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Cooperative edge caching in fog radio access networks: A pigeon inspired optimization approach

  • Chengyu Xia
  • , Yanxiang Jiang
  • , Mugen Peng
  • , Fu Chun Zheng
  • , Mehdi Bennis
  • , Xiaohu You
  • Southeast University, Nanjing
  • Xidian University
  • CAS - Shanghai Institute of Microsystem and Information Technology
  • Beijing University of Posts and Telecommunications
  • Harbin Institute of Technology Shenzhen
  • University of Oulu

Research output: Contribution to journalConference articlepeer-review

Abstract

In this paper, the cooperative edge caching problem in fog radio access networks (F-RANs) is investigated to minimize the average download delay. Considering the non-linear and coupled multi-variable nature of the original optimizing problem, we transform it into an equivalent integer linear programming problem with decoupled variables. Then, we decomposed the transformed problem into two subproblems which can be solved separately by each fog access point (F-AP). Considering the non-deterministic polynomial hard (NP-hard) nature of the two decomposed subproblems, we propose an improved pigeon inspired optimization (PIO) based cooperative edge caching scheme, which utilizes Cauchy perturbation and self-adaptive factor to avoid pre-mature convergence and achieve a better search performance, respectively. Our proposed scheme not only allows F-APs to make cache decisions with low computational complexity, but also has very low message passing overhead. Simulation results show that our proposed scheme can greatly decrease the average download delay.

Original languageEnglish
Article number9013976
JournalProceedings - IEEE Global Communications Conference, GLOBECOM
DOIs
StatePublished - 2019
Externally publishedYes
Event2019 IEEE Global Communications Conference, GLOBECOM 2019 - Waikoloa, United States
Duration: 9 Dec 201913 Dec 2019

Keywords

  • Average download delay
  • Cooperative edge caching
  • Fog radio access networks
  • Pigeon inspired optimization

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