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XURLLC-Aware Service Provisioning in Vehicular Networks: A Semantic Communication Perspective

  • Le Xia
  • , Yao Sun
  • , Dusit Niyato
  • , Daquan Feng
  • , Lei Feng
  • , Muhammad Ali Imran
  • University of Glasgow
  • Nanyang Technological University
  • Shenzhen University
  • Beijing University of Posts and Telecommunications

Research output: Contribution to journalArticlepeer-review

26 Scopus citations

Abstract

Semantic communication (SemCom), as an emerging paradigm focusing on meaning delivery, has recently been considered a promising solution for the inevitable crisis of scarce communication resources. This trend stimulates us to explore the potential of applying SemCom to wireless vehicular networks, which normally consume a tremendous amount of resources to meet stringent reliability and latency requirements. Unfortunately, the unique background knowledge matching mechanism in SemCom makes it challenging to simultaneously realize efficient service provisioning for multiple users in vehicle-to-vehicle networks. To this end, this paper identifies and jointly addresses two fundamental problems of knowledge base construction (KBC) and vehicle service pairing (VSP) inherently existing in SemCom-enabled vehicular networks in alignment with the next-generation ultra-reliable and low-latency communication (xURLLC) requirements. Concretely, we first derive the knowledge matching based queuing latency specific for semantic data packets, and then formulate a latency-minimization problem subject to several KBC and VSP related reliability constraints. Afterward, a SemCom-empowered Service Supplying Solution (S4) is proposed along with the theoretical analysis of its optimality guarantee and computational complexity. Numerical results demonstrate the superiority of S4 in terms of average queuing latency, semantic data packet throughput, user knowledge matching degree and knowledge preference satisfaction compared with two benchmarks.

Original languageEnglish
Pages (from-to)4475-4488
Number of pages14
JournalIEEE Transactions on Wireless Communications
Volume23
Issue number5
DOIs
StatePublished - 1 May 2024
Externally publishedYes

Keywords

  • Semantic communication
  • knowledge base construction
  • next-generation ultra-reliable and low-latency communication
  • vehicle service pairing
  • vehicular networks

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