TWO-SNAPSHOT DOA ESTIMATION VIA HANKEL-STRUCTURED MATRIX COMPLETION

被引:2
|
作者
Bokaei, Mohammad [1 ]
Razavikia, Saeed [1 ]
Amini, Arash [1 ]
Rini, Stefano [2 ]
机构
[1] Sharif Univ Technol, Adv Commun Res Inst ACRI, Tehran, Iran
[2] Natl Chao Tung Univ, Elect & Comp Engn Dept, Hsinchu, Taiwan
来源
2022 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP) | 2022年
关键词
Direction of arrival; matrix completion; non-unifrom sampling; off-the-grid compressed sensing; super-resolution;
D O I
10.1109/ICASSP43922.2022.9747041
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
In this paper, we study the problem of estimating the direction of arrival (DOA) using a sparsely sampled uniform linear array (ULA). Based on an initial incomplete ULA measurements, our strategy is to choose a sparse subset of array elements for measuring the next snapshot. Then, we use a Hankel-structured matrix completion to interpolate for the missing ULA measurements. Finally, the source DOAs are estimated using a subspace method such as Prony on the fully recovered ULA. We theoretically provide a sufficient bound for the number of required samples (array elements) for perfect recovery. The numerical comparisons of the proposed method with existing techniques such as atomic-norm minimization and off-the-grid approaches confirm the superiority of the proposed method.
引用
收藏
页码:5018 / 5022
页数:5
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