A Method for Active Marine Target Detection Based on Complex Interferometric Dissimilarity in Dual-Channel ATI-SAR Systems

被引:8
作者
Tian, Min [1 ,2 ]
Yang, Zhiwei [1 ,3 ]
Duan, Chongdi [4 ]
Liao, Guisheng [1 ,3 ]
Liu, Yongjun [1 ]
Wang, Chenghao [1 ]
Huang, Penghui [5 ]
机构
[1] Xidian Univ, Natl Lab Radar Signal Proc, Xian 710071, Peoples R China
[2] Xian Inst Space Radio Technol, Xian 710071, Peoples R China
[3] Xidian Univ, Collaborat Innovat Ctr Informat Sensing & Unders, Xian 710071, Peoples R China
[4] Natl Key Lab Sci & Technol Space Microwave, Xian 710071, Peoples R China
[5] Shanghai Jiao Tong Univ, Sch Elect Informat & Elect Engn, Shanghai 200240, Peoples R China
来源
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING | