An asymptotic GLRT for the detection of cyclostationary signals

作者: David Ramirez , Louis L. Scharf , Javier Via , Ignacio Santamaria , Peter J. Schreier

DOI: 10.1109/ICASSP.2014.6854234

关键词:

摘要: We derive the generalized likelihood ratio test (GLRT) for detecting cyclostationarity in scalar-valued time series. The main idea behind our approach is Gladyshev's relationship, which states that when cyclostationary signal blocked at known cycle period it produces a vector-valued wide-sense stationary process. This result amounts to saying covariance matrix of vector obtained by stacking all observations series block-Toeplitz if cyclostationary, and Toeplitz stationary. derivation GLRT requires maximum estimates matrices. can be managed asymptotically (for large number samples) exploiting Szego's theorem its generalization processes. Simulation results show good performance proposed GLRT.

参考文章(17)
William A. Gardner, Antonio Napolitano, Luigi Paura, Cyclostationarity: half a century of research Signal Processing. ,vol. 86, pp. 639- 697 ,(2006) , 10.1016/J.SIGPRO.2005.06.016
Julien Renard, Lutz Lampe, Francois Horlin, Spatial Sign Cyclic-Feature Detection IEEE Transactions on Signal Processing. ,vol. 61, pp. 4521- 4531 ,(2013) , 10.1109/TSP.2013.2271483
C. Andrieu, P. Duvaut, Measure of cyclostationarity for Gaussian processes based on the likelihood ratio test ieee workshop on statistical signal and array processing. pp. 416- 419 ,(1996) , 10.1109/SSAP.1996.534904
Erchin Serpedin, Flaviu Panduru, Ilkay Sarı, Georgios B. Giannakis, Bibliography on cyclostationarity Signal Processing. ,vol. 85, pp. 2233- 2303 ,(2005) , 10.1016/J.SIGPRO.2005.05.002
Jarmo Lunden, Saleem A. Kassam, Visa Koivunen, Robust Nonparametric Cyclic Correlation-Based Spectrum Sensing for Cognitive Radio IEEE Transactions on Signal Processing. ,vol. 58, pp. 38- 52 ,(2010) , 10.1109/TSP.2009.2029790
S.V. Schell, W.A. Gardner, Detection of the Number of Cyclostationary Signals in Unknown Interference and Noise asilomar conference on signals, systems and computers. ,vol. 1, pp. 473- ,(1990) , 10.1109/ACSSC.1990.523382
S. Enserink, D. Cochran, On detection of cyclostationary signals international conference on acoustics, speech, and signal processing. ,vol. 3, pp. 2004- 2007 ,(1995) , 10.1109/ICASSP.1995.480668
A.V. Dandawate, G.B. Giannakis, Statistical tests for presence of cyclostationarity IEEE Transactions on Signal Processing. ,vol. 42, pp. 2355- 2369 ,(1994) , 10.1109/78.317857
J.M. Peha, Sharing Spectrum Through Spectrum Policy Reform and Cognitive Radio Proceedings of the IEEE. ,vol. 97, pp. 708- 719 ,(2009) , 10.1109/JPROC.2009.2013033