Title :
Spatial Sign and Rank Cyclic Detectors
Author :
Lunden, Jarmo ; Koivunen, Visa
Author_Institution :
Dept. of Signal Process. & Acoust., Aalto Univ., Espoo, Finland
Abstract :
This letter proposes robust nonparametric cyclic detectors based on the spatial sign and magnitude rank concepts. The proposed detectors are single-cycle detectors exploiting the known (conjugate) cyclic autocorrelation of the signal of interest. Cyclostationarity allows distinguishing among different signals and emitters that exhibit distinct cyclostationary properties. The asymptotic distributions of the proposed cyclic detectors are established under the null hypothesis when only noise is present. Simulation results demonstrate the robust performance of the proposed detection algorithms in both Gaussian and heavy-tailed non-Gaussian noise environments.
Keywords :
Gaussian noise; cognitive radio; signal detection; Gaussian noise environments; cognitive radio systems; cyclic autocorrelation; cyclostationary properties; magnitude rank concepts; nonGaussian noise environments; robust nonparametric cyclic detectors; single-cycle detectors; spatial sign; spectrum sensing; Cognitive radio; Correlation; Detectors; Noise; Robustness; Cognitive radio; cyclostationarity; nonparametric; rank detector; robust detection; spatial sign;
Journal_Title :
Signal Processing Letters, IEEE
DOI :
10.1109/LSP.2014.2311886