APGy4MnD1kxiNsmxFG2F2kJbzyG7SWzKdlP3Q_Dfu0uriAdPMwzPM7y8A9QrQmERugY8AsDyfrNYv4wIJmRECSE4EWeoD5KS-IFR3vu1X6BBVe0wZgIk6aPpsogmIZTGF7q2JlpnW2ua3BdvUXDRShsfIl2Yltkfmro7r2wVmjKzVeRbNQ-NiVfjxSU6dzqv7NVpDtHr0-NmMovny-nzZDyPM8pxHQssBNMgILHMMOqYSR1Y6tKEEScxGJ44ZhNNUsdTIIS2uzNMMGq1TDNGh-ju-Herc3Uo_V6Xnypor2bjuepumAouEsE-oGVvj-yhDO-NrWq1a5MXbTxFBGeMAxDZUvxIZWWoqtI6lfla1z4Udal9rgCrrmHVNay6htWp4daEP-Z3oP-cm6PjrbU_vJQMqAT6BcRhhsw
CODEN ITNSC4
CitedBy_id crossref_primary_10_1109_JSYST_2023_3327823
crossref_primary_10_1109_ACCESS_2024_3482561
crossref_primary_10_1007_s10922_025_09935_y
Cites_doi 10.1109/TVT.2021.3111148
10.1109/IWCMC.2017.7986431
10.1109/MWC.2018.1700294
10.1109/TVT.2019.2927904
10.1109/GLOBECOM38437.2019.9014032
10.1109/ACCESS.2018.2872781
10.1109/EuCNC.2018.8442563
10.1109/ICNC47757.2020.9049679
10.1109/ISCC.2017.8024671
10.1109/ICCChina.2017.8330508
10.1109/ICC.2019.8761870
10.1109/CloudNet.2018.8549295
10.1109/TWC.2017.2777825
10.1109/PIMRC.2017.8292200
10.1049/iet-com.2019.0187
10.1109/ICT.2018.8464912
10.1109/ACCESS.2019.2919657
10.1109/WCNC.2018.8377187
10.1007/978-3-642-24488-9
10.1109/ISNCC.2016.7746121
ContentType Journal Article
Copyright Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2023
Distributed under a Creative Commons Attribution 4.0 International License
Copyright_xml – notice: Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2023
– notice: Distributed under a Creative Commons Attribution 4.0 International License
DBID 97E
RIA
RIE
AAYXX
CITATION
1XC
VOOES
DOI 10.1109/TNSM.2022.3222068
DatabaseName IEEE All-Society Periodicals Package (ASPP) 2005-present
IEEE All-Society Periodicals Package (ASPP) 1998-Present
IEEE Electronic Library (IEL)
CrossRef
Hyper Article en Ligne (HAL)
Hyper Article en Ligne (HAL) (Open Access)
DatabaseTitle CrossRef
DatabaseTitleList


Database_xml – sequence: 1
  dbid: RIE
  name: IEEE Electronic Library (IEL)
  url: https://ieeexplore.ieee.org/
  sourceTypes: Publisher
DeliveryMethod fulltext_linktorsrc
Discipline Engineering
Computer Science
EISSN 1932-4537
EndPage 1
ExternalDocumentID oai:HAL:hal-03878685v1
10_1109_TNSM_2022_3222068
9951391
Genre orig-research
GroupedDBID 0R~
4.4
5VS
6IK
97E
AAJGR
AARMG
AASAJ
AAWTH
ABAZT
ABJNI
ABQJQ
ABVLG
ACGFO
ACIWK
AENEX
AETIX
AGQYO
AGSQL
AHBIQ
AIBXA
AKJIK
AKQYR
ALMA_UNASSIGNED_HOLDINGS
ATWAV
BEFXN
BFFAM
BGNUA
BKEBE
BPEOZ
CS3
EBS
EJD
HZ~
IES
IFIPE
IPLJI
JAVBF
LAI
M43
O9-
OCL
P2P
RIA
RIE
AAYXX
CITATION
1XC
VOOES
ID FETCH-LOGICAL-c370t-80885a1816e5d53f5dbf1e3fb652f901d76f5e6a2bf7b1223e6afd5853ea9bc53
IEDL.DBID RIE
ISICitedReferencesCount 6
ISICitedReferencesURI http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=001119505800063&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
ISSN 1932-4537
IngestDate Tue Oct 14 20:43:04 EDT 2025
Mon Jun 30 10:21:43 EDT 2025
Sat Nov 29 03:13:17 EST 2025
Tue Nov 18 22:27:46 EST 2025
Wed Aug 27 02:07:49 EDT 2025
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 3
Keywords Computing Resources Allocation
5G
Modulation and Coding Scheme (MCS)
Integer Linear Programming (ILP)
Cloud-RAN
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
