Sparse DOA Estimation With Polarimetric Arrays

被引:1
作者
Aubry, Augusto [1 ]
Boddi, Marco [1 ]
De Maio, Antonio [1 ]
Rosamilia, Massimo [1 ]
机构
[1] Univ Napoli Federico II, Dept Elect Engn & Informat Technol, DIETI, I-80125 Naples, Italy
来源
IEEE OPEN JOURNAL OF SIGNAL PROCESSING | 2024年 / 5卷
关键词
Direction-of-arrival estimation; Vectors; Atoms; Signal processing algorithms; Sensors; Maximum likelihood estimation; Covariance matrices; DOA estimation; high resolution; polarimetry; sparse methods; PERFORMANCE ANALYSIS; ESPRIT; RADAR; ANGLE;
D O I
10.1109/OJSP.2024.3411468
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper addresses the Direction-of-Arrival (DOA) estimation problem using a narrowband polarimetric array sensing system. The considered receiving equipment is composed of two sub-arrays of sensors with orthogonal polarizations. By suitably modeling the received signal via a sparse representation (accounting for the multiple snapshots and the polarimetric array manifold structure), two iterative algorithms, namely Polarimetric Sparse Learning via Iterative Minimization (POL-SLIM) and Polarimetric Sparse Iterative Covariance-based Estimation (POL-SPICE), are devised to accomplish the estimation task. The proposed algorithms provide accurate DOA estimates while enjoying nice (rigorously proven) convergence properties. Numerical analysis shows the effectiveness of POL-SLIM and POL-SPICE to successfully locate signal sources in both passive sensing applications (with large numbers of collected snapshots) and radar spatial processing, also in comparison with single-polarization counterparts as well as theoretical benchmarks.
引用
收藏
页码:886 / 901
页数:16
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