Wireless distributed computing in cognitive radio networks

Dinesh Datla, Haris I. Volos, S. M. Hasan, Jeffrey H. Reed, Tamal Bose

Research output: Contribution to journalArticle

14 Scopus citations

Abstract

Individual cognitive radio nodes in an ad-hoc cognitive radio network (CRN) have to perform complex data processing operations for several purposes, such as situational awareness and cognitive engine (CE) decision making. In an implementation point of view, each cognitive radio (CR) may not have the computational and power resources to perform these tasks by itself. In this paper, wireless distributed computing (WDC) is presented as a technology that enables multiple resource-constrained nodes to collaborate in computing complex tasks in a distributed manner. This approach has several benefits over the traditional approach of local computing, such as reduced energy and power consumption, reduced burden on the resources of individual nodes, and improved robustness. However, the benefits are negated by the communication overhead involved in WDC. This paper demonstrates the application of WDC to CRNs with the help of an example CE processing task. In addition, the paper analyzes the impact of the wireless environment on WDC scalability in homogeneous and heterogeneous environments. The paper also proposes a workload allocation scheme that utilizes a combination of stochastic optimization and decision-tree search approaches. The results show limitations in the scalability of WDC networks, mainly due to the communication overhead involved in sharing raw data pertaining to delegated computational tasks.

Original languageEnglish (US)
Pages (from-to)845-857
Number of pages13
JournalAd Hoc Networks
Volume10
Issue number5
DOIs
StatePublished - Jul 1 2012
Externally publishedYes

Keywords

  • Cognitive engine
  • Cognitive radio networks
  • Distributed computing
  • Power and energy consumption
  • Workload allocation

ASJC Scopus subject areas

  • Software
  • Hardware and Architecture
  • Computer Networks and Communications

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