Title :
Analysis and Design of Multiple-Antenna Cognitive Radios With Multiple Primary User Signals
Author :
Morales-Jimenez, David ; Louie, Raymond H. Y. ; McKay, Matthew R. ; Yang Chen
Author_Institution :
Dept. of Electron. & Comput. Eng., Hong Kong Univ. of Sci. & Technol., Hong Kong, China
Abstract :
We consider multiple-antenna signal detection of primary user transmission signals by a secondary user receiver in cognitive radio networks. The optimal detector is analyzed for the scenario where the number of primary user signals is no less than the number of receive antennas at the secondary user. We first derive exact expressions for the moments of the generalized likelihood ratio test (GLRT) statistic, yielding approximations for the false alarm and detection probabilities. We then show that the normalized GLRT statistic converges in distribution to a Gaussian random variable when the number of antennas and observations grow large at the same rate. Further, using results from large random matrix theory, we derive expressions to compute the detection probability without explicit knowledge of the channel, and then particularize these expressions for two scenarios of practical interest: 1) a single primary user sending spatially multiplexed signals, and 2) multiple spatially distributed primary users. Our analytical results are finally used to obtain simple design rules for the signal detection threshold.
Keywords :
Gaussian distribution; antenna arrays; cognitive radio; radio networks; radio receivers; signal detection; space division multiplexing; Gaussian random variable; cognitive radio networks; detection probability; false alarm; generalized likelihood ratio test; multiple antenna cognitive radios; multiple primary user signals; multiple-antenna signal detection; normalized GLRT statistic; primary user transmission signals; random matrix theory; secondary user receiver; single primary user; spatially multiplexed signals; Approximation methods; Cognitive radio; Detectors; Probability; Receiving antennas; Signal detection; Standards; Cognitive radio; generalized maximum likelihood ratio test; signal detection; spectrum sensing; sphericity test;
Journal_Title :
Signal Processing, IEEE Transactions on
DOI :
10.1109/TSP.2015.2448528