Title :
A robust estimator and detector of circularity of complex signals
Author :
Ollila, Esa ; Koivunen, Visa ; Poor, H. Vincent
Author_Institution :
Dept. of Signal Process. & Acoust., Aalto Univ., Aalto, Finland
Abstract :
Recent research has revealed that circularity (or, propriety) of complex random signals can be exploited in developing optimal signal processors. In this paper, a robust estimator of circularity is pro posed. The estimate is found by solving M-estimation equations and employing a novel weighting scheme. A simple iterative algorithm for its computation is introduced. A robust circularity detector stemming from the large sample properties of the estimator is proposed. It is shown to be valid detector under the broad class of complex elliptically symmetric (CES) distributions. An illustrative example demonstrating the reliable performance of the detector in a practical signal processing application is provided.
Keywords :
estimation theory; iterative methods; random processes; signal detection; signal processing; statistical distributions; CES distributions; M-estimation equations; complex elliptically symmetric distributions; complex random signals; complex signals; iterative algorithm; novel weighting scheme; optimal signal processors; reliable performance; robust circularity detector; robust detector; robust estimator; signal processing application; Detectors; Equations; Robustness; Shape; Signal to noise ratio; 2nd-order circular complex random variable; Improper; circularity coefficient; circularity quotient;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2011 IEEE International Conference on
Conference_Location :
Prague
Print_ISBN :
978-1-4577-0538-0
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2011.5946262