Title :
Upper Confidence Bound Based Decision Making Strategies and Dynamic Spectrum Access
Author :
Jouini, Wassim ; Ernst, Damien ; Moy, Christophe ; Palicot, Jacques
Author_Institution :
IETR, SUPELEC, Cesson-Sévigne, France
Abstract :
In this paper, we consider the problem of exploiting spectrum resources for a secondary user (SU) of a wireless communication network. We suggest that Upper Confidence Bound (UCB) algorithms could be useful to design decision making strategies for SUs to exploit intelligently the spectrum resources based on their past observations. The algorithms use an index that provides an optimistic estimation of the availability of the resources to the SU. The suggestion is supported by some experimental results carried out on a specific dynamic spectrum access (DSA) framework.
Keywords :
radio networks; spread spectrum communication; decision making; dynamic spectrum access; upper confidence bound algorithm; wireless communication network; Algorithm design and analysis; Chromium; Cognitive radio; Communications Society; Decision making; Engines; Frequency; Intelligent sensors; Radio spectrum management; Wireless communication;
Conference_Titel :
Communications (ICC), 2010 IEEE International Conference on
Conference_Location :
Cape Town
Print_ISBN :
978-1-4244-6402-9
DOI :
10.1109/ICC.2010.5502014