Title :
Robust Capon estimator for the nominal DOAs and angular spreads of distributed sources
Author :
Jiang, Biao ; Sun, Changyu ; Zhu, Ye
Author_Institution :
Inst. of Acoust., Chinese Acad. of Sci., Beijing, China
Abstract :
A novel and low complexity estimator based on Capon´s minimum variance beamforming method is proposed for the estimation of the nominal (centre) directions of arrival (DOA) and angular spreads of distributed sources. A more reliable array response vector instead of the standard steering vector is put forward according to the incoherently distributed (ID) source model, by which the spread Capon spectrum is obtained. Considering the model mismatch between the new steering vector and the true one, we estimate the parameters not by making the trace of the Capon spectrum matrix minimization but, making the corresponding Frobenius norm minimization. Only a two-dimensional search method is required to optimize the estimates of the nominal angles and angular spreads, so the proposed method is computationally efficient. Numerical results demonstrated its excellent performance in the low SNR case and verified its robustness against some other methods.
Keywords :
array signal processing; direction-of-arrival estimation; minimisation; search problems; source separation; Frobenius norm minimization; angular spreads; array response vector; direction of arrival estimation; incoherently distributed source model; low complexity estimator; minimum variance beamforming method; nominal DOA estimation; robust Capon estimator; spread Capon spectrum; two-dimensional search method; Acoustics; Array signal processing; Covariance matrix; Direction of arrival estimation; Maximum likelihood estimation; Parameter estimation; Robustness; Sensor arrays; Sonar; Sun;
Conference_Titel :
Communications, Circuits and Systems, 2005. Proceedings. 2005 International Conference on
Print_ISBN :
0-7803-9015-6
DOI :
10.1109/ICCCAS.2005.1495216