Title :
Estimation of Improper Complex-Valued Random Signals in Colored Noise by Using the Hilbert Space Theory
Author :
Navarro-Moreno, Jesús ; Estudillo-Martínez, María Dolores ; Fernández-Alcalá, Rosa María ; Ruiz-Molina, Juan Carlos
Author_Institution :
Dept. of Stat. & Oper. Res., Univ. of Jaen, Jaen
fDate :
6/1/2009 12:00:00 AM
Abstract :
In this paper, the problem of estimating an improper complex-valued random signal in colored noise with an additive white part is addressed. We tackle the problem from a mathematical perspective and emphasize the advantages of this rigorous treatment. The formulation considered is very general in the sense that it permits us to estimate any functional of the signal of interest. Finally, the superiority of the widely linear estimation with respect to the conventional estimation techniques is both theoretically and experimentally illustrated.
Keywords :
Hilbert spaces; random noise; signal processing; Hilbert space theory; additive white noise; colored noise; improper complex-valued random signal estimation; linear estimation; mathematical perspective; Additive noise; Colored noise; Electromagnetics; Hilbert space; Optical noise; Optical sensors; Quantum mechanics; Signal analysis; Signal processing; Variable speed drives; Estimation in colored noise; Hilbert space theory; improper complex-valued random signals;
Journal_Title :
Information Theory, IEEE Transactions on
DOI :
10.1109/TIT.2009.2018329