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...

Full description

Saved in:
Bibliographic Details
Published inIEEE transactions on wireless communications Vol. 23; no. 10; pp. 14685 - 14701
Main Authors Chen, Lin, Wu, Linlong, Lagunas, Eva, Wang, Anyue, Lei, Lei, Chatzinotas, Symeon, Ottersten, Bjorn
Format Journal Article
LanguageEnglish
Published New York IEEE 01.10.2024
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subjects
Online AccessGet 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