Title :
Cognitive network access using fuzzy decision making
Author :
Baldo, Nicola ; Zorzi, Michele
Author_Institution :
Pare Mediterrani de la Tecnol., Centre Tecnol. de Telecomunicacions de Catalunya, Barcelona, Spain
fDate :
7/1/2009 12:00:00 AM
Abstract :
We consider a scenario in which wireless users want to connect to the Internet using one of several available network access opportunities, possibly using different radio technologies. We propose a distributed cognitive network access scheme with the aim of providing the best quality of service with respect to both radio link and core network performance and user application requirements. Knowledge of the service quality experienced by active connections is shared, and prospective users use Fuzzy Logic techniques to process cross-layer communication quality metrics and to estimate the expected transport-layer performance. These estimates are compared to the Quality of Service requirements of the application using Fuzzy Decision Making techniques to choose the most suitable access opportunity. This scheme naturally fits into the recently proposed Cognitive Network paradigm in that it defines a cognition process leveraging on end-to-end and cross-layer performance evaluation techniques as well as information sharing among users; moreover, it offers a significant amount of flexibility and extensibility, thanks to its modularity and its independence from the particular technology and application being used. The proposed scheme is shown to outperform state-of-the-art solutions in several multi-technology and multi-application scenarios, while at the same time achieving similar performance to application-specific omniscient schemes that we introduce in this paper as a benchmark.
Keywords :
Internet; cognitive radio; decision making; fuzzy logic; optimisation; performance evaluation; quality of service; radio links; Internet; application-specific omniscient schemes; cognitive network access; core network performance; cross-layer communication quality metrics; fuzzy decision making; fuzzy logic; information sharing; performance evaluation; quality of service; radio link; transport-layer performance; wireless users; Cognition; Cognitive radio; Decision making; Fuzzy logic; Helium; IP networks; Quality of service; Radio communication; Radio link; Wireless networks; Access selection, cognitive radio networks, crosslayer optimization, fuzzy logic, fuzzy decision making, heterogeneous wireless networks.;
Journal_Title :
Wireless Communications, IEEE Transactions on
DOI :
10.1109/TWC.2009.071103