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Off-grid direction-of-arrival estimation using second-order Taylor approximation.
- 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 :
- *DATA modeling
Subjects
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