Caching Policies for Delay Minimization in Small Cell Networks With Coordinated Multi-Point Joint Transmissions
In 5G and beyond network architectures, operators and content providers base their content distribution strategies on Heterogeneous Networks, where macro and small cells are combined to offer better Quality of Service to wireless users. On top of such networks, edge caching and Coordinated Multi-Poi...
Saved in:
Published in: | IEEE/ACM transactions on networking Vol. 29; no. 3; pp. 1105 - 1115 |
---|---|
Main Authors: | , , , |
Format: | Journal Article |
Language: | English |
Published: |
New York
IEEE
01-06-2021
The Institute of Electrical and Electronics Engineers, Inc. (IEEE) IEEE/ACM |
Subjects: | |
Online Access: | Get full text |
Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Abstract | In 5G and beyond network architectures, operators and content providers base their content distribution strategies on Heterogeneous Networks, where macro and small cells are combined to offer better Quality of Service to wireless users. On top of such networks, edge caching and Coordinated Multi-Point (CoMP) joint transmissions are used to further improve performance. In this paper, we address the average delay minimization problem by first formulating it as a static optimization problem. Even though the problem is NP-hard we are able to solve it via an efficient algorithm that guarantees a <inline-formula> <tex-math notation="LaTeX">\frac {1}{2} </tex-math></inline-formula>-approximation ratio. We then proceed to propose two fully distributed and dynamic caching policies for the same problem. The first one asymptotically converges to the static optimal solution under the Independent Reference Model (IRM). The second one provides better results in practice under real (non-stationary) request processes. Our online policies outperform existing dynamic solutions that are PHY-unaware. |
---|---|
AbstractList | In 5G and beyond network architectures, operators and content providers base their content distribution strategies on Heterogeneous Networks, where macro and small cells are combined to offer better Quality of Service to wireless users. On top of such networks, edge caching and Coordinated Multi-Point (CoMP) joint transmissions are used to further improve performance. In this paper, we address the average delay minimization problem by first formulating it as a static optimization problem. Even though the problem is NP-hard we are able to solve it via an efficient algorithm that guarantees a 1 2-approximation ratio. We then proceed to propose two fully distributed and dynamic caching policies for the same problem. The first one asymptotically converges to the static optimal solution under the Independent Reference Model (IRM). The second one provides better results in practice under real (nonstationary) request processes. Our online policies outperform existing dynamic solutions that are PHY-unaware. In 5G and beyond network architectures, operators and content providers base their content distribution strategies on Heterogeneous Networks, where macro and small cells are combined to offer better Quality of Service to wireless users. On top of such networks, edge caching and Coordinated Multi-Point (CoMP) joint transmissions are used to further improve performance. In