DocumentCode :
3155934
Title :
Chance-constrained optimization of uplink parameters for OFDMA cognitive radios
Author :
Soltani, Nasim Yahya ; Kim, Seung-Jun ; Giannakis, Georgios B.
Author_Institution :
Dept. of ECE, Univ. of Minnesota, Minneapolis, MN, USA
fYear :
2012
fDate :
25-30 March 2012
Firstpage :
2813
Lastpage :
2816
Abstract :
This paper deals with the resource allocation task for the uplink of OFDMA-based cognitive radio (CR) systems. A weighted sum-rate maximization problem is formulated to optimize the subcarrier assignment as well as the power loading per CR user, while protecting the primary user (PU) systems. Since the CR-to-PU channels may not be accurately acquired, the PU interference constraint is cast as a chance constraint. Consequently, a convex conservative approximation of the chance constraint is employed for tractability reasons. In particular, to mitigate the combinatorial complexity incurred for optimal subcarrier assignment, a separable structure is pursued, and the dual decomposition method is employed to obtain a near-optimal solver. The resultant algorithm is tested via simulated tests.
Keywords :
OFDM modulation; approximation theory; cognitive radio; combinatorial mathematics; frequency division multiple access; optimisation; CR user; CR-to-PU channels; OFDMA-based CR systems; PU interference constraint; chance-constrained optimization; cognitive radio systems; combinatorial complexity mitigation; convex conservative approximation; dual decomposition method; near-optimal solver; optimal subcarrier assignment; power loading; primary user systems; resource allocation task; tractability reasons; uplink parameters; weighted sum-rate maximization problem; Approximation methods; Cognitive radio; Interference constraints; Optimization; Resource management; Uncertainty; OFDMA; channel uncertainty; cognitive radios; optimization; resource allocation;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2012 IEEE International Conference on
Conference_Location :
Kyoto
ISSN :
1520-6149
Print_ISBN :
978-1-4673-0045-2
Electronic_ISBN :
1520-6149
Type :
conf
DOI :
10.1109/ICASSP.2012.6288502
Filename :
6288502
Link To Document :
بازگشت