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Off-grid direction-of-arrival estimation using second-order Taylor approximation.

Authors :
Huang, Huiping
So, Hing Cheung
Zoubir, Abdelhak M.
Source :
Signal Processing. Jul2022, Vol. 196, pN.PAG-N.PAG. 1p.
Publication Year :
2022

Abstract

• Off-grid DOA estimation. • Grid-based DOA estimation. • Second-order Taylor approximation. • Proportionality relationship. • Block restricted isometry property. The problem of off-grid direction-of-arrival (DOA) estimation is investigated. We develop a grid-based method to jointly estimate the closest spatial frequency (the sine of DOA) grids, and the gaps between the estimated grids and the corresponding frequencies. By using a second-order Taylor approximation, the data model under the framework of joint-sparse representation is formulated. We point out an important property of the signals of interest in the model, namely the proportionality relationship, which is empirically demonstrated to be useful in the sense that it increases the probability of the mixing matrix satisfying the block restricted isometry property. Simulation examples demonstrate the effectiveness and superiority of the proposed method against several state-of-the-art grid-based approaches. [ABSTRACT FROM AUTHOR]

Subjects

Subjects :
*DATA modeling

Details

Language :
English
ISSN :
01651684
Volume :
196
Database :
Academic Search Index
Journal :
Signal Processing
Publication Type :
Academic Journal
Accession number :
155961274
Full Text :
https://doi.org/10.1016/j.sigpro.2022.108513