Robust Beamforming and Phase Shift Optimization for RIS-Assisted UAV Multiuser MISO Communication Networks

Unmanned aerial vehicles (UAVs) are emerging as promising platforms to provide flexible and low-cost services for ground users of hard-to-reach areas in the era of 6G. Nevertheless, the limited battery life of UAVs poses a significant challenge when it comes to establishing reliable air-ground conne...

Full description

Saved in:
Bibliographic Details
Published inIEEE transactions on vehicular technology Vol. 73; no. 10; pp. 15687 - 15692
Main Authors Yang, Yumin, Hu, Han, Zhou, Fuhui, Yang, Longxiang, Hu, Rose Qingyang
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 Unmanned aerial vehicles (UAVs) are emerging as promising platforms to provide flexible and low-cost services for ground users of hard-to-reach areas in the era of 6G. Nevertheless, the limited battery life of UAVs poses a significant challenge when it comes to establishing reliable air-ground connections. A potential solution to address this challenge is to exploit reconfigurable intelligent surfaces (RIS), wherein RIS planes are affixed on UAVs to enhance energy efficiency. However, this scheme is subject to unwanted UAV oscillations. This paper presents a robust optimization framework for RIS-assisted UAV multiuser multiple-input single-output (MISO) communication networks while considering the practical undesired oscillations for UAV. Specifically, we formulate a weighted sum rate (WSR) maximization problem by jointly optimizing the transmit beamforming of the base station (BS) and the phase shift of RIS under UAV's undesired oscillations. To effectively tackle the intricate non-convex nature of the problem, we propose a robust block coordinate Lagrangian dual transform (RoBl) scheme by leveraging the block coordinate descent (BCD) and Lagrangian dual transform. Simulation results demonstrate that the proposed scheme can achieve a superior WSR compared to the state-of-the-art benchmarks, and confirm the effectiveness and robustness of our proposed scheme.
AbstractList Unmanned aerial vehicles (UAVs) are emerging as promising platforms to provide flexible and low-cost services for ground users of hard-to-reach areas in the era of 6G. Nevertheless, the limited battery life of UAVs poses a significant challenge when it comes to establishing reliable air-ground connections. A potential solution to address this challenge is to exploit reconfigurable intelligent surfaces (RIS), wherein RIS planes are affixed on UAVs to enhance energy efficiency. However, this scheme is subject to unwanted UAV oscillations. This paper presents a robust optimization framework for RIS-assisted UAV multiuser multiple-input single-output (MISO) communication networks while considering the practical undesired oscillations for UAV. Specifically, we formulate a weighted sum rate (WSR) maximization problem by jointly optimizing the transmit beamforming of the base station (BS) and the phase shift of RIS under UAV's undesired oscillations. To effectively tackle the intricate non-convex nature of the problem, we propose a robust block coordinate Lagrangian dual transform (RoBl) scheme by leveraging the block coordinate descent (BCD) and Lagrangian dual transform. Simulation results demonstrate that the proposed scheme can achieve a superior WSR compared to the state-of-the-art benchmarks, and confirm the effectiveness and robustness of our proposed scheme.