Distributed under a Creative Commons Attribution 4.0 International License: http://creativecommons.org/licenses/by/4.0
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c370t-80885a1816e5d53f5dbf1e3fb652f901d76f5e6a2bf7b1223e6afd5853ea9bc53
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 14
ORCID 0000-0003-4550-9938
0000-0001-5764-5043
0000-0002-1752-6020
0000-0002-6291-5391
OpenAccessLink https://hal.science/hal-03878685
PQID 2875571129
PQPubID 85504
PageCount 1
ParticipantIDs ieee_primary_9951391
proquest_journals_2875571129
hal_primary_oai_HAL_hal_03878685v1
crossref_primary_10_1109_TNSM_2022_3222068
crossref_citationtrail_10_1109_TNSM_2022_3222068
PublicationCentury 2000
PublicationDate 2023-09-01
PublicationDateYYYYMMDD 2023-09-01
PublicationDate_xml – month: 09
  year: 2023
  text: 2023-09-01
  day: 01
PublicationDecade 2020
PublicationPlace New York
PublicationPlace_xml – name: New York
PublicationTitle IEEE eTransactions on network and service management
PublicationTitleAbbrev T-NSM
PublicationYear 2023
Publisher IEEE
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher_xml – name: IEEE
– name: The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
References ref13
ref12
jain (ref24) 1984
ref15
ref14
ref11
ref10
ref17
ref16
ref19
sharara (ref1) 2021
ref18
(ref21) 2014
ref23
ref26
ref20
(ref25) 2019
(ref2) 2011
ref8
ref7
ref9
ref4
ref3
ref6
ref5
(ref22) 2018
References_xml – year: 2011
  ident: ref2
  publication-title: C-RAN the Road Towards Green RAN
– ident: ref15
  doi: 10.1109/TVT.2021.3111148
– year: 2014
  ident: ref21
– ident: ref10
  doi: 10.1109/IWCMC.2017.7986431
– ident: ref26
  doi: 10.1109/MWC.2018.1700294
– ident: ref17
  doi: 10.1109/TVT.2019.2927904
– year: 2018
  ident: ref22
– ident: ref20
  doi: 10.1109/GLOBECOM38437.2019.9014032
– ident: ref8
  doi: 10.1109/ACCESS.2018.2872781
– ident: ref9
  doi: 10.1109/EuCNC.2018.8442563
– ident: ref6
  doi: 10.1109/ICNC47757.2020.9049679
– year: 2019
  ident: ref25
– ident: ref12
  doi: 10.1109/ISCC.2017.8024671
– ident: ref13
  doi: 10.1109/ICCChina.2017.8330508
– ident: ref5
  doi: 10.1109/ICC.2019.8761870
– ident: ref11
  doi: 10.1109/CloudNet.2018.8549295
– ident: ref14
  doi: 10.1109/TWC.2017.2777825
– ident: ref23
  doi: 10.1109/PIMRC.2017.8292200
– year: 1984
  ident: ref24
  publication-title: A quantitative measure of fairness and discrimination for resource allocation in shared computer systems
– ident: ref16
  doi: 10.1049/iet-com.2019.0187
– ident: ref19
  doi: 10.1109/ICT.2018.8464912
– start-page: 37
  year: 2021
  ident: ref1
  article-title: Coordination between radio and computing schedulers in cloud-RAN
  publication-title: Proc IFIP/IEEE Int Symp Integr Netw Manage
– ident: ref4
  doi: 10.1109/ACCESS.2019.2919657
– ident: ref18
  doi: 10.1109/WCNC.2018.8377187
– ident: ref7
  doi: 10.1007/978-3-642-24488-9
– ident: ref3
  doi: 10.1109/ISNCC.2016.7746121
SSID ssj0058192
Score 2.3558116
Snippet Cloud Radio Access Network is a promising mobile network architecture based on centralizing the baseband processing of many cellular base stations in a BBU...
