Joint Computation Offloading and Resource Allocation in Covert VEC Networks

Anguo Jiang, Jia Yang, Deng Meng, Liang Zhao, Huan Zhou

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

Abstract

Covert communication can provide higher security by protecting communication behavior. In this paper, we utilize covert communication to protect the communication behavior in vehicular edge computing (VEC) networks, that is covert VEC networks, where multiple task vehicles (TVs) secretly initiate the transmission of sensitive tasks without being detected by attacker Willie. Specifically, TVs offload tasks to the neighboring roadside unit (RSU) subject to their limited abilities. Meanwhile, RSU transmits artificial noise to against Willie's eavesdropping attack. Then, we consider an optimization problem for joint computing offloading and resource allocation of the covert VEC networks conceived. A soft actor-critic (SAC)-based algorithm is proposed for minimizing total latency under given covert constraints in computation offloading and resource allocation. Simulation results demonstrate the superior performance of our proposed algorithm compared to similar benchmarks, which explores the possibility of achieving covert transmission in VEC networks.

Original languageEnglish
Title of host publicationRFCom 2024 - Proceedings of the 1st ACM International Workshop on Radio Frequency RF Computing, Part of
Subtitle of host publicationSenSys 2024
PublisherAssociation for Computing Machinery, Inc
Pages8-13
Number of pages6
ISBN (Electronic)9798400712982
DOIs
StatePublished - 4 Nov 2024
Event1st ACM International Workshop on Radio Frequency RF Computing, RFCom 2024 - Hangzhou, China
Duration: 4 Nov 2024 → …

Publication series

NameRFCom 2024 - Proceedings of the 1st ACM International Workshop on Radio Frequency RF Computing, Part of: SenSys 2024

Conference

Conference1st ACM International Workshop on Radio Frequency RF Computing, RFCom 2024
Country/TerritoryChina
CityHangzhou
Period4/11/24 → …

Keywords

  • computation offloading
  • covert communication
  • resource allocation
  • RSU
  • SAC
  • VEC networks

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