Joint Power Allocation and Beam Scheduling in Beam-Hopping Satellites: A Two-Stage Framework With a Probabilistic Perspective
Beam-hopping (BH) technology, integral to multi-beam satellite systems, adapts beam activation to the variable communication demands of terrestrial users. The optimization of power allocation and beam illumination scheduling constitutes the core design challenge in BH systems, especially under the c...
Saved in:
Published in | IEEE transactions on wireless communications Vol. 23; no. 10; pp. 14685 - 14701 |
---|---|
Main Authors | , , , , , , |
Format | Journal Article |
Language | English |
Published |
New York
IEEE
01.10.2024
The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Subjects | |
Online Access | Get full text |
Cover
Loading…
Abstract | Beam-hopping (BH) technology, integral to multi-beam satellite systems, adapts beam activation to the variable communication demands of terrestrial users. The optimization of power allocation and beam illumination scheduling constitutes the core design challenge in BH systems, especially under the constraint on a limited number of simultaneously active beams due to restricted radio frequency chain availability. This paper proposes a two-stage BH design solution, which minimizes energy consumption in BH satellite communications while accommodating the heterogeneous demands of users. The first stage addresses the coupling variables of power and beam status by recasting the allocation and scheduling problem through a statistical lens, thus breaking down the intricate relationship between variables. To manage the resulting non-convex challenge, we propose an iterative method that capitalizes on the optimality conditions inherent to this problem. This method is designed to procure a statistically-informed solution that aligns with our reformulated interpretation. Subsequently, the second stage maps this solution into a concrete beam illumination schedule, employing binary quadratic programming techniques. A penalty-based iterative method is applied, ensuring convergence to a locally optimal solution. Through numerical simulations, the proposed framework has been validated for its efficacy in improving energy efficiency and accurately matching demands. |
---|---|
AbstractList | Beam-hopping (BH) technology, integral to multi-beam satellite systems, adapts beam activation to the variable communication demands of terrestrial users. The optimization of power allocation and beam illumination scheduling constitutes the core design challenge in BH systems, especially under the constraint on a limited number of simultaneously active beams due to restricted radio frequency chain availability. This paper proposes a two-stage BH design solution, which minimizes energy consumption in BH satellite communications while accommodating the heterogeneous demands of users. The first stage addresses the coupling variables of power and beam status by recasting the allocation and scheduling problem through a statistical lens, thus breaking down the intricate relationship between variables. To manage the resulting non-convex challenge, we propose an iterative method that capitalizes on the optimality conditions inherent to this problem. This