Direction of Arrival Estimation using EM-ESPRIT with nonuniform arrays - Archive ouverte HAL Accéder directement au contenu
Article Dans Une Revue Circuits, Systems, and Signal Processing Année : 2012

Direction of Arrival Estimation using EM-ESPRIT with nonuniform arrays

Résumé

Abstract This paper deals with the problem of the Direction Of Arrival (DOA) estimation with nonuniform linear arrays. The proposed method is based on the Expectation Maximization method where ESPRIT is used in the maximization step. The key idea is to iteratively interpolate the data to a virtual uniform linear array in order to apply ESPRIT to estimate the DOA. The iterative approach allows to improve the interpolation using the previously estimated DOA. One of this method novelties lies in its capacity of dealing with any nonuniform array geometry. This technique manifests significant performance and computational advantages over previous algorithms such as Spectral MUSIC, EM-IQML and the method based on manifold separation technique. EM-ESPRIT is shown to be more robust to additive noise. Furthermore, EM-ESPRIT fully exploits the advantages of using a nonuniform array over a uniform array: simulations show that for the same aperture and with less number of sensors, the nonuniform array presents almost identical performance as the equivalent uniform array.
Fichier principal
Vignette du fichier
elkassis_Direction_of_arrival_Estimation.pdf (226.73 Ko) Télécharger le fichier
Origine : Fichiers produits par l'(les) auteur(s)
Loading...

Dates et versions

hal-00736360 , version 1 (28-09-2012)

Identifiants

Citer

Carine El Kassis, José Picheral, Gilles Fleury, Chafic Mokbel. Direction of Arrival Estimation using EM-ESPRIT with nonuniform arrays. Circuits, Systems, and Signal Processing, 2012, 31 (5), pp.1787-1807. ⟨10.1007/s00034-012-9397-y⟩. ⟨hal-00736360⟩
72 Consultations
611 Téléchargements

Altmetric

Partager

Gmail Facebook X LinkedIn More