Author Yang, Yumin
Hu, Rose Qingyang
Yang, Longxiang
Zhou, Fuhui
Hu, Han
Author_xml – sequence: 1
  givenname: Yumin
  orcidid: 0009-0001-5054-4167
  surname: Yang
  fullname: Yang, Yumin
  email: 1022010125@njupt.edu.cn
  organization: Engineering Research Center of Health Service System Based on Ubiquitous Wireless Networks, Ministry of Education, Nanjing University of Posts and Telecommunications, Nanjing, China
– sequence: 2
  givenname: Han
  orcidid: 0000-0003-3687-4431
  surname: Hu
  fullname: Hu, Han
  email: han_h@njupt.edu.cn
  organization: Engineering Research Center of Health Service System Based on Ubiquitous Wireless Networks, Ministry of Education, Nanjing University of Posts and Telecommunications, Nanjing, China
– sequence: 3
  givenname: Fuhui
  orcidid: 0000-0001-6880-6244
  surname: Zhou
  fullname: Zhou, Fuhui
  email: zhoufuhui@ieee.org
  organization: College of Electronic and Information Engineering, Nanjing University of Aeronautics and Astronautics, Nanjing, China
– sequence: 4
  givenname: Longxiang
  orcidid: 0000-0003-1927-0177
  surname: Yang
  fullname: Yang, Longxiang
  email: yanglx@njupt.edu.cn
  organization: Engineering Research Center of Health Service System Based on Ubiquitous Wireless Networks, Ministry of Education, Nanjing University of Posts and Telecommunications, Nanjing, China
– sequence: 5
  givenname: Rose Qingyang
  orcidid: 0000-0002-1571-3631
  surname: Hu
  fullname: Hu, Rose Qingyang
  email: rose.hu@usu.edu
  organization: Department of Electrical and Computer Engineering, Utah State University, Logan, USA
BookMark eNp9kLtOwzAUQC1UJNrCzsBgiTnFr9jxWCoelVqK-lojN3GoSxMX2xGCryclDIiBybrSOfdapwc6la00AJcYDTBG8ma5Xg4IImxAqUxEkpyALpZURpLGsgO6COEkkjGLz0DP-10zMiZxF-zmdlP7AG-1KgvrSlO9QFXl8HmrvIaLrSkCnB2CKc2nCsZWsIHgfLyIht4bH3QOV8M1nNb7YGqvHZyOFzM4smVZVyZrjScd3q179efgtFB7ry9-3j5Y3d8tR4_RZPYwHg0nUUYkCRFnmZJMqAJnbJNLqnKJNFEacSaLgmCCMyQwEptME8qRoJwIlDPE85hTWSjaB9ft3oOzb7X2Id3Z2lXNyZRiLDDFXMQNxVsqc9Z7p4s0M-H7w8Eps08xSo9d06Zreuya_nRtRPRHPDhTKvfxn3LVKkZr_QuPCWcxoV89_4VG
CODEN ITVTAB
CitedBy_id crossref_primary_10_1109_TWC_2024_3508837
Cites_doi 10.1109/LWC.2020.2966705
10.1109/OJCOMS.2021.3092604
10.1109/TWC.2020.3024887
10.1109/lwc.2023.3263224
10.1109/MCOM.001.1900107
10.1109/tvt.2022.3231376
10.1109/jiot.2023.3304004
10.1109/TSP.2018.2812733
10.1109/tcomm.2022.3173369
10.1109/TWC.2020.2970061
10.1109/tvt.2023.3244812
10.1109/OJVT.2022.3177253
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
RIA
RIE
AAYXX
CITATION
7SP
8FD
FR3
KR7
L7M
DOI 10.1109/TVT.2024.3398788
DatabaseName IEEE All-Society Periodicals Package (ASPP) 2005–Present
IEEE All-Society Periodicals Package (ASPP) 1998–Present
IEEE Electronic Library (IEL)
CrossRef
Electronics & Communications Abstracts
Technology Research Database
Engineering Research Database
Civil Engineering Abstracts
Advanced Technologies Database with Aerospace
DatabaseTitle CrossRef
Civil Engineering Abstracts
Engineering Research Database
Technology Research Database
Advanced Technologies Database with Aerospace
Electronics & Communications Abstracts
DatabaseTitleList
Civil Engineering Abstracts
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 1939-9359
EndPage 15692
ExternalDocumentID 10_1109_TVT_2024_3398788
10526452
Genre orig-research
GrantInformation_xml – fundername: China Postdoctoral Science Foundation
  grantid: 2023M744104
  funderid: 10.13039/501100002858
– fundername: National Natural Science Foundation of China
  grantid: 62071246; 92367302
  funderid: 10.13039/501100001809
– fundername: National Natural Science Foundation of China
  grantid: 62222107; 62071223; 62031012
  funderid: 10.13039/501100001809
GroupedDBID -~X
.DC
0R~
29I
3EH
4.4
5GY
5VS
6IK
97E
AAIKC
AAJGR
AAMNW
AARMG
AASAJ
AAWTH
ABAZT
ABQJQ
ABVLG
ACGFO
ACGFS
ACIWK
ACNCT
AENEX
AETIX
AGQYO
AGSQL
AHBIQ
AI.
