DocumentCode :
998465
Title :
On the Circularity of a Complex Random Variable
Author :
Ollila, Esa
Author_Institution :
Dept. of Math. Sci., Oulu Univ., Oulu
Volume :
15
fYear :
2008
fDate :
6/30/1905 12:00:00 AM
Firstpage :
841
Lastpage :
844
Abstract :
An important characteristic of a complex random variable z is the so-called circularity property or lack of it. We study the properties of the degree of circularity based on second-order moments, called circularity quotient, that is shown to possess an intuitive geometrical interpretation: the modulus and phase of its principal square-root are equal to the eccentricity and angle of orientation of the ellipse defined by the covariance matrix of the real and imaginary part of z. Hence, when the eccentricity approaches the minimum zero (ellipse is a circle), the circularity quotient vanishes; when the eccentricity approaches the maximum one, the circularity quotient lies on the unit complex circle. Connection with the correlation coefficient rho is established and bounds on rho given the circularity quotient (and vice versa) are derived. A generalized likelihood ratio test (GLRT) of circularity assuming complex normal sample is shown to be a function of the modulus of the circularity quotient with asymptotic chi2 2 distribution.
Keywords :
correlation methods; covariance matrices; geometry; random processes; asymptotic chi2 2 distribution; circularity property; circularity quotient; complex random variable; correlation coefficient; covariance matrix; eccentricity approach; generalized likelihood ratio test; intuitive geometrical interpretation; principal square-root; second-order moment; Additive noise; Array signal processing; Binary phase shift keying; Covariance matrix; Gaussian noise; Interference; Random variables; Signal processing; Testing; Transceivers; Circularity coefficient; EVD; complex random variable; correlation coefficient; eccentricity; noncircular random variable;
fLanguage :
English
Journal_Title :
Signal Processing Letters, IEEE
Publisher :
ieee
ISSN :
1070-9908
Type :
jour
DOI :
10.1109/LSP.2008.2005050
Filename :
4682548
Link To Document :
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