Super-Resolution Time of Arrival Estimation Using Random Resampling in Compressed Sensing

被引:5
|
作者
Noto, Masanari [1 ]
Shang, Fang [1 ]
Kidera, Shouhei [1 ]
Kirimoto, Tetsuo [1 ]
机构
[1] Univ Electrocommun, Grad Sch Informat & Engn, Tokyo 1828585, Japan
关键词
super-resolution TOA estimation; compressed sensing (CS); radar signal processing; random re-sampling; ALGORITHM; OPTIMIZATION;
D O I
10.1587/transcom.2017EBP3324
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
There is a strong demand for super-resolution time of arrival (TOA) estimation techniques for radar applications that can that can exceed the theoretical limits on range resolution set by frequency bandwidth. One of the most promising solutions is the use of compressed sensing (CS) algorithms, which assume only the sparseness of the target distribution but can achieve super-resolution. To preserve the reconstruction accuracy of CS under highly correlated and noisy conditions, we introduce a random resampling approach to process the received signal and thus reduce the coherent index, where the frequency-domain-based CS algorithm is used as noise reduction preprocessing. Numerical simulations demonstrate that our proposed method can achieve super-resolution TOA estimation performance not possible with conventional CS methods.
引用
收藏
页码:1513 / 1520
页数:8
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