DocumentCode
3424745
Title
Threshold region performance of deterministic maximum likelihood DOA estimation of multiple sources
Author
Athley, Fredrik
Author_Institution
Dept. of Signals & Syst., Chalmers Univ. of Technol., Goteborg, Sweden
Volume
2
fYear
2002
fDate
3-6 Nov. 2002
Firstpage
1283
Abstract
This paper presents an analysis of the threshold region performance of deterministic maximum likelihood direction of arrival estimation using sensor arrays. The threshold effect is caused by outliers and thus is not captured by standard analysis tools such as the Cramer-Rao bound and Taylor expansions, since these are local in nature. The work presented provides a global analysis that can be used to predict the threshold region performance of the maximum likelihood estimator with high accuracy. It extends previous results from the author on the single source to the multiple sources case.
Keywords
Gaussian noise; Monte Carlo methods; array signal processing; direction-of-arrival estimation; maximum likelihood estimation; mean square error methods; probability; white noise; Cramer-Rao bound; MSE approximation; Monte Carlo simulations; Taylor expansions; analysis tools; deterministic maximum likelihood DOA estimation; direction of arrival estimation; global analysis; maximum likelihood estimator; multiple sources; outlier probability; sensor arrays; threshold region performance; white Gaussian noise; Direction of arrival estimation; Estimation error; Maximum likelihood estimation; Performance analysis; Predictive models; Sensor arrays; Sensor phenomena and characterization; Sensor systems; Signal analysis; Signal to noise ratio;
fLanguage
English
Publisher
ieee
Conference_Titel
Signals, Systems and Computers, 2002. Conference Record of the Thirty-Sixth Asilomar Conference on
Conference_Location
Pacific Grove, CA, USA
ISSN
1058-6393
Print_ISBN
0-7803-7576-9
Type
conf
DOI
10.1109/ACSSC.2002.1196987
Filename
1196987
Link To Document