method is designed to procure a statistically-informed solution that aligns with our reformulated interpretation. Subsequently, the second stage maps this solution into a concrete beam illumination schedule, employing binary quadratic programming techniques. A penalty-based iterative method is applied, ensuring convergence to a locally optimal solution. Through numerical simulations, the proposed framework has been validated for its efficacy in improving energy efficiency and accurately matching demands. |
Author | Lagunas, Eva Wu, Linlong Chen, Lin Chatzinotas, Symeon Wang, Anyue Lei, Lei Ottersten, Bjorn |
Author_xml | – sequence: 1 givenname: Lin orcidid: 0000-0002-9375-4113 surname: Chen fullname: Chen, Lin email: lin.chen@uni.lu organization: Interdisciplinary Centre for Security, Reliability and Trust (SnT), University of Luxembourg, Luxembourg City, Luxembourg – sequence: 2 givenname: Linlong orcidid: 0000-0003-4521-2026 surname: Wu fullname: Wu, Linlong organization: Interdisciplinary Centre for Security, Reliability and Trust (SnT), University of Luxembourg, Luxembourg City, Luxembourg – sequence: 3 givenname: Eva orcidid: 0000-0002-9936-7245 surname: Lagunas fullname: Lagunas, Eva organization: Interdisciplinary Centre for Security, Reliability and Trust (SnT), University of Luxembourg, Luxembourg City, Luxembourg – sequence: 4 givenname: Anyue orcidid: 0000-0002-3861-6877 surname: Wang fullname: Wang, Anyue organization: Interdisciplinary Centre for Security, Reliability and Trust (SnT), University of Luxembourg, Luxembourg City, Luxembourg – sequence: 5 givenname: Lei orcidid: 0000-0002-9144-0559 surname: Lei fullname: Lei, Lei organization: School of Information and Communications Engineering, Xi'an Jiaotong University, Xi'an, China – sequence: 6 givenname: Symeon orcidid: 0000-0001-5122-0001 surname: Chatzinotas fullname: Chatzinotas, Symeon organization: Interdisciplinary Centre for Security, Reliability and Trust (SnT), University of Luxembourg, Luxembourg City, Luxembourg – sequence: 7 givenname: Bjorn orcidid: 0000-0003-2298-6774 surname: Ottersten fullname: Ottersten, Bjorn organization: Interdisciplinary Centre for Security, Reliability and Trust (SnT), University of Luxembourg, Luxembourg City, Luxembourg |
BookMark | eNpNkD1v2zAQhonCARon2TN0INBZDj8kkurmGkmTwEAM2EFG4USdErqyqJJ0jQ7975XrDJnuA897BzxTMul9j4RcczbjnJU3m5fFTDCRz2TOtWb6EznnRWEyIXIzOfZSZVxo9ZlMY9wyxrUqinPy99G7PtGVP2Cg867zFpLzPYW-od8RdnRt37DZd65_pa7_v8ru_TAc5zUk7DqXMH6jc7o5-Gyd4BXpXYAdHnz4SV9ceqNAV8HXULvOxeQsXWGIA9rkfuMlOWuhi3j1Xi_I893tZnGfLZ9-PCzmy8xKUaSMS5O3olS1LriEsjEWrFLatHlZSgPADFdFzWpoDSrdSqibtrYgGwFYKlvLC_L1dHcI_tceY6q2fh_68WUl-ahJc1OykWInygYfY8C2GoLbQfhTcVYdJVej5OoouXqXPEa-nCIOET_ghREm5_IfM5V7TQ |
CODEN | ITWCAX |
Cites_doi | 10.1109/TBC.2017.2755263 10.1017/9781108277587 10.1109/GLOBECOM38437.2019.9013589 10.1109/LWC.2019.2949277 10.1109/JSAC.2016.2611860 10.1109/MSP.2019.2894391 10.1109/TWC.2014.021214.130809 10.1049/cp.2018.1711 10.2514/6.2006-5376 10.1007/978-0-387-21593-8 10.1137/1.9781611971262 10.7551/mitpress/1100.001.0001 10.1109/TWC.2012.051512.111532 10.1137/120891009 10.1109/COMST.2020.3028247 10.1017/CBO9780511804441 10.1016/j.aml.2006.05.020 10.1007/978-1-4615-7566-5 10.1109/TWC.2022.3213418 10.1109/TBC.2018.2847438 10.1109/MNET.011.2100191 10.1007/0-387-30528-9 10.1049/cp.2019.1229 10.1007/s10107-021-01631-4 10.1109/TWC.2014.2353043 10.1137/1.9780898718829 10.1016/0024-3795(86)90233-8 10.1109/TWC.2021.3088609 10.1109/ACCESS.2020.3011746 10.1109/TWC.2005.858365 10.1145/584091.584093 10.1109/VTC2022-Fall57202.2022.10012704 10.1007/978-3-319-76571-6_5 |