this paper, we address the average delay minimization problem by first formulating it as a static optimization problem. Even though the problem is NP-hard we are able to solve it via an efficient algorithm that guarantees a <inline-formula> <tex-math notation="LaTeX">\frac {1}{2} </tex-math></inline-formula>-approximation ratio. We then proceed to propose two fully distributed and dynamic caching policies for the same problem. The first one asymptotically converges to the static optimal solution under the Independent Reference Model (IRM). The second one provides better results in practice under real (non-stationary) request processes. Our online policies outperform existing dynamic solutions that are PHY-unaware. In 5G and beyond network architectures, operators and content providers base their content distribution strategies on Heterogeneous Networks, where macro and small cells are combined to offer better Quality of Service to wireless users. On top of such networks, edge caching and Coordinated Multi-Point (CoMP) joint transmissions are used to further improve performance. In this paper, we address the average delay minimization problem by first formulating it as a static optimization problem. Even though the problem is NP-hard we are able to solve it via an efficient algorithm that guarantees a [Formula Omitted]-approximation ratio. We then proceed to propose two fully distributed and dynamic caching policies for the same problem. The first one asymptotically converges to the static optimal solution under the Independent Reference Model (IRM). The second one provides better results in practice under real (non-stationary) request processes. Our online policies outperform existing dynamic solutions that are PHY-unaware. |
Author | Tuholukova, Alina Spyropoulos, Thrasyvoulos Neglia, Giovanni Ricardo, Guilherme Iecker |
Author_xml | – sequence: 1 givenname: Guilherme Iecker orcidid: 0000-0002-1750-3777 surname: Ricardo fullname: Ricardo, Guilherme Iecker email: guilherme.ricardo@eurecom.fr organization: EURECOM, Biot Sophia Antipolis Cedex, France – sequence: 2 givenname: Alina surname: Tuholukova fullname: Tuholukova, Alina email: tugolukovaalina@gmail.com organization: EURECOM, Biot Sophia Antipolis Cedex, France – sequence: 3 givenname: Giovanni orcidid: 0000-0001-8779-0620 surname: Neglia fullname: Neglia, Giovanni email: giovanni.neglia@inria.fr organization: Inria, Université Côte d'Azur, Sophia Antipolis Cedex, France – sequence: 4 givenname: Thrasyvoulos surname: Spyropoulos fullname: Spyropoulos, Thrasyvoulos email: thrasyvoulos.spyropoulos@eurecom.fr organization: EURECOM, Biot Sophia Antipolis Cedex, France |
BackLink | https://hal.science/hal-03346292$$DView record in HAL |
BookMark | eNo9kU1rGzEQhkVJoUnaH1ByEeTUw7qjz909hm2atDgfkIUexXg9rpWupURaN6S_vnIccph3huGZl4H3iB2EGIixzwJmQkD7tb8-72cSpJgpsFLa9h07FMY0lTTWHpQZrKqsbeUHdpTzPYBQIO0hix0Oax9-89s4-sFT5quY-Dca8Zlf-eA3_h9OPgbuA7_b4Djyjopc0_QU05_Mf_lpzbsY09IHnGjJr7bj5Kvb6MPEf75onzDkjc-52OSP7P0Kx0yfXvsx67-f991lNb-5-NGdzatB1TBVCrEh26IUsERQSlGzIKPJLqjRqgFtUDQLLSwsBlC1ISkHsLpVjcEWV-qYfdnbrnF0D8lvMD27iN5dns3dblc8tZWt_CsKe7pnH1J83FKe3H3cplC-c9JooWsoVSixp4YUc060erMV4HYRuF0EbheBe42g3JzsbzwRvfGtqnXdGPUfhI6DYw |
CODEN | IEANEP |
