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

被引:52
作者
Gershman, AB [1 ]
Pesavento, M
Amin, MG
机构
[1] McMaster Univ, Dept Elect & Comp Engn, Hamilton, ON L8S 4K1, Canada
[2] Villanova Univ, Dept Elect & Comp Engn, Villanova, PA 19085 USA
基金
加拿大自然科学与工程研究理事会;
关键词
chirp beamformer; Cramer-Rao bound; direction-of-arrival estimation; maximum likelihood estimator; polynomial-phase sources;
D O I
10.1109/78.969501
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this paper, we consider the problem of estimating the parameters of multiple wideband polynomial-phase signal (PPS) sources in sensor arrays. A new maximum likelihood (NIL) 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 NM 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 NIL. Simulation results are presented, illustrating the performance of the estimators and validating our theoretical CRB analysis.
引用
收藏
页码:2924 / 2934
页数:11
相关论文
共 27 条
[1]   Spatial time-frequency Distributions for direction finding and blind source separation [J].
Amin, MG .
WAVELET APPLICATIONS VI, 1999, 3723 :62-70
[2]   Product high-order ambiguity function for multicomponent polynomial-phase signal modeling [J].
Barbarossa, S ;
Scaglione, A ;
Giannakis, GB .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1998, 46 (03) :691-708
[3]   Time-frequency MUSIC [J].
Belouchrani, A ;
Amin, MG .
IEEE SIGNAL PROCESSING LETTERS, 1999, 6 (05) :109-110
[4]   Parameter estimation for random amplitude chirp signals [J].
Besson, O ;
Ghogho, M ;
Swami, A .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1999, 47 (12) :3208-3219
[5]  
BOHME JF, 1986, SIGNAL PROCESS, V10, P329
[6]  
BOHME JF, 1991, ADV SPECTRUM ESTIMAT, V2, P1
[7]   SYNTHETIC APERTURE SONAR FOR SEABED IMAGING - RELATIVE MERTIS OF NARROW-BAND AND WIDE-BAND APPROACHES [J].
CHATILLON, J ;
BOUHIER, ME ;
ZAKHARIA, ME .
IEEE JOURNAL OF OCEANIC ENGINEERING, 1992, 17 (01) :95-105
[8]   PARAMETER-ESTIMATION OF CHIRP SIGNALS [J].
DJURIC, PM ;
KAY, SM .
IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1990, 38 (12) :2118-2126
[9]   DIRECTION FINDING FOR WIDE-BAND SIGNALS USING AN INTERPOLATED ARRAY [J].
FRIEDLANDER, B ;
WEISS, AJ .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1993, 41 (04) :1618-1634
[10]   Wideband direction-of-arrival estimation of multiple chirp signals using spatial time-frequency distributions [J].
Gershman, AB ;
Amin, MG .
IEEE SIGNAL PROCESSING LETTERS, 2000, 7 (06) :152-155