DocumentCode :
1547351
Title :
Sensitivity analysis of the maximum likelihood direction-finding algorithm
Author :
Friedlander, Benjamin
Author_Institution :
Signal Process. Technol. Ltd., Palo Alto, CA, USA
Volume :
26
Issue :
6
fYear :
1990
fDate :
11/1/1990 12:00:00 AM
Firstpage :
953
Lastpage :
968
Abstract :
A first-order analysis is performed of the sensitivity of the maximum likelihood (ML) direction-finding algorithm to system errors which cause differences between the array manifold used by the algorithm and the true array manifold. The effect of such errors on the directions-of-arrival (DOA) estimates is investigated. The ability of the ML algorithm to resolve two closely spaced sources in the presence of phase and gain errors in the array elements or in the receivers, or errors in the element locations, is analyzed. A formula for computing the failure threshold of the algorithm as a function of source separation and other system parameters is derived and tested by simulation. The analysis assumes that the exact covariance matrix of array element outputs is known
Keywords :
computerised signal processing; digital simulation; error analysis; radio direction-finding; sensitivity analysis; signal detection; directions of arrival estimates; exact covariance matrix; failure threshold; first-order analysis; gain errors; maximum likelihood direction-finding algorithm; phase errors; sensitivity analysis; simulation; source separation; system errors; true array manifold; Algorithm design and analysis; Computational modeling; Direction of arrival estimation; Maximum likelihood estimation; Navigation; Performance analysis; Phased arrays; Sensitivity analysis; Source separation; System testing;
fLanguage :
English
Journal_Title :
Aerospace and Electronic Systems, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9251
Type :
jour
DOI :
10.1109/7.62247
Filename :
62247
Link To Document :
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