CitedBy_id | crossref_primary_10_3389_fpubh_2024_1357709 crossref_primary_10_3390_app13106115 crossref_primary_10_1109_TSC_2023_3303344 crossref_primary_10_1007_s10723_023_09730_6 crossref_primary_10_1109_TMC_2023_3273500 crossref_primary_10_1109_TNSM_2023_3334559 crossref_primary_10_1145_3604555 crossref_primary_10_1016_j_adhoc_2022_102807 |
Cites_doi | 10.1109/ICC40277.2020.9149237 10.1109/JSAC.2002.801752 10.1145/2541468.2541470 10.1145/2896380 10.1109/MCOM.2014.6736747 10.1109/TCOMM.2014.2351796 10.1109/MCOM.2012.6146494 10.1109/TWC.2017.2778733 10.1016/S0022-0000(77)80014-7 10.1109/JSAC.2018.2844982 10.1109/ICC40277.2020.9148740 10.1002/9780470978504 10.1145/2746285.2746300 10.1017/CBO9780511807213 10.1109/JSAC.2018.2844983 10.1145/3149001 10.1145/1842733.1842736 10.1017/CBO9780511804441 10.1109/INFOCOM.2016.7524380 10.1109/INFCOM.2012.6195469 10.1109/TIT.2013.2281606 10.1007/BF01584082 10.1145/2964791.2901483 10.1109/INFOCOM.2019.8737446 10.1109/ICC.2017.7996469 10.1109/TNET.2017.2783623 |
ContentType | Journal Article |
Copyright | Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2021 Distributed under a Creative Commons Attribution 4.0 International License |
Copyright_xml | – notice: Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2021 – notice: Distributed under a Creative Commons Attribution 4.0 International License |
DBID | 97E RIA RIE AAYXX CITATION 7SC 7SP 8FD JQ2 L7M L~C L~D 1XC VOOES |
DOI | 10.1109/TNET.2021.3062269 |
DatabaseName | IEEE All-Society Periodicals Package (ASPP) 2005-present IEEE All-Society Periodicals Package (ASPP) 1998–Present IEEE Electronic Library Online 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 Hyper Article en Ligne (HAL) Hyper Article en Ligne (HAL) (Open Access) |
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 Online url: http://ieeexplore.ieee.org/Xplore/DynWel.jsp sourceTypes: Publisher |
DeliveryMethod | fulltext_linktorsrc |
Discipline | Engineering Computer Science |
EISSN | 1558-2566 |
EndPage | 1115 |
ExternalDocumentID | oai_HAL_hal_03346292v1 10_1109_TNET_2021_3062269 9374785 |
Genre | orig-research |
GrantInformation_xml | – fundername: “5C-for-5G” JCJC project grantid: ANR-17-CE25-0001 – fundername: French Government through the EUR DS4H Investments in the Future project managed by the National Research Agency (ANR) grantid: ANR-17-EURE-0004 |
GroupedDBID | -DZ -~X .DC 0R~ 29I 4.4 5GY 5VS 6IK 85S 8US 97E 9M8 AAJGR AAKMM AALFJ AASAJ AAWTV AAYOK ABPPZ ABQJQ ABVLG ACGFS ACGOD ACIWK ACM ADBCU ADL ADPZR AEBYY AENSD AETEA AETIX AFWIH AFWXC AI. AIBXA AIKLT AKJIK ALLEH ALMA_UNASSIGNED_HOLDINGS ATWAV BDXCO BEFXN BFFAM BGNUA BKEBE BPEOZ CCLIF CS3 D0L EBS EJD FEDTE GUFHI HF~ HGAVV HZ~ H~9 I07 ICLAB IEDLZ IES IFIPE IFJZH IPLJI JAVBF LAI LHSKQ M43 MVM O9- OCL P1C P2P PQQKQ RIA RIC RIE RIG RNS ROL TN5 UPT UQL VH1 W7O XFK XOL YR2 ZCA AAYXX CITATION 7SC 7SP 8FD JQ2 L7M L~C L~D 1XC VOOES |
ID | FETCH-LOGICAL-c370t-3aa8e69a210da0333e8be54e6be8438045a18b4160bc0375e22c0649385a9af3 |
IEDL.DBID | RIE |
ISSN | 1063-6692 |
IngestDate | Fri Nov 15 06:47:11 EST 2024 Thu Oct 10 16:44:01 EDT 2024 Thu Sep 26 15:55:05 EDT 2024 Wed Jun 26 19:26:00 EDT 2024 |
IsDoiOpenAccess | true |
IsOpenAccess | true |
IsPeerReviewed | true |
IsScholarly | true |
Issue | 3 |
Keywords | Edge caching joint transmission optimization distributed algorithms heterogeneous cellular networks CoMP |
Language | English |