SourceID hal
proquest
crossref
ieee
SourceType Open Access Repository
Aggregation Database
Enrichment Source
Index Database
Publisher
StartPage 1
SubjectTerms Automatic repeat request
Broadband
Cloud computing
Cloud-RAN
Computer architecture
Computer Science
Computing Resources Allocation
Coordination
Decoding
Encoding
Indexes
Integer Linear Programming (ILP)
Integer programming
Linear programming
Mobile computing
Modulation and Coding Scheme (MCS)
Network latency
Networking and Internet Architecture
Performance evaluation
Radio equipment
Resource management
Scheduling
Throughput
Ultra reliable low latency communication
Title On Coordinated Scheduling of Radio and Computing Resources in Cloud-RAN
URI https://ieeexplore.ieee.org/document/9951391
https://www.proquest.com/docview/2875571129
https://hal.science/hal-03878685
Volume 20
WOSCitedRecordID wos001119505800063&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: 1932-4537
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0058192
  issn: 1932-4537
  databaseCode: RIE
  dateStart: 20040101
  isFulltext: true
  titleUrlDefault: https://ieeexplore.ieee.org/
  providerName: IEEE
link http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV3dS8MwED-24YM--DXF6ZQgPond-rE07eMYzj3MKduUvZW2SXQwWtnX3-9d242BIvgWQgIlvzT3u9zldwB3UUu6nsu1obISZsgYjBBZs8FVS2ou0URlyZjvfTEYeJOJ_1qCh-1bGKVUlnymGtTMYvkyjVd0Vdb0kQ449FS9LITI32ptTl1Owl5F1NIy_eZ4MHpG78-2GxRKMElJdcfulD8p6zErp_LjDM4MS_fof590DIcFgWTtHPETKKnkFA52ZAWr8PSSsE6KXuU0QSYp2QiBkZRx_sFSzYahnKYsTCTLKzpQ9-YSf8GmOHWWrqQxbA_O4K37OO70jKJgghE7wlyitfE8HqLNdhUus4NrHWlLOTpyua3R8Evhaq7c0I60iCwkBtjWEh0GR4V-FHPnHCpJmqgLYHYrlp5GX8onuRmNRow7Qkk_Ck1lKilrYG6WM4gLNXEqajELMq_C9ANCICAEggKBGtxvp3zlUhp_Db5FjLbjSAS71-4H1EcBd8_1-NqqQZUQ2Y4qwKhBfQNpUPyRiwA9Q84FscvL32ddwT6Vks_zx-pQWc5X6hr24vVyupjfZJvtGzTS0N0
linkProvider IEEE
linkToHtml http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV1bS8MwFD7oFNQH7-K8BvFJ7NZbenkc4pw4q-iUvYW2SXQwWtnF3-85bTcERfAthARKvjTnOzkn3wE4T1zpBR7XhipKmCFjMGJkzQZXrtRcookqkjFfu34UBf1--LgAl_O3MEqpIvlMNahZxPJlnk7pqqwZIh1w6Kn6Endd2ypfa83OXU7SXlXc0jLDZi96vkf_z7YbFEwwSUv1m-VZfKe8x6Kgyo9TuDAt7Y3_fdQmrFcUkrVKzLdgQWXbsPZNWHAHbh4ydpWjXznIkEtK9ozQSMo5f2O5Zk-xHOQsziQrazpQ9-waf8wGOHWYT6Xx1Ip24aV93bvqGFXJBCN1fHOC9iYIeIxW21O40A6udqIt5ejE47ZG0y99T3PlxXai_cRCaoBtLdFlcFQcJil39qCW5ZnaB2a7qQw0elMhCc5oNGPc8ZUMk9hUppKyDuZsOUVa6YlTWYuhKPwKMxSEgCAERIVAHS7mUz5KMY2_Bp8hRvNxJIPdaXUF9VHIPfAC_mnVYYcQmY-qwKjD0QxSUf2TY4G-Iec-8cuD32edwkqnd98V3dvo7hBWqbB8mU12BLXJaKqOYTn9nAzGo5Ni430BOobUJA
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=On+Coordinated+Scheduling+of+Radio+and+Computing+Resources+in+Cloud-RAN&rft.jtitle=IEEE+eTransactions+on+network+and+service+management&rft.au=Sharara%2C+Mahdi&rft.au=Hoteit%2C+Sahar&rft.au=Brown%2C+Patrick&rft.au=V%C3%A8que%2C+V%C3%A9ronique&rft.date=2023-09-01&rft.pub=IEEE&rft.issn=1932-4537&rft.eissn=1932-4537&rft_id=info:doi/10.1109%2FTNSM.2022.3222068&rft.externalDBID=HAS_PDF_LINK&rft.externalDocID=oai%3AHAL%3Ahal-03878685v1
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1932-4537&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1932-4537&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1932-4537&client=summon