DocumentCode :
392691
Title :
Insertion of diagonal loading into the multistage Wiener filter
Author :
Hiemstra, John D. ; Weippert, Matthew E. ; Nguyen, Hien N. ; Goldstein, J.Scott
Author_Institution :
SAIC, Chantilly, VA, USA
fYear :
2002
fDate :
4-6 Aug. 2002
Firstpage :
379
Lastpage :
382
Abstract :
Diagonal loading is a well-known technique for adding robustness to beamformer solutions. Diagonal loading will add robustness to steering vector direction-of-arrival mismatch; element position, gain, and/or phase perturbations; "statistical" mismatch due to finite sample support; etc. In a traditional sample matrix inversion implementation of the minimum variance distortionless response beamformer diagonal loading can be inserted by adding a scaled version of the identity matrix to the sample covariance matrix. Other adaptive beamformers (e.g. LMS) have their own approaches for adding diagonal loading. In this paper we describe how diagonal loading can be added to the multistage Wiener filter (MWF). Previous published results have developed one form of loading for the MWF called "error loading". In this paper we introduce two new forms of loading and show that each of these is equivalent to diagonal loading, whereas, error loading is distinct.
Keywords :
Wiener filters; array signal processing; direction-of-arrival estimation; filtering theory; matrix inversion; signal sampling; statistical analysis; LMS; adaptive beamformers; diagonal loading; element position; error loading; finite sample support; gain; identity matrix; minimum variance distortionless response beamformer; multistage Wiener filter; phase perturbations; robust beamformer solutions; sample covariance matrix; sample matrix inversion; statistical mismatch; steering vector DOA mismatch; steering vector direction-of-arrival mismatch; Array signal processing; Bismuth; Covariance matrix; Equations; Least squares approximation; Robustness; Wiener filter;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Sensor Array and Multichannel Signal Processing Workshop Proceedings, 2002
Print_ISBN :
0-7803-7551-3
Type :
conf
DOI :
10.1109/SAM.2002.1191065
Filename :
1191065
Link To Document :
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