Title :
Mean field games for cognitive radio networks
Author :
Tembine, Hamidou ; Tempone, Raul ; Vilanova, Pedro
Author_Institution :
Ecole Super. d´Electricite, Supelec, Gif-sur-Yvette, France
Abstract :
In this paper we study mobility effect and power saving in cognitive radio networks using mean field games. We consider two types of users: primary and secondary users. When active, each secondary transmitter-receiver uses carrier sensing and is subject to long-term energy constraint. We formulate the interaction between primary user and large number of secondary users as an hierarchical mean field game. In contrast to the classical large-scale approaches based on stochastic geometry, percolation theory and large random matrices, the proposed mean field framework allows one to describe the evolution of the density distribution and the associated performance metrics using coupled partial differential equations. We provide explicit formulas and algorithmic power management for both primary and secondary users. A complete characterization of the optimal distribution of energy and probability of success is given.
Keywords :
cognitive radio; mobility management (mobile radio); percolation; radio receivers; radio transmitters; algorithmic power management; carrier sensing; cognitive radio networks; density distribution; hierarchical mean field; mean field framework; mean field games; mobility effect; percolation theory; power saving; primary users; secondary transmitter-receiver; secondary users; stochastic geometry; Batteries; Cognitive radio; Equations; Games; Interference; Mathematical model; Receivers;
Conference_Titel :
American Control Conference (ACC), 2012
Conference_Location :
Montreal, QC
Print_ISBN :
978-1-4577-1095-7
Electronic_ISBN :
0743-1619
DOI :
10.1109/ACC.2012.6314643