Estimating parameters of multiple wideband polynomial-phase sources in sensor arrays
Authors:
- M. PesaventoMPM. Pesavento
- M.G. AminMAM.G. Amin
- 1 December 2001
- journal article
- Published by Institute of Electrical and Electronics Engineers (IEEE) in IEEE Transactions on Signal Processing
- Vol. 49 (12) , 2924-2934
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
This publication has 24 references indexed in Scilit:
- Coherent wideband DOA estimation of multiple FM signals using spatial time-frequency distributions2002
- Discrete chirp-Fourier transform and its application to chirp rate estimationIEEE Transactions on Signal Processing, 2000
- Iterative algorithm for direction of arrival estimation with wideband chirp signalsIEE Proceedings - Radar, Sonar and Navigation, 2000
- Wideband direction-of-arrival estimation of multiple chirp signals using spatial time-frequency distributionsIEEE Signal Processing Letters, 2000
- Time-frequency MUSICIEEE Signal Processing Letters, 1999
- Spatial time-frequency distributions for direction finding and blind source separation1999
- Experimental results of localization of moving underwater signal by adaptive beamformingIEEE Transactions on Signal Processing, 1995
- Direction finding for wide-band signals using an interpolated arrayIEEE Transactions on Signal Processing, 1993
- Estimation of spectral parameters of correlated signals in wavefieldsSignal Processing, 1986
- Coherent signal-subspace processing for the detection and estimation of angles of arrival of multiple wide-band sourcesIEEE Transactions on Acoustics, Speech, and Signal Processing, 1985