Title :
Stochastic resource allocation for cognitive radio networks based on imperfect state information
Author :
Marques, Antonio G. ; Giannakis, Georgios B. ; Lopez-Ramos, Luis M. ; Ramos, Javier
Author_Institution :
Dept. of Signal Theor. & Commun., Rey Juan Carlos Univ., Madrid, Spain
Abstract :
Efficient design of cognitive radio networks calls for secondary users implementing adaptive resource allocation, which requires knowledge of the channel state information in order to limit interference inflicted to primary users. In this context, the present paper develops stochastic resource allocation algorithms maximizing the sum-rate of secondary users while adhering to "average power" and "probability of interference" constraints. These constraints guarantee that the probability of the secondary network interfering with the primary one stays below a pre-specified level. The optimal schemes turn out to be a function of the quality of the secondary network links, the activity of the primary users, and the associated Lagrange multipliers. The focus is on algorithms that: i) use stochastic approximation tools to estimate the multipliers; and ii) are able to cope with imperfections in the information of the primary network state.
Keywords :
approximation theory; cognitive radio; probability; radio networks; radiofrequency interference; resource allocation; stochastic processes; adaptive resource allocation; associated Lagrange multipliers; average power constraints; channel state information; cognitive radio networks; imperfect state information; primary network state; probability of interference constraints; secondary network links; secondary user sum-rate maximization; secondary users; stochastic approximation tools; stochastic resource allocation algorithm; Computational modeling; Indexes; Radio access networks; Welding; Cognitive radio; imperfect channel state information; resource management; stochastic approximation;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2011 IEEE International Conference on
Conference_Location :
Prague
Print_ISBN :
978-1-4577-0538-0
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2011.5946701