ContentType | Journal Article |
Copyright | Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2024 |
Copyright_xml | – notice: Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2024 |
DBID | 97E ESBDL RIA RIE AAYXX CITATION 7SC 7SP 8FD JQ2 L7M L~C L~D |
DOI | 10.1109/TWC.2024.3417707 |
DatabaseName | IEEE All-Society Periodicals Package (ASPP) 2005–Present IEEE Xplore Open Access Journals 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 |
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 | 1558-2248 |
EndPage | 14701 |
ExternalDocumentID | 10_1109_TWC_2024_3417707 10582841 |
Genre | orig-research |
GrantInformation_xml | – fundername: Luxembourg National Research Fund (FNR) under the Project “FlexSAT: Resource Optimization for Next Generation of Flexible SATellite Payloads” grantid: C19/IS/13696663 – fundername: Qin Chuangyuan Innovation and Talent Project QCYRCXM-2023-049 – fundername: Key Research and Development Program of Shaanxi grantid: 2024GX-YBXM-065 – fundername: FNR CORE INTER Project SENCOM grantid: C20/IS/14799710/SENCOM – fundername: National Key Laboratory Foundation grantid: HTKJ2023KL504002; 2023-JCJQ-LB-007 funderid: 10.13039/501100014206 |
GroupedDBID | -~X 0R~ 29I 4.4 5GY 5VS 6IK 97E AAJGR AARMG AASAJ AAWTH ABAZT ABQJQ ABVLG ACGFO ACGFS ACIWK AENEX AETIX AGQYO AGSQL AHBIQ AIBXA AKJIK AKQYR ALMA_UNASSIGNED_HOLDINGS ATWAV BEFXN BFFAM BGNUA BKEBE BPEOZ CS3 DU5 EBS EJD ESBDL HZ~ H~9 IES IFIPE IPLJI JAVBF LAI M43 O9- OCL P2P RIA RIE RNS AAYXX CITATION RIG 7SC 7SP 8FD JQ2 L7M L~C L~D |
ID | FETCH-LOGICAL-c325t-1384f296b7513a9d8cac6678f49938aa08165b0baf8e67f3abdfbca3d2ae96cb3 |
IEDL.DBID | RIE |
ISSN | 1536-1276 |
IngestDate | Fri Jul 25 12:26:19 EDT 2025 Tue Jul 01 04:13:40 EDT 2025 Wed Aug 27 02:20:02 EDT 2025 |
IsDoiOpenAccess | true |
IsOpenAccess | true |
IsPeerReviewed | true |
IsScholarly | true |
Issue | 10 |
Language | English |
License | https://creativecommons.org/licenses/by/4.0/legalcode |
LinkModel | DirectLink |
MergedId | FETCHMERGED-LOGICAL-c325t-1384f296b7513a9d8cac6678f49938aa08165b0baf8e67f3abdfbca3d2ae96cb3 |
Notes | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 14 |
ORCID | 0000-0002-9936-7245 0000-0003-4521-2026 0000-0002-3861-6877 0000-0002-9144-0559 0000-0002-9375-4113 0000-0003-2298-6774 0000-0001-5122-0001 |
OpenAccessLink | https://proxy.k.utb.cz/login?url=https://ieeexplore.ieee.org/document/10582841 |
PQID | 3115571890 |
PQPubID | 105736 |
PageCount | 17 |
ParticipantIDs | crossref_primary_10_1109_TWC_2024_3417707 ieee_primary_10582841 proquest_journals_3115571890 |
ProviderPackageCode | CITATION AAYXX |
PublicationCentury | 2000 |
PublicationDate | 2024-10-01 |
PublicationDateYYYYMMDD | 2024-10-01 |
PublicationDate_xml | – month: 10 year: 2024 text: 2024-10-01 day: 01 |
PublicationDecade | 2020 |
PublicationPlace | New York |
PublicationPlace_xml | – name: New York |
