Title :
On the Performance of Eigenvalue-Based Spectrum Sensing for Cognitive Radio
Author :
Kortun, Ayse ; Ratnarajah, Tharm ; Sellathurai, Mathini ; Zhong, Caijun
Author_Institution :
Inst. of Electron., Queen´´s Univ. Belfast, Belfast, UK
Abstract :
In this paper, the distribution of the ratio of extreme eigenvalues of complex Wishart matrix is studied in order to calculate the exact decision threshold as a function of the desired probability of false alarm for maximum-minimum eigenvalue (MME) detection method for multiple receiver collaborative spectrum sensing. Furthermore, the proposed exact formulation is simplified for the case of two receiver based collaborative spectrum sensing and with finite number of samples. In addition, an approximate closed form formula of the exact threshold is derived in terms of a desired probability of false alarm for a special case having equal number of receive antennas and signal samples. Finally, using Monte-Carlo simulations, we verify the estimated values of exact decision threshold and their approximated closed-form values. The probability of detection performance has been verified using the proposed exact decision thresholds achieving significant performance gains compared to the performance of the asymptotic decision threshold.
Keywords :
Monte Carlo methods; cognitive radio; eigenvalues and eigenfunctions; minimax techniques; receiving antennas; signal detection; signal sampling; Monte-Carlo simulations; approximate closed form formula; cognitive radio; complex Wishart matrix; eigenvalue-based spectrum sensing; exact decision threshold; false alarm; maximum-minimum eigenvalue detection; multiple receiver collaborative spectrum sensing; receive antennas; signal detection; signal samples; Chromium; Cognitive radio; Collaboration; Communications Society; Decision making; Eigenvalues and eigenfunctions; Information technology; Probability; Radio spectrum management; Testing;
Conference_Titel :
New Frontiers in Dynamic Spectrum, 2010 IEEE Symposium on
Conference_Location :
Singapore
Print_ISBN :
978-1-4244-5189-0
Electronic_ISBN :
978-1-4244-5188-3
DOI :
10.1109/DYSPAN.2010.5457844