Title :
A low-complexity robust bearing estimator using reparameterization and covariance match for the distributed source
Author :
Liu, Shenjian ; Wan, Qun ; Peng, Yingning
Author_Institution :
Dept. of Electr. Eng., Tsinghua Univ., Beijing, China
Abstract :
Many methods were proposed to estimate the bearing of a spatially distributed source. They usually suffer from heavy computational load and are limited to small angle spread due to model approximated error. In this paper, the two problems are considered and the main contribution is two-fold. First, the unimodal symmetric space frequency distribution is introduced to describe the source model. The exact expression of the covariance matrix can be calculated without model approximation even in the case of a large angular spread. Second, using reparameterization and covariance match criteria, a novel estimator is proposed by solving a nonlinear least-square problem in the central space frequency. It can be implemented only by a FFT or a one-dimension search. Numerical examples show its robustness for the large angular spread. A statistical analysis is also included to show the asymptotic efficiency of the bearing estimate.
Keywords :
array signal processing; computational complexity; covariance matrices; direction-of-arrival estimation; error analysis; fast Fourier transforms; least squares approximations; FFT; array processing; asymptotic efficiency; central space frequency; covariance match; covariance match criteria; covariance matrix; distributed source; heavy computational load; large angular spread; low-complexity robust bearing estimator; model approximated error; nonlinear least-squares; one-dimension search; reparameterization; robustness; small angle spread; spatially distributed source; statistical analysis; unimodal symmetric space frequency distribution; Array signal processing; Covariance matrix; Direction of arrival estimation; Frequency estimation; Radar applications; Radar scattering; Robustness; Sensor arrays; Sonar; Statistical analysis;
Conference_Titel :
Radio and Wireless Conference, 2002. RAWCON 2002. IEEE
Print_ISBN :
0-7803-7458-4
DOI :
10.1109/RAWCON.2002.1030115