RIS-Assisted Joint Waveform Design for PAPR-Aware AAV-Enabled Integrated Sensing and Communication

Reconfigurable Intelligent Surface (RIS)-assisted Autonomous Aerial Vehicle (AAV)-enabled Integrated Sensing and Communication (ISAC) systems have received wide attention due to flexible mobility of AAVs and auxiliary links provided by RIS. However, the existing works usually neglect the peak-to-ave...

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Published inIEEE transactions on vehicular technology Vol. 74; no. 7; pp. 10480 - 10494
Main Authors Gu, Meng, Liu, Yaxi, He, Boxin, Huangfu, Wei, Long, Keping
Format Journal Article
LanguageEnglish
Published IEEE 01.07.2025
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Abstract Reconfigurable Intelligent Surface (RIS)-assisted Autonomous Aerial Vehicle (AAV)-enabled Integrated Sensing and Communication (ISAC) systems have received wide attention due to flexible mobility of AAVs and auxiliary links provided by RIS. However, the existing works usually neglect the peak-to-average power ratio (PAPR), a key communication performance metric that reflects amplifier efficiency, interference levels, and equipment costs. Motivated by this, we consider PAPR constraints in RIS-assisted AAV-enabled ISAC system. An optimization for joint beamforming and RIS phase-shift matrices design is established, with the goal of minimizing the weighted sum of the multiuser interference (MUI) for communication and sensing beam pattern mismatch (BPM), subject to PAPR constraints, power constraints, ideal beam direction approximation constraints, and constant mode constraints on the phase-shift matrices. To tackle this non-convex problem, a multivariate cyclic iterative alternating-direction multiplier method (MCI-ADMM) is adopted to decouple the original problem into three sub-problems regarding three variables. Some mathematical techniques are adopted to solve these sub-problems, including augmented lagrangian, constraint reconstruction method based on orthogonal Procrustes problem, manifold optimization, quadratic representation, and variable substitution. The experimental results show inherent trade-offs between dual functionalities under PAPR constraints. In addition, the consideration of PAPR performs better system performance compared with baselines. Also, the stability and reliability under different parameters settings are verified.
AbstractList Reconfigurable Intelligent Surface (RIS)-assisted Autonomous Aerial Vehicle (AAV)-enabled Integrated Sensing and Communication (ISAC) systems have received wide attention due to flexible mobility of AAVs and auxiliary links provided by RIS. However, the existing works usually neglect the peak-to-average power ratio (PAPR), a key communication performance metric that reflects amplifier efficiency, interference levels, and equipment costs. Motivated by this, we consider PAPR constraints in RIS-assisted AAV-enabled ISAC system. An optimization for joint beamforming and RIS phase-shift matrices design is established, with the goal of minimizing the weighted sum of the multiuser interference (MUI) for communication and sensing beam pattern mismatch (BPM), subject to PAPR constraints, power constraints, ideal beam direction approximation constraints, and constant mode constraints on the phase-shift matrices. To tackle this non-convex problem, a multivariate cyclic iterative alternating-direction multiplier method (MCI-ADMM) is adopted to decouple the original problem into three sub-problems regarding three variables. Some mathematical techniques are adopted to solve these sub-problems, including augmented lagrangian, constraint reconstruction method based on orthogonal Procrustes problem, manifold optimization, quadratic representation, and variable substitution. The experimental results show inherent trade-offs between dual functionalities under PAPR constraints. In addition, the consideration of PAPR performs better system performance compared with baselines. Also, the stability and reliability under different parameters settings are verified.
