Analysis and Optimization of Caching and Multicasting in Large-Scale Cache-Enabled Wireless Networks

Ying Cui, Dongdong Jiang, Yueping Wu

Research output: Contribution to journalJournal Articlepeer-review

101 Citations (Scopus)

Abstract

Caching and multicasting at base stations are two promising approaches to supporting massive content delivery over wireless networks. However, existing analysis and designs do not fully explore and exploit the potential advantages of the two approaches. In this paper, we consider the analysis and optimization of caching and multicasting in a large-scale cache-enabled wireless network. We propose a random caching and multicasting design. By carefully handling different types of interferers and adopting appropriate approximations, we derive a tractable expression for the successful transmission probability in the general region, utilizing tools from stochastic geometry. We also obtain a closed-form expression for the successful transmission probability in the high signal-to-noise ratio (SNR) and user density region. Then, we consider the successful transmission probability maximization, which is a very complex nonconvex problem in general. Using optimization techniques, we develop an iterative numerical algorithm to obtain a local optimal caching and multicasting design in the general region. To reduce complexity and maintain superior performance, we also derive an asymptotically optimal caching and multicasting design in the asymptotic region, based on a two-stage optimization framework. Finally, numerical simulations show that the asymptotically optimal design achieves a significant gain in successful transmission probability over some baseline schemes in the general region.

Original languageEnglish
Article number7450682
Pages (from-to)5101-5112
Number of pages12
JournalIEEE Transactions on Wireless Communications
Volume15
Issue number7
Early online date11 Apr 2016
DOIs
Publication statusPublished - Jul 2016
Externally publishedYes

Bibliographical note

Publisher Copyright:
© 2002-2012 IEEE.

Keywords

  • Cache
  • multicast
  • Poisson point process (PPP)
  • stochastic geometry
  • optimization

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