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Analysis and Optimization of Cache-Enabled Fog Radio Access Networks: Successful Transmission Probability, Fractional Offloaded Traffic and Delay

  • Yanxiang Jiang*
  • , Aoao Peng
  • , Chaoyi Wan
  • , Ying Cui
  • , Xiaohu You
  • , Fu Chun Zheng
  • , Shi Jin
  • *Corresponding author for this work
  • Southeast University, Nanjing
  • State Key Laboratory of Integrated Services Networks
  • CAS - Shanghai Institute of Microsystem and Information Technology
  • Shanghai Jiao Tong University
  • Harbin Institute of Technology Shenzhen

Research output: Contribution to journalArticlepeer-review

Abstract

In this paper, the edge caching optimization problem in fog radio access networks (F-RANs) is investigated. Considering that fog access points (F-APs) can offer cooperation gain by jointly transmitting the same file or content diversity gain by concurrently transmitting the coded subfiles, we propose to use both joint transmission (JT) strategy and parallel transmission (PT) strategy to serve users. Using tools from stochastic geometry, we first derive the expressions of successful transmission probability (STP) under different transmission strategies, and then derive the expressions of fractional offloaded traffic (FOT) and delay. We further formulate the corresponding edge caching optimization problem to maximize the STP, FOT or minimize the delay. Considering the NP-hard property of the above optimization problem, we propose an improved fruit fly optimization (FFO) based edge caching scheme, which utilizes the dynamic search step to avoid pre-mature convergence. Furthermore, we theoretically analyze the convergence and global optimality of our proposed scheme. Numerical results show that a significant performance gain is achieved by using our proposed edge caching scheme compared with the baseline schemes.

Original languageEnglish
Article number9040401
Pages (from-to)5219-5231
Number of pages13
JournalIEEE Transactions on Vehicular Technology
Volume69
Issue number5
DOIs
StatePublished - May 2020
Externally publishedYes

Keywords

  • Fog radio access networks
  • delay
  • edge caching
  • fractional offloaded traffic
  • fruit fly optimization algorithm
  • stochastic geometry
  • successful transmission probability

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