License | Distributed under a Creative Commons Attribution 4.0 International License: http://creativecommons.org/licenses/by/4.0 |
LinkModel | DirectLink |
MergedId | FETCHMERGED-LOGICAL-c370t-3aa8e69a210da0333e8be54e6be8438045a18b4160bc0375e22c0649385a9af3 |
ORCID | 0000-0001-8779-0620 0000-0002-1750-3777 |
OpenAccessLink | https://hal.science/hal-03346292 |
PQID | 2541470147 |
PQPubID | 32020 |
PageCount | 11 |
ParticipantIDs | crossref_primary_10_1109_TNET_2021_3062269 ieee_primary_9374785 hal_primary_oai_HAL_hal_03346292v1 proquest_journals_2541470147 |
PublicationCentury | 2000 |
PublicationDate | 2021-June 2021-6-00 20210601 2021-06 |
PublicationDateYYYYMMDD | 2021-06-01 |
PublicationDate_xml | – month: 06 year: 2021 text: 2021-June |
PublicationDecade | 2020 |
PublicationPlace | New York |
PublicationPlace_xml | – name: New York |
PublicationTitle | IEEE/ACM transactions on networking |
PublicationTitleAbbrev | TNET |
PublicationYear | 2021 |
Publisher | IEEE The Institute of Electrical and Electronics Engineers, Inc. (IEEE) IEEE/ACM |
Publisher_xml | – name: IEEE – name: The Institute of Electrical and Electronics Engineers, Inc. (IEEE) – name: IEEE/ACM |
References | ref13 ref12 ref15 ref14 ref31 ref30 ref11 ref32 ref10 (ref29) 2018 ref2 ref16 ref18 krause (ref24) 2009 wang (ref7) 2015 sun (ref19) 2013 ref23 ref26 ref25 ref20 ref22 ref21 ref28 ref27 ref8 ref9 (ref1) 2020 ref4 ref3 ref6 ref5 neglia (ref17) 2019 |
References_xml | – ident: ref18 doi: 10.1109/ICC40277.2020.9149237 – ident: ref12 doi: 10.1109/JSAC.2002.801752 – ident: ref28 doi: 10.1145/2541468.2541470 – ident: ref13 doi: 10.1145/2896380 – ident: ref2 doi: 10.1109/MCOM.2014.6736747 – ident: ref6 doi: 10.1109/TCOMM.2014.2351796 – ident: ref3 doi: 10.1109/MCOM.2012.6146494 – ident: ref21 doi: 10.1109/TWC.2017.2778733 – year: 2013 ident: ref19 publication-title: Heterogeneous Cellular Networks contributor: fullname: sun – ident: ref26 doi: 10.1016/S0022-0000(77)80014-7 – ident: ref15 doi: 10.1109/JSAC.2018.2844982 – ident: ref9 doi: 10.1109/ICC40277.2020.9148740 – ident: ref27 doi: 10.1002/9780470978504 – ident: ref10 doi: 10.1145/2746285.2746300 – start-page: 181 year: 2009 ident: ref24 article-title: Simultaneous placement and scheduling of sensors publication-title: Proc Int Conf Inf Process Sensor Netw contributor: fullname: krause – ident: ref22 doi: 10.1017/CBO9780511807213 – ident: ref8 doi: 10.1109/JSAC.2018.2844983 – ident: ref31 doi: 10.1145/3149001 – ident: ref30 doi: 10.1145/1842733.1842736 – start-page: 861 year: 2015 ident: ref7 article-title: Dynamic femtocaching for mobile users publication-title: Proc IEEE Wireless Commun Netw Conf (WCNC) contributor: fullname: wang – ident: ref23 doi: 10.1017/CBO9780511804441 – ident: ref25 doi: 10.1109/INFOCOM.2016.7524380 – ident: ref4 doi: 10.1109/INFCOM.2012.6195469 – ident: ref5 doi: 10.1109/TIT.2013.2281606 – ident: ref32 doi: 10.1007/BF01584082 – year: 2020 ident: ref1 publication-title: Cisco Annual Internet Report (2018-2023) – year: 2018 ident: ref29 publication-title: OpenMobileNetwork – ident: ref14 doi: 10.1145/2964791.2901483 – ident: ref16 doi: 10.1109/INFOCOM.2019.8737446 – ident: ref11 doi: 10.1109/ICC.2017.7996469 – year: 2019 ident: ref17 article-title: A swiss army knife for dynamic caching in small cell networks publication-title: arXiv 1912 10149 contributor: fullname: neglia – ident: ref20 doi: 10.1109/TNET.2017.2783623 |
SSID | ssj0013026 |
Score | 2.4363127 |
Snippet | In 5G and beyond network architectures, operators and content providers base their content distribution strategies on Heterogeneous Networks, where macro and... |
SourceID | hal proquest crossref ieee |
SourceType | Open Access Repository Aggregation Database Publisher |
StartPage | 1105 |
SubjectTerms | Algorithms Base stations Caching CoMP Computer Aided Engineering Computer architecture Computer Science Delays distributed algorithms Edge caching heterogeneous cellular networks joint transmission Minimization Networks Optimization Policies Quality of service architectures Resource management Servers Signal to noise ratio |
Title | Caching Policies for Delay Minimization in Small Cell Networks With Coordinated Multi-Point Joint Transmissions |
URI | https://ieeexplore.ieee.org/document/9374785 https://www.proquest.com/docview/2541470147 https://hal.science/hal-03346292 |
Volume | 29 |
hasFullText | 1 |
inHoldings | 1 |
isFullTextHit | |
isPrint | |
link | http://sdu.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV3Pi9QwFH44e9KDv1ZxdJUgnsTspknaJsdldpZBdBB2QG8lnbyyhdlWnBnB_9730u6o6MVLKCWF0C_t-768XwBv2AQpdJkMWROkzXUj6xC1rImaotbrwkQ-011clcsv7mLOZXLeHXJhEDEFn-EpXyZffuzXez4qOyNTakuXT2BSejfkav3yGKjUWo0UjpFF4fXowcyUP1st5ytSgjo7JX5MdMP_YYMm1xwBmVqr_PU_Tkbm8sH_Le8h3B_JpDgf0H8Ed7B7DPd-KzF4DP1siJYUqQAwyWJBLFVc4Cb8EB_brr0Z8zBF24mrm7DZiBnSsByiw7fic7u7FrOeJGrbES2NImXsyk992-3E-zQmc0fbhc_dtk9gdTlfzRZybLIg16ZUO2lCcFj4QNIvBmWMQVdjbrGo0XE1epuHzNVE21S95n65DCDRGG9cHnxozFM46voOn4GIKo_RNEUgTmJVLF0MtTW2Vg3aEL2fwtvbt159HUppVEmCKF8xRBVDVI0QTeE14XKYx0WwF-cfKr5Hi7SF9vp7NoVjRuEwawRgCie3MFbjF7mtNPc7L0kQls___dQLuMsLGMLATuBo922PL2GyjftXaaf9BNBi0Fg |
link.rule.ids | 230,315,782,786,798,887,27933,27934,54767 |
linkProvider | IEEE |
linkToHtml | http://sdu.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV3Pb9MwFH5axwE4MGBMFMawJk4Ib47tJPZx6jp10FWTFglullM7WqQuQbSdtP-eZycrQ3DZxYoiR7LyOXnf5_cL4FMwQcyrhNqkslSmvKKldZyWSE095_NMuHCmO7nKZz_U6TiUyfmyyYXx3sfgM38ULqMv37XzdTgqO0ZTKnOVDuBJKvMs77K1_vgMWGyuhhpH0CzTvPdhJkwfF7NxgVqQJ0fIkJFw6L-s0OA6xEDG5ir__JGjmTnbedwCX8KLnk6Skw7_V7Dlm9fw_EGRwV1oR128JIklgFEYE-Sp5NQv7B25qJv6ps_EJHVDrm7sYkFGHodZFx--JN_r1TUZtShS6waJqSMxZ5detnWzIl_jGA0ebphw8rZ8A8XZuBhNaN9mgc5FzlZUWKt8pi2KP2eZEMKr0qfSZ6VXoR69TG2iSiRurJyHjrkBQiQyWqjUaluJPdhu2sa_BeJY6pyoMousRDKXK2dLKWTJKi-t03oIn-_fuvnZFdMwUYQwbQJEJkBkeoiGcIi4bOaFMtiTk6kJ93CRMuOa3yZD2A0obGb1AAxh_x5G03-TS8NDx_McJWH-7v9PfYSnk-Jiaqbns2_v4VlYTBcUtg_bq19r_wEGS7c-iLvuN--H06k |
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=Caching+Policies+for+Delay+Minimization+in+Small+Cell+Networks+With+Coordinated+Multi-Point+Joint+Transmissions&rft.jtitle=IEEE%2FACM+transactions+on+networking&rft.au=Ricardo%2C+Guilherme+Iecker&rft.au=Tuholukova%2C+Alina&rft.au=Neglia%2C+Giovanni&rft.au=Spyropoulos%2C+Thrasyvoulos&rft.date=2021-06-01&rft.pub=IEEE&rft.issn=1063-6692&rft.eissn=1558-2566&rft.volume=29&rft.issue=3&rft.spage=1105&rft.epage=1115&rft_id=info:doi/10.1109%2FTNET.2021.3062269&rft.externalDocID=9374785 |
thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1063-6692&client=summon |
thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1063-6692&client=summon |
thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1063-6692&client=summon |