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BIO-SD: A Blockchain-Empowered Intelligent Resource Management for Symbiotic Devices

  • Runze Cheng
  • , Yao Sun
  • , Yijing Liu
  • , Ying Chang Liang
  • , Muhammad Ali Imran
  • University of Glasgow
  • University of Electronic Science and Technology of China

Research output: Contribution to journalArticlepeer-review

3 Scopus citations

Abstract

Symbiotic communication (SC), exploiting the analogy of biological ecosystem to establish communication device ecosystems, can enable cooperative service/resource exchanges across heterogeneous devices thus realizing the complementarity among different communication resources. However, considering unstable wireless links, high network dynamics, and complex electromagnetic interference in such an ecosystem, it is difficult to perform service/resource exchanges without securing a trusted environment. Moreover, multi-dimensional service/resource exchange demanded by massive symbiotic devices (SDs) in the ecosystems exposes additional challenges for exchange decision-making. To deal with the above difficulties, in this article, we propose a blockchain-empowered intelligent coevolution for symbiotic devices (BIO-SD). Specifically, to guarantee the trustworthiness of service/resource exchange and resist malicious attacks, a direct acyclic graph (DAG)-based blockchain architecture is applied to the BIO-SD scheme. Furthermore, a modified multi-agent deep deterministic policy gradient (MADDPG) approach is adopted to make service/resource exchange decisions under this trusted environment. The simulation results show that the proposed BIO-SD scheme outperforms some conventional solutions in terms of transmission rate and transmission latency under both non-attack and malicious attack scenarios.

Original languageEnglish
Pages (from-to)6517-6529
Number of pages13
JournalIEEE Transactions on Vehicular Technology
Volume73
Issue number5
DOIs
StatePublished - 1 May 2024
Externally publishedYes

Keywords

  • Blockchain
  • Intelligent resource management
  • Symbiotic device

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