AIBXA
AKJIK
AKQYR
ALLEH
ALMA_UNASSIGNED_HOLDINGS
ASUFR
ATWAV
BEFXN
BFFAM
BGNUA
BKEBE
BPEOZ
CS3
DU5
EBS
EJD
HZ~
H~9
IAAWW
IBMZZ
ICLAB
IFIPE
IFJZH
IPLJI
JAVBF
LAI
M43
MS~
O9-
OCL
P2P
RIA
RIE
RNS
RXW
TAE
TN5
VH1
AAYOK
AAYXX
CITATION
RIG
7SP
8FD
FR3
KR7
L7M
ID FETCH-LOGICAL-c292t-64ca947af1c4bd93ad90e2ae0649ff2121c07107bce2360736270d406d5639fa3
IEDL.DBID RIE
ISSN 0018-9545
IngestDate Mon Jun 30 10:13:18 EDT 2025
Tue Jul 01 01:44:28 EDT 2025
Thu Apr 24 22:55:12 EDT 2025
Wed Aug 27 01:57:03 EDT 2025
IsPeerReviewed true
IsScholarly true
Issue 10
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
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c292t-64ca947af1c4bd93ad90e2ae0649ff2121c07107bce2360736270d406d5639fa3
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 14
ORCID 0000-0003-1927-0177
0000-0003-3687-4431
0000-0002-1571-3631
0000-0001-6880-6244
0009-0001-5054-4167
PQID 3117131675
PQPubID 85454
PageCount 6
ParticipantIDs ieee_primary_10526452
proquest_journals_3117131675
crossref_citationtrail_10_1109_TVT_2024_3398788
crossref_primary_10_1109_TVT_2024_3398788
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 vehicular technology
PublicationTitleAbbrev TVT
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 ref8
ref7
ref12
ref9
ref4
ref3
ref6
ref11
ref5
ref10
ref2
ref1
References_xml – ident: ref3
  doi: 10.1109/LWC.2020.2966705
– ident: ref8
  doi: 10.1109/OJCOMS.2021.3092604
– ident: ref10
  doi: 10.1109/TWC.2020.3024887
– ident: ref4
  doi: 10.1109/lwc.2023.3263224
– ident: ref2
  doi: 10.1109/MCOM.001.1900107
– ident: ref6
  doi: 10.1109/tvt.2022.3231376
– ident: ref7
  doi: 10.1109/jiot.2023.3304004
– ident: ref11
  doi: 10.1109/TSP.2018.2812733
– ident: ref5
  doi: 10.1109/tcomm.2022.3173369
– ident: ref12
  doi: 10.1109/TWC.2020.2970061
– ident: ref1
  doi: 10.1109/tvt.2023.3244812
– ident: ref9
  doi: 10.1109/OJVT.2022.3177253
SSID ssj0014491
Score 2.4529767
Snippet Unmanned aerial vehicles (UAVs) are emerging as promising platforms to provide flexible and low-cost services for ground users of hard-to-reach areas in the...