PublicationTitle | IEEE transactions on wireless communications |
PublicationTitleAbbrev | TWC |
PublicationYear | 2024 |
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 ref35 ref12 ref15 ref37 ref14 ref36 ref30 ref11 ref33 ref10 ref32 Freedman (ref5) ref2 ref1 ref17 ref39 Zangwill (ref27) 1969; 52 ref38 ref19 ref18 ref24 ref26 ref25 ref20 ref42 ref41 ref22 ref21 Grant (ref34) 2014 (ref23) 2019 ref28 ref29 ref7 Morello (ref6) ref9 ref4 ref3 Lin (ref16) 2024 Petersen (ref31) 2008; 7 Posielek (ref8) Jain (ref40) 1984; 21 |
References_xml | – ident: ref3 doi: 10.1109/TBC.2017.2755263 – ident: ref42 doi: 10.1017/9781108277587 – ident: ref13 doi: 10.1109/GLOBECOM38437.2019.9013589 – ident: ref9 doi: 10.1109/LWC.2019.2949277 – ident: ref10 doi: 10.1109/JSAC.2016.2611860 – ident: ref25 doi: 10.1109/MSP.2019.2894391 – volume: 21 start-page: 1 volume-title: Eastern Research Laboratory year: 1984 ident: ref40 article-title: A quantitative measure of fairness and discrimination – ident: ref28 doi: 10.1109/TWC.2014.021214.130809 – volume-title: Digital Video Broadcasting(DVB); Second Generation DVB Interactive Satellite System (DVB-S2X) year: 2019 ident: ref23 – ident: ref24 doi: 10.1049/cp.2018.1711 – start-page: 1 volume-title: Proc. 25th Ka Broadband Commun. Conf. (Ka) ident: ref6 article-title: DVB-S2X air interface supporting beam hopping systems – year: 2024 ident: ref16 article-title: Satellite-terrestrial coordinated multi-satellite beam hopping scheduling based on multi-agent deep reinforcement learning publication-title: IEEE Trans. Wireless Commun. – ident: ref11 doi: 10.2514/6.2006-5376 – ident: ref26 doi: 10.1007/978-0-387-21593-8 – ident: ref29 doi: 10.1137/1.9781611971262 – ident: ref21 doi: 10.7551/mitpress/1100.001.0001 – ident: ref19 doi: 10.1109/TWC.2012.051512.111532 – ident: ref30 doi: 10.1137/120891009 – ident: ref1 doi: 10.1109/COMST.2020.3028247 – volume: 52 volume-title: Nonlinear Programming: A Unified Approach year: 1969 ident: ref27 – volume: 7 start-page: 510 issue: 15 year: 2008 ident: ref31 article-title: The matrix cookbook publication-title: Tech. Univ. Denmark – ident: ref35 doi: 10.1017/CBO9780511804441 – ident: ref36 doi: 10.1016/j.aml.2006.05.020 – ident: ref22 doi: 10.1007/978-1-4615-7566-5 – ident: ref14 doi: 10.1109/TWC.2022.3213418 – ident: ref4 doi: 10.1109/TBC.2018.2847438 – ident: ref2 doi: 10.1109/MNET.011.2100191 – ident: ref32 doi: 10.1007/0-387-30528-9 – ident: ref7 doi: 10.1049/cp.2019.1229 – start-page: 1 volume-title: Proc. Ka Broadband Commun. Conf. ident: ref5 article-title: Beam hopping how to make it possible – ident: ref37 doi: 10.1007/s10107-021-01631-4 – ident: ref20 doi: 10.1109/TWC.2014.2353043 – start-page: 1 volume-title: Proc. 69th Int. Astron. Congr. ident: ref8 article-title: An energy management approach for satellites – ident: ref33 doi: 10.1137/1.9780898718829 – volume-title: CVX: MATLAB Software for Disciplined Convex Programming, Version 2.1 year: 2014 ident: ref34 – ident: ref41 doi: 10.1016/0024-3795(86)90233-8 – ident: ref18 doi: 10.1109/TWC.2021.3088609 – ident: ref15 doi: 10.1109/ACCESS.2020.3011746 – ident: ref17 doi: 10.1109/TWC.2005.858365 – ident: ref39 doi: 10.1145/584091.584093 – ident: ref38 doi: 10.1109/VTC2022-Fall57202.2022.10012704 – ident: ref12 doi: 10.1007/978-3-319-76571-6_5 |
