Title :
Dynamic Spectrum Leasing under uncertainty: A stochastic variational inequality approach
Author :
Siduo Shen ; Xingqin Lin ; Lok, Tat M.
Author_Institution :
Dept. of Inf. Eng., Chinese Univ. of Hong Kong, Hong Kong, China
Abstract :
In this paper, we study the competition among the primary users (PUs) in a Dynamic Spectrum Leasing (DSL) system where multiple PUs lease spectrum to the secondary users (SUs) for monetary rewards. Considering the uncertainties of the PUs´ channel gains and of the SUs´ demands for spectrum, the competition among the PUs is formulated as a stochastic Nash game. Due to the uncertainties, the PUs aim to maximize their long term utilities which are related to the income from leasing spectrum and to their quality of service(QoS) conditions. Resorting to the stochastic variational inequality (SVI) theory, we investigate the existence and uniqueness of the stochastic Nash equilibrium (SNE). Based on the stochastic approximation theory, we propose a distributed learning algorithm for computing the SNE of the game. Rigorous convergence proof of the algorithm is provided. Besides, the features of the algorithm are demonstrated via numerical results.
Keywords :
approximation theory; cognitive radio; convergence of numerical methods; game theory; learning (artificial intelligence); quality of service; radio spectrum management; stochastic processes; variational techniques; PU channel gains; QoS; SNE; SU; SVI; cognitive radio technologies; convergence proof; distributed learning algorithm; dynamic spectrum leasing system; monetary rewards; multiple PU lease spectrum; primary users; quality-of-service conditions; secondary users; stochastic Nash game; stochastic approximation theory; stochastic variational inequality theory; Approximation methods; Convergence; DSL; Games; Stochastic processes; Uncertainty; Vectors;
Conference_Titel :
Wireless Communications and Networking Conference (WCNC), 2013 IEEE
Conference_Location :
Shanghai
Print_ISBN :
978-1-4673-5938-2
Electronic_ISBN :
1525-3511
DOI :
10.1109/WCNC.2013.6554653