DocumentCode
839378
Title
On the asymptotic performance analysis of subspace DOA estimation in the presence of modeling errors: case of MUSIC
Author
Ferréol, Anne ; Larzabal, Pascal ; Viberg, Mats
Author_Institution
THALES Commun., Colombes, France
Volume
54
Issue
3
fYear
2006
fDate
3/1/2006 12:00:00 AM
Firstpage
907
Lastpage
920
Abstract
This paper provides a new analytic expression of the bias and RMS error (root mean square) error of the estimated direction of arrival (DOA) in the presence of modeling errors. In , first-order approximations of the RMS error are derived, which are accurate for small enough perturbations. However, the previously available expressions are not able to capture the behavior of the estimation algorithm into the threshold region. In order to fill this gap, we provide a second-order performance analysis, which is valid in a larger interval of modeling errors. To this end, it is shown that the DOA estimation error for each signal source can be expressed as a ratio of Hermitian forms, with a stochastic vector containing the modeling error. Then, an analytic expression for the moments of such a Hermitian forms ratio is provided. Finally, a closed-form expression for the performance (bias and RMS error) is derived. Simulation results indicate that the new result is accurate into the region where the algorithm breaks down.
Keywords
Hermitian matrices; direction-of-arrival estimation; mean square error methods; Hermitian forms; MUSIC; asymptotic performance analysis; chaotic vector; direction of arrival; root mean square error; second-order performance analysis; subspace DOA estimation; Closed-form solution; Computer aided software engineering; Direction of arrival estimation; Error analysis; Estimation error; Multiple signal classification; Performance analysis; Random variables; Root mean square; Stochastic processes; Calibration; MUSIC; direction of arrival (DOA) estimation; modeling errors; performance analysis;
fLanguage
English
Journal_Title
Signal Processing, IEEE Transactions on
Publisher
ieee
ISSN
1053-587X
Type
jour
DOI
10.1109/TSP.2005.861798
Filename
1597557
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