Analysis and implementation of reinforcement learning on a GNU Radio Cognitive Radio Platform

Ren, Yu, Dmochowski, Pawel and Komisarczuk, Peter (2010) Analysis and implementation of reinforcement learning on a GNU Radio Cognitive Radio Platform. In: 5th International ICST Conference on Cognitive Radio Oriented Wireless Networks and Communications, 9-11 June 2010, Cannes, France.

Full text not available from this repository.

Abstract

We present a physical cognitive radio system implementation
under the GNU Radio platform with the aim of evaluating
a reinforcement learning spectrum management scheme.
In our experiments we examine the packet transmission success
rate of the cognitive user for a variety of channel utilisation
parameters. We derive analytical expressions using Markov chain
analysis for the learning convergence time and secondary user
packet transmission success rate in the general case of largescale
networks. Our results show that the reinforcement learning
scheme significantly improves system performance.

Item Type: Conference or Workshop Item (Paper)
Subjects: Computing
Depositing User: Vani Aul
Date Deposited: 21 Mar 2014 14:51
Last Modified: 08 Oct 2015 11:54
URI: http://repository.uwl.ac.uk/id/eprint/781

Actions (login required)

View Item View Item

Menu