SSID | ssj0017655 |
Score | 2.46891 |
Snippet | Beam-hopping (BH) technology, integral to multi-beam satellite systems, adapts beam activation to the variable communication demands of terrestrial users. The... |
SourceID | proquest crossref ieee |
SourceType | Aggregation Database Index Database Publisher |
StartPage | 14685 |
SubjectTerms | beam hopping binary quadratic programming Design optimization Energy consumption Energy conversion efficiency Energy minimization Illumination Iterative methods Lighting Payloads power control Quadratic programming Resource management Satellite broadcasting Satellite communications Satellites Scheduling Statistical analysis Vectors Wireless communication |
Title | Joint Power Allocation and Beam Scheduling in Beam-Hopping Satellites: A Two-Stage Framework With a Probabilistic Perspective |
URI | https://ieeexplore.ieee.org/document/10582841 https://www.proquest.com/docview/3115571890 |
Volume | 23 |
hasFullText | 1 |
inHoldings | 1 |
isFullTextHit | |
isPrint | |
link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV3PS8MwFA66kx78OXE6JQcvHlq7tE0bb3M4xsAx2MZ2K0mazqG2MjsEwf_dvLSdQxG8ldKWkC_Je6_vve9D6CqgscY18CxPSGl5VLUswUNuESmoYp5eBQL-dzwMaG_i9Wf-rGxWN70wSilTfKZsuDS5_DiTK_hVpnc4JHmgTX1bR25Fs9Y6ZRBQI3GqdzAIywTrnKTDbsbTjo4EiWfrIzsIQDl2wwYZUZVfJ7ExL919NKgGVlSVPNmrXNjy4wdn479HfoD2SkcTt4uVcYi2VHqEdjfoB4_RZz9bpDkeglAabj-DWQOYME9jfKf4Cx5pRGMoVZ_jRWpuWb0MCB3meMQNlad2VG9xG4_fM0u7rXOFu1WxF54u8kfM8XCpTwyowAVCaDz87u2so0n3ftzpWaUcgyVd4oNofeglhFER-C2XsziUXFJt6xIdNLkh5yDh4QtH8CRUNEhcLuJESO7GhCtGpXBPUC3NUnWKMPD-wYSQECIU1xWMcYfFgkjKCWnRBrquAIpeC9aNyEQrDos0mBGAGZVgNlAd5nvjuWKqG6hZQRqV-_ItAm4hX5tj5pz98do52oGvF_V6TVTLlyt1of2OXFya9fYF0FLUPg |
linkProvider | IEEE |
linkToHtml | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV3PS8MwFA6iB_Xgz4nzZw5ePHR2aZs23uZwzDnHwI3tVpI0nUNtRTsEwf_dvLSdQxG8ldLSkC_Je6_vve9D6MynkcbVdy1XSGm5VNUtwQNuESmoYq5eBQL-d9z1aHvodsbeuGhWN70wSilTfKZqcGly-VEqZ_CrTO9wSPJAm_qKNvweydu15kkDnxqRU72HQVrGn2clbXYxGDV1LEjcmj60fR-0YxeskJFV-XUWGwPT2kS9cmh5XcljbZaJmvz4wdr477FvoY3C1cSNfG1soyWV7KD1BQLCXfTZSadJhvsglYYbT2DYACjMkwhfKf6M7zWmERSrT_A0MbesdgqUDhN8zw2Zp3ZVL3EDD95TSzuuE4VbZbkXHk2zB8xx_1WfGVCDC5TQuP_d3VlBw9b1oNm2CkEGSzrEA9n6wI0Jo8L36g5nUSC5pNraxTpscgLOQcTDE7bgcaCoHztcRLGQ3IkIV4xK4eyh5SRN1D7CwPwHE0ICiFEcRzDGbRYJIiknpE6r6LwEKHzJeTdCE6_YLNRghgBmWIBZRRWY74Xn8qmuoqMS0rDYmW8hsAt52iAz--CP107Rantw1w27N73bQ7QGX8qr947QcvY6U8faC8nEiVl7Xw_p14g |
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+Allocation+and+Beam+Scheduling+in+Beam-Hopping+Satellites%3A+A+Two-Stage+Framework+With+a+Probabilistic+Perspective&rft.jtitle=IEEE+transactions+on+wireless+communications&rft.au=Chen%2C+Lin&rft.au=Wu%2C+Linlong&rft.au=Lagunas%2C+Eva&rft.au=Wang%2C+Anyue&rft.date=2024-10-01&rft.pub=IEEE&rft.issn=1536-1276&rft.volume=23&rft.issue=10&rft.spage=14685&rft.epage=14701&rft_id=info:doi/10.1109%2FTWC.2024.3417707&rft.externalDocID=10582841 |
thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1536-1276&client=summon |
thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1536-1276&client=summon |
thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1536-1276&client=summon |