DocumentCode
1552343
Title
Estimating parameters of multiple wideband polynomial-phase sources in sensor arrays
Author
Gershman, Alex B. ; Pesavento, Marius ; Amin, Moeness G.
Author_Institution
Dept. of Electr. & Comput. Eng., McMaster Univ., Hamilton, Ont., Canada
Volume
49
Issue
12
fYear
2001
fDate
12/1/2001 12:00:00 AM
Firstpage
2924
Lastpage
2934
Abstract
We consider the problem of estimating the parameters of multiple wideband polynomial-phase signal (PPS) sources in sensor arrays. A new maximum likelihood (ML) direction-of-arrival (DOA) estimator is introduced, and the exact Cramer-Rao bound (CRB) is derived for the general case of multiple constant-amplitude polynomial-phase sources. Since the proposed exact ML estimator is computationally intensive, an approximate solution is proposed, originating from the analysis of the log-likelihood (LL) function in the single chirp signal case. As a result, a new form of spatio-temporal matched filter (referred to as the chirp beamformer) is derived, which is applicable to "well-separated" sources that have distinct time-frequency or/and spatial signatures. This beamforming approach requires solving a three-dimensional (3-D) optimization problem and, therefore, enjoys essentially simpler implementation than that entailed by the exact ML. Simulation results are presented, illustrating the performance of the estimators and validating our theoretical CRB analysis
Keywords
approximation theory; array signal processing; direction-of-arrival estimation; filtering theory; matched filters; maximum likelihood estimation; optimisation; polynomials; sonar signal processing; spatial filters; 3D optimization problem; MLE; approximate ML estimator; beamforming; chirp beamformer; exact Cramer-Rao bound; log-likelihood function; maximum likelihood DOA estimator; multiple wideband polynomial-phase signal sources; omnidirectional sensors; parameter estimation; sensor arrays; simulation results; single chirp signal; sonar; spatial signatures; spatio-temporal matched filter; time-frequency signatures; uniform linear array; Chirp; Direction of arrival estimation; Matched filters; Maximum likelihood estimation; Parameter estimation; Polynomials; Sensor arrays; Signal analysis; Time frequency analysis; Wideband;
fLanguage
English
Journal_Title
Signal Processing, IEEE Transactions on
Publisher
ieee
ISSN
1053-587X
Type
jour
DOI
10.1109/78.969501
Filename
969501
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