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Joint Sparse Support Recovery for Asynchronous Multicarrier Modulation Signals in Cognitive Radio Networks

  • University of Texas at Dallas

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

2 Scopus citations

Abstract

Despite the extensive prior work on detecting the sparse active subcarrier support in a cognitive radio (CR) network using a sub-Nyquist receiver, the practical case of the users not being synchronized has not been addressed. This paper presents two compressive sensing (CS) approaches for identifying the active subcarriers of asynchronous multicarrier modulation (MCM) signals at the sub-Nyquist sampling rate. The proposed approaches are the asynchronous multiple measurement vectors (MMV) Orthogonal Matching Pursuit (Asynchronous M-OMP), which is a greedy algorithm, and the subspace based asynchronous MUltiple SIgnal Classification (Asynchronous MUSIC). To implement these algorithms, we first formulate a signal model to establish a relationship between the transmitted symbols and the received signal in an asynchronous transmission environment. As the timing offsets among the asynchronous users are unknown in practice, we also present an approach to estimate them based on sub-Nyquist samples. Various simulation results are presented in this paper to discuss the performance of the above mentioned algorithms in identifying the sparse active subcarrier support.

Original languageEnglish
Title of host publication2022 IEEE International Conference on Communications Workshops, ICC Workshops 2022
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages699-704
Number of pages6
ISBN (Electronic)9781665426718
DOIs
StatePublished - 2022
Event2022 IEEE International Conference on Communications Workshops, ICC Workshops 2022 - Seoul, Korea, Republic of
Duration: May 16 2022May 20 2022

Publication series

Name2022 IEEE International Conference on Communications Workshops, ICC Workshops 2022

Conference

Conference2022 IEEE International Conference on Communications Workshops, ICC Workshops 2022
Country/TerritoryKorea, Republic of
CitySeoul
Period05/16/2205/20/22

Keywords

  • MUSIC
  • OFDM
  • asynchronous transmission
  • cognitive radio
  • compressive sensing
  • orthogonal matching pursuit

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