Title :
On the direct estimation of the Wiener beamformer using second and fourth order cumulants
Author :
Bose, S. ; Friedlander, B.
Author_Institution :
Dept. of Electr. & Comput. Eng., California Univ., Davis, CA, USA
Abstract :
In this paper, we propose a new algorithm for performing blind source separation and signal recovery for the narrowband case. This algorithm seeks to estimate and implement the Wiener filter directly using the second and fourth order cumulants. The estimated filter is asymptotically consistent with or without noise, is not subject to the bound imposed by pre-whitening as with some existing algorithms, and outperforms these algorithms. In fact, in many cases it nearly achieves the Wiener limit as performance studies show.
Keywords :
Wiener filters; array signal processing; covariance analysis; filtering theory; higher order statistics; parameter estimation; spatial filters; Wiener beamformer; Wiener filter; blind source separation; direct estimation; fourth order cumulants; narrowband sources; second order cumulants; signal recovery; Additive noise; Blind source separation; Calibration; Contracts; Higher order statistics; Narrowband; Signal to noise ratio; Source separation; Vectors; Wiener filter;
Conference_Titel :
Signals, Systems and Computers, 1996. Conference Record of the Thirtieth Asilomar Conference on
Conference_Location :
Pacific Grove, CA, USA
Print_ISBN :
0-8186-7646-9
DOI :
10.1109/ACSSC.1996.600928