DocumentCode
303729
Title
Explicit Ziv-Zakai lower bound for bearing estimation
Author
Bell, Kristine L. ; Ephraim, Yariv ; Trees, Harry L.
Author_Institution
George Mason Univ., Fairfax, VA, USA
Volume
5
fYear
1996
fDate
7-10 May 1996
Firstpage
2852
Abstract
The extended Ziv-Zakai bound for vector parameters is used to develop a lower bound on the mean square error (MSE) in estimating the two-dimensional bearing of a narrowband planewave signal using planar arrays of arbitrary geometry. The bound has a simple closed form expression which is a function of the signal wavelength, the signal-to-noise ratio (SNR), the number of data snapshots, the number of sensors in the array, and the array configuration. Analysis of the bound suggests that there are several regions of operation, and expressions for the thresholds separating the regions are provided. In the asymptotic region where the number of snapshots and/or SNR are large, the bound approaches the inverse Fisher information. In the a priori performance region where the number of snapshots or SNR is small, the bound approaches the a priori covariance. In the transition region, the bound varies smoothly between the two extremes. Results from simulation of the maximum likelihood estimator (MLE) demonstrate that the bound closely predicts the performance of the MLE in all regions
Keywords
array signal processing; correlation methods; covariance analysis; direction-of-arrival estimation; maximum likelihood estimation; 2D bearing estimation; DOA estimation; MSE; SNR; a priori covariance; a priori performance region; arbitrary geometry; array configuration; array sensors; asymptotic region; closed form expression; data snapshots; extended Ziv-Zakai lower bound; inverse Fisher information; maximum likelihood estimator; mean square error; narrowband planewave signal; planar arrays; signal wavelength; signal-to-noise ratio; simulation results; thresholds; transition region; Direction of arrival estimation; Geometry; Maximum likelihood estimation; Mean square error methods; Narrowband; Planar arrays; Predictive models; Sensor arrays; Signal to noise ratio; Wideband;
fLanguage
English
Publisher
ieee
Conference_Titel
Acoustics, Speech, and Signal Processing, 1996. ICASSP-96. Conference Proceedings., 1996 IEEE International Conference on
Conference_Location
Atlanta, GA
ISSN
1520-6149
Print_ISBN
0-7803-3192-3
Type
conf
DOI
10.1109/ICASSP.1996.550148
Filename
550148
Link To Document