Author Liu, Yaxi
Gu, Meng
Huangfu, Wei
Long, Keping
He, Boxin
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Cites_doi 10.1109/TVT.2021.3122889
10.1109/JSTSP.2021.3110312
10.1109/LSP.2023.3242554
10.1109/TCOMM.2020.3044616
10.1109/LCOMM.2023.3259549
10.1109/TCCN.2024.3375501
10.1109/ICASSP49357.2023.10094604
10.1016/j.sigpro.2022.108828
10.1109/ICCC56324.2022.10065868
10.1109/TWC.2023.3250263
10.1109/SSPD.2019.8751644
10.1109/ICC45855.2022.9838548
10.1109/JPROC.2024.3449807
10.1109/TSP.2020.3004739
10.1145/3556562.3558574
10.1109/SAM.2018.8448770
10.1109/SURV.2013.021313.00164
10.1109/GLOBECOM42002.2020.9322325
10.1109/MWC.131.2200442
10.1109/TSP.2017.2787115
10.1109/JIOT.2023.3235618
10.1109/TVT.2023.3249752
10.1109/ICASSP39728.2021.9413979
10.1109/TWC.2024.3496516
10.1038/lsa.2014.99
10.1109/TVT.2022.3197448
10.1109/LWC.2022.3161338
10.1109/TVT.2024.3451659
10.1109/ICC45855.2022.9839031
10.1109/JPROC.2019.2952892
10.1109/MWC.003.2200207
10.1109/ACCESS.2019.2900128
10.1109/tcomm.2024.3506917
10.1109/TSP.2018.2847648
10.1109/TSP.2016.2633242
10.1109/TSP.2013.2288086
10.23919/EUSIPCO55093.2022.9909807
10.1109/TWC.2020.3033776
10.1109/MCOM.001.2001117
10.1109/ACCESS.2020.3045083
10.1109/COMST.2021.3122519
10.1109/LWC.2022.3166892
10.1109/TCOMM.2023.3277872
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References ref13
ref35
ref12
ref34
ref15
ref37
ref14
ref36
ref31
ref30
ref11
ref33
ref10
ref32
ref2
ref1
ref17
ref39
ref16
ref38
ref19
ref18
ref24
Viklands (ref45) 2006
ref23
ref26
ref25
ref20
ref42
ref41
ref22
ref44
ref21
ref43
ref28
ref27
ref29
ref8
ref7
ref9
ref4
ref3
ref6
ref5
ref40
References_xml – ident: ref34
  doi: 10.1109/TVT.2021.3122889
– ident: ref3
  doi: 10.1109/JSTSP.2021.3110312
– ident: ref36
  doi: 10.1109/LSP.2023.3242554
– ident: ref10
  doi: 10.1109/TCOMM.2020.3044616
– ident: ref33
  doi: 10.1109/LCOMM.2023.3259549
– ident: ref42
  doi: 10.1109/TCCN.2024.3375501
– ident: ref21
  doi: 10.1109/ICASSP49357.2023.10094604
– ident: ref31
  doi: 10.1016/j.sigpro.2022.108828
– ident: ref40
  doi: 10.1109/ICCC56324.2022.10065868
– ident: ref32
  doi: 10.1109/TWC.2023.3250263
– ident: ref12
  doi: 10.1109/SSPD.2019.8751644
– ident: ref24
  doi: 10.1109/ICC45855.2022.9838548
– year: 2006
  ident: ref45
  article-title: Algorithms for the weighted orthogonal procrustes problem and other least squares problems
– ident: ref6
  doi: 10.1109/JPROC.2024.3449807
– ident: ref4
  doi: 10.1109/TSP.2020.3004739
– ident: ref11
  doi: 10.1145/3556562.3558574
– ident: ref19
  doi: 10.1109/SAM.2018.8448770
– ident: ref23
  doi: 10.1109/SURV.2013.021313.00164
– ident: ref15
  doi: 10.1109/GLOBECOM42002.2020.9322325
– ident: ref18
  doi: 10.1109/MWC.131.2200442
– ident: ref25
  doi: 10.1109/TSP.2017.2787115
– ident: ref22
  doi: 10.1109/JIOT.2023.3235618
– ident: ref35
  doi: 10.1109/TVT.2023.3249752
– ident: ref1
  doi: 10.1109/ICASSP39728.2021.9413979
– ident: ref8
  doi: 10.1109/TWC.2024.3496516
– ident: ref13
  doi: 10.1038/lsa.2014.99
– ident: ref37
  doi: 10.1109/LSP.2023.3242554
– ident: ref39
  doi: 10.1109/TVT.2022.3197448
– ident: ref20
  doi: 10.1109/LWC.2022.3161338
– ident: ref43
  doi: 10.1109/TVT.2024.3451659
– ident: ref9
  doi: 10.1109/ICC45855.2022.9839031
– ident: ref17
  doi: 10.1109/JPROC.2019.2952892
– ident: ref16
  doi: 10.1109/MWC.003.2200207
– ident: ref28
  doi: 10.1109/ACCESS.2019.2900128
– ident: ref44
  doi: 10.1109/tcomm.2024.3506917
– ident: ref7
  doi: 10.1109/TSP.2018.2847648
– ident: ref27
  doi: 10.1109/TSP.2016.2633242
– ident: ref26
  doi: 10.1109/TSP.2013.2288086
– ident: ref38
  doi: 10.23919/EUSIPCO55093.2022.9909807
– ident: ref2
  doi: 10.1109/TWC.2020.3033776
– ident: ref14
  doi: 10.1109/MCOM.001.2001117
– ident: ref30
  doi: 10.1109/ACCESS.2020.3045083
– ident: ref5
  doi: 10.1109/COMST.2021.3122519
– ident: ref29
  doi: 10.1109/LWC.2022.3166892
– ident: ref41
  doi: 10.1109/TCOMM.2023.3277872
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Snippet Reconfigurable Intelligent Surface (RIS)-assisted Autonomous Aerial Vehicle (AAV)-enabled Integrated Sensing and Communication (ISAC) systems have received...
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SubjectTerms alternating direction method of multipliers
Autonomous aerial vehicles
Convex functions
Downlink
Integrated sensing and communication
Interference
multiuser interference
Optimization
peak average power ratio
Peak to average power ratio
Radar
reconfigurable intelligent surface
Reconfigurable intelligent surfaces
Wireless communication
Title RIS-Assisted Joint Waveform Design for PAPR-Aware AAV-Enabled Integrated Sensing and Communication
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