Estimating parameters of multiple wideband polynomial-phase sources in sensor arrays

Citation
Ab. Gershman et al., Estimating parameters of multiple wideband polynomial-phase sources in sensor arrays, IEEE SIGNAL, 49(12), 2001, pp. 2924-2934
Citations number
27
Categorie Soggetti
Eletrical & Eletronics Engineeing
Journal title
IEEE TRANSACTIONS ON SIGNAL PROCESSING
ISSN journal
1053587X → ACNP
Volume
49
Issue
12
Year of publication
2001
Pages
2924 - 2934
Database
ISI
SICI code
1053-587X(200112)49:12<2924:EPOMWP>2.0.ZU;2-R
Abstract
In this paper, we consider the problem of estimating the parameters of mult iple wideband polynomial-phase signal (PPS) sources in sensor arrays. A new maximum likelihood (NIL) direction-of-arrival (DOA) estimator is introduce d, and the exact Cramer-Rao bound (CRB) is derived for the general case of multiple constant-amplitude polynomial-phase sources. Since the proposed ex act NM estimator is computationally intensive, an approximate solution is p roposed, 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 NIL. Simulation resu lts are presented, illustrating the performance of the estimators and valid ating our theoretical CRB analysis.