SourceID proquest
crossref
ieee
SourceType Aggregation Database
Enrichment Source
Index Database
Publisher
StartPage 15687
SubjectTerms Array signal processing
Autonomous aerial vehicles
Beamforming
Communication networks
Communications networks
MISO
Optimization
Oscillations
Oscillators
Phase shift
Reconfigurable intelligent surfaces
RIS
robust optimization
Robustness (mathematics)
Transforms
UAV
Unmanned aerial vehicles
Title Robust Beamforming and Phase Shift Optimization for RIS-Assisted UAV Multiuser MISO Communication Networks
URI https://ieeexplore.ieee.org/document/10526452
https://www.proquest.com/docview/3117131675
Volume 73
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV3LT8IwHG6Ekx58YkTR9ODFw2Bbu40e0UjQBDC8wm3pi-CDYWRc_Ov9tRuIGo23ZWmXJl_b3_ft90LoMuIgcQJNHbB1yqHctHkRTDsR6GvlSiXYxCQ4tztha0jvx8E4T1a3uTBaaxt8pqvm0fry1Vwuza8yOOGBbxxxBVQA5ZYla61dBpTm7fE8OMHAC1Y-SZfVBqMBKEGfVgkBiW2brHzaINtU5cdNbM1Lcw91VgvLokqeq8tUVOX7t5qN_175PtrNiSZuZDvjAG3p5BDtbJQfPEJPvblYLlJ8rfnMcFd4iXmi8MMUTBvuTx8nKe7ClTLLczUxDMK9u74DmJrdofCwMcI2hdf868Dtu34Xf8k4wZ0synxRQsPm7eCm5eS9FxzpMz91Qio5oxGfeJIKxQhXzNU-18BgAD2wd5405CQSUvskhHsi9CNXATtQAXCeCSfHqJjME32CsIqY4JS4nClG6ypkniLcrUsF-lgo1y-j2gqNWOaFyU1_jJfYChSXxYBfbPCLc_zK6Go94zUryvHH2JKBY2NchkQZVVaIx_mxXcTE82BRHoio01-mnaFt8_UsnK-CiunbUp8DLUnFhd2OH1le3a4
linkProvider IEEE
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV3JTsMwEB2xHIADO6KsPnDhkJI4ToKPgEAttAV1E7fIW8XaIppe-HrGTlo2gbhF0Vi29GzPjGfeDMBBItDFiQzzUNdpjwnb5kVy4yXoX2tfacl7luBcb8SVDru8jW4LsrrjwhhjXPKZKdtPF8vXAzWyT2V4wiNqA3HTMIuKP6I5XWsSNGCsaJAX4BlGgXFU0udH7W4bfUHKymGITrZrs_KhhVxblR93sVMwF0vQGC8tzyt5LI8yWVZv36o2_nvty7BYmJrkJN8bKzBl-quw8KkA4Ro8NAdyNMzIqRHP1nrFn0T0Nbm5Q-VGWnf3vYxc46XyXLA1CQqRZrXlIap2f2jSOekSR-K1rx2kXm1dky-cE9LI88yH69C5OG-fVbyi-4KnKKeZFzMlOEtEL1BMah4KzX1DhUEbBvFDjRcoa54kUhkaxnhTxDTxNdoHOkKrpyfCDZjpD_pmE4hOuBQs9AXXnB3rmAc6FP6x0ughS-3TEhyN0UhVUZrcdsh4Sp2L4vMU8UstfmmBXwkOJyNe8rIcf8iuWzg-yeVIlGBnjHhaHNxhGgYBLipAN2rrl2H7MFdp12tprdq42oZ5O1Oe3LcDM9nryOyikZLJPbc13wEWLeD4
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=Robust+Beamforming+and+Phase+Shift+Optimization+for+RIS-Assisted+UAV+Multiuser+MISO+Communication+Networks&rft.jtitle=IEEE+transactions+on+vehicular+technology&rft.au=Yang%2C+Yumin&rft.au=Hu%2C+Han&rft.au=Zhou%2C+Fuhui&rft.au=Yang%2C+Longxiang&rft.date=2024-10-01&rft.issn=0018-9545&rft.eissn=1939-9359&rft.volume=73&rft.issue=10&rft.spage=15687&rft.epage=15692&rft_id=info:doi/10.1109%2FTVT.2024.3398788&rft.externalDBID=n%2Fa&rft.externalDocID=10_1109_TVT_2024_3398788
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0018-9545&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0018-9545&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0018-9545&client=summon