Title :
Accurate Performance Analysis of Hadamard Ratio Test for Robust Spectrum Sensing
Author :
Lei Huang ; Yuhang Xiao ; Hing Cheung So ; Jun Fang
Author_Institution :
Dept. of Electron. & Inf. Eng., Harbin Inst. of Technol., Shenzhen, China
Abstract :
Hadamard ratio test is a well-known approach to robust signal detection in multivariate analysis. Recently, it has been exploited for robust spectrum sensing in cognitive radio, but its detection performance is not yet completely analyzed. This work is devoted to accurate detection performance analysis of the Hadamard ratio method for robust spectrum sensing. By computing the first and second exact negative moments for the signal-presence hypothesis along with employing the Beta distribution approximation, we derive accurate analytic formulae for detection probability. This enables us to theoretically evaluate the detection behavior of the Hadamard ratio test. Numerical results are presented to validate our theoretical findings.
Keywords :
cognitive radio; radio spectrum management; signal detection; Beta distribution approximation; Hadamard ratio method; Hadamard ratio test; accurate performance analysis; analytic formulae; cognitive radio; detection probability; multivariate analysis; robust signal detection; robust spectrum sensing; signal-presence hypothesis; Antennas; Approximation methods; Noise; Performance analysis; Robustness; Sensors; Wireless communication; Beta distribution; Cognitive radio; generalized likelihood ratio test; multiple antennas; robustness; spectrum sensing;
Journal_Title :
Wireless Communications, IEEE Transactions on
DOI :
10.1109/TWC.2014.2359223