Estimation of directions of arrival of multiple scattered sources

Citation
M. Ghogho et al., Estimation of directions of arrival of multiple scattered sources, IEEE SIGNAL, 49(11), 2001, pp. 2467-2480
Citations number
23
Categorie Soggetti
Eletrical & Eletronics Engineeing
Journal title
IEEE TRANSACTIONS ON SIGNAL PROCESSING
ISSN journal
1053587X → ACNP
Volume
49
Issue
11
Year of publication
2001
Pages
2467 - 2480
Database
ISI
SICI code
1053-587X(200111)49:11<2467:EODOAO>2.0.ZU;2-J
Abstract
We consider the problem of estimating the directions of arrival (DOA) of mu ltiple sources in the presence of local scattering. This problem is encount ered in wireless communications due to the presence of scatterers in the vi cinity of the mobile or when the signals propagate through a random inhomog eneous medium. Assuming a uniform linear array (ULA), we develop DOA estima tion algorithms based on covariance matching applied to a reduced-size stat istic obtained from the sample covariance matrix after redundancy averaging . Next, a computationally efficient estimator based on AR modelling of the coherence loss function is derived. A theoretical expression for the asympt otic covariance matrix of this estimator is derived. Finally, the correspon ding Cramer-Rao bounds (CRBs) are derived. Despite its simplicity, the AR-b ased estimator is shown to possess performance that is nearly as good as th at of the covariance matching method.