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...
Saved in:
| Published in: | IEEE eTransactions on network and service management Vol. 20; no. 3; p. 1 |
|---|---|
| Main Authors: | , , , |
| 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 |