Title :
Analytical Solution of the Blind Identification Problem for Multichannel FIR Systems Based on Second Order Statistics
Author :
Diamantaras, Konstantinos I. ; Papadimitriou, Theophilos
Author_Institution :
Dept. of Informatics, Thessaloniki, Greece
Abstract :
We present a novel method for the blind identification problem of multichannel FIR systems based on the analytical solution of a linear system of equations derived from the output signal second order statistics. The method is very efficient computationally since it does not involve iterative optimization procedures. In addition, it is very robust to noise as shown by our experiments. We also demonstrate that it compares favorably in terms of estimation accuracy compared to classical second order methods.
Keywords :
FIR filters; iterative methods; statistical analysis; blind identification problem; iterative optimization procedures; multichannel FIR systems; second order statistics; Covariance matrix; Equations; Finite impulse response filter; Higher order statistics; Linear systems; Signal processing; Statistical analysis; System identification; Time varying systems; Vectors; Blind identification; Multichannel Systems; System identification;
Conference_Titel :
Acoustics, Speech and Signal Processing, 2007. ICASSP 2007. IEEE International Conference on
Conference_Location :
Honolulu, HI
Print_ISBN :
1-4244-0727-3
DOI :
10.1109/ICASSP.2007.366788