Title :
Stochastic Cramer-Rao bound of DOA estimates for non-circular Gaussian signals
Author :
Abeida, Habti ; Delmas, Jean-Pierre
Author_Institution :
Departement CITI, GET/INT, Evry, France
Abstract :
This paper focuses on the stochastic Cramer-Rao bound (CRB) on direction of arrival (DOA) estimation accuracy for non-circular Gaussian sources. We derive an explicit expression of the CRB for DOA parameters alone in the case of non-circular complex Gaussian sources by two different methods. One of them consists of computing the asymptotic covariance matrix of the maximum likelihood (ML) estimator, and the other is obtained directly from an extended Slepian-Bangs formula. Finally some properties of this CRB are proved.
Keywords :
Gaussian processes; array signal processing; covariance matrices; direction-of-arrival estimation; maximum likelihood estimation; CRB; DOA estimates; DOA estimation accuracy; ML estimator; asymptotic covariance matrix; direction of arrival estimation; extended Slepian-Bangs formula; maximum likelihood estimator; noncircular Gaussian signals; stochastic Cramer-Rao bound; Additive noise; Array signal processing; Binary phase shift keying; Covariance matrix; Digital communication; Direction of arrival estimation; Gaussian distribution; Gaussian noise; Maximum likelihood estimation; Stochastic processes;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2004. Proceedings. (ICASSP '04). IEEE International Conference on
Print_ISBN :
0-7803-8484-9
DOI :
10.1109/ICASSP.2004.1326242