Non-Coherent Direction-of-Arrival Estimation Using Partly Calibrated Arrays

被引:29
|
作者
Suleiman, Wassim [1 ,2 ]
Parvazi, Pouyan [1 ,3 ]
Pesavento, Marius [1 ]
Zoubir, Abdelhak M. [1 ]
机构
[1] Tech Univ Darmstadt, Commun Syst Grp, D-64289 Darmstadt, Germany
[2] Hyundai MOBIS, D-65936 Frankfurt, Germany
[3] Intel Corp, San Diego, CA 92131 USA
关键词
Direction-of-arrival estimation; non-coherent processing; maximum likelihood; sparse signal representation; identifiability; Cramer-Rao Bound; MULTIPLE SOURCES; LOCALIZATION; REPRESENTATIONS; UNIQUENESS; MODELS; ESPRIT;
D O I
10.1109/TSP.2018.2867997
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
In this paper, direction-of-arrival (DOA) estimation using non-coherent processing for partly calibrated arrays composed of multiple subarrays is considered. The subarrays are assumed to compute locally the sample covariance matrices of their measurements and communicate them to the processing center. A sufficient condition for the unique identifiability of the sources in the aforementioned non-coherent processing scheme is presented. We prove that, under mild conditions, with the non-coherent system of subarrays, it is possible to identify more sources than identifiable by each individual subarray. This property of non-coherent processing has not been investigated before. We derive the maximum likelihood estimator for DOA estimation at the processing center using the sample covariance matrices received from the subarrays. Moreover, the Cramer-Rao hound (CRB) for our measurement model is derived and is used to assess the presented DOA estimators. The behavior of the CRB at high signal-to-noise ratio (SNR) is analyzed. In contrast to coherent processing, we prove that the CRB approaches zero at high SNR only if at least one subarray can identify the sources individually.
引用
收藏
页码:5776 / 5788
页数:13
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