Nonstationary Moving Target Detection in Spiky Sea Clutter via Time-Frequency Manifold

被引:3
|
作者
Cao, Xingwei [1 ]
Cheng, Yongqiang [1 ]
Wu, Hao [1 ]
Wang, Hongqiang [1 ]
机构
[1] Natl Univ Def Technol, Coll Elect Sci & Technol, Sch Elect Sci & Engn, Changsha 410073, Peoples R China
关键词
Time-frequency analysis; Clutter; Correlation; Object detection; Covariance matrices; Manifolds; Detectors; Information geometry; nonstationary moving target detection; Riemannian manifold; sea clutter; sea spike; time-frequency correlation (TFC); MEDIANS;
D O I
10.1109/LGRS.2021.3126869
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
Nonstationary moving target detection in spiky sea clutter is a challenging task due to the high-power, time-varying, and target-like properties of sea spikes. In this letter, we propose a time-frequency correlation (TFC)-based constant false alarm rate (TFC-CFAR) detection method on the time-frequency manifold, and apply it to the nonstationary moving target detection in spiky sea clutter. The data samples in each range cell are modeled as a TFC matrix that captures the correlation between two frequency components of the time-frequency distribution. The clutter covariance matrix is estimated by the geometric mean of a set of TFC matrices in reference cells. Three geometric metrics are employed to measure the dissimilarity between the clutter and target signals. Based on these geometric measures, three TFC-CFAR detectors are compared. Experiments performed on a real IPIX radar dataset confirm that the TFC can be used for identifying and eliminating sea spikes, while the TFC-CFAR detector achieves better detection performance than the conventional detectors.
引用
收藏
页数:5
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