TRACK-BEFORE-DETECT FOR SUB-NYQUIST RADAR

被引:0
|
作者
Na, Siqi [1 ]
Huang, Tianyao [1 ]
Liu, Yimin [1 ]
Wang, Xiqin [1 ]
机构
[1] Tsinghua Univ, EE Dept, Beijing, Peoples R China
来源
2020 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING | 2020年
关键词
Sub-Nyquist radar; track-before-detect; weighted sparse recovery;
D O I
10.1109/icassp40776.2020.9054349
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
Sub-Nyquist radars require fewer measurements, facilitating low-cost design, flexible resource allocation, etc. By applying compressed sensing (CS) method, such radars achieve close performance to traditional Nyquist radars. However in low signal-to-noise ratio (SNR) scenarios, detecting weak targets is challenging: low probability of detection and many spurious targets could occur in the recovery results of traditional CS method. To overcome this issue, we propose a weighted sparse recovery based track-before-detect (TBD) method for weak targets detection by accumulating multi-frame information. Particularly, tracking results of targets are utilized as prior knowledge to enhance the recovery accuracy, thus improving the detection performance. Numerical results show that our method improves the detection performance particularly and reduces the occurrence of spurious targets in low SNR situations compared with traditional CS method.
引用
收藏
页码:6029 / 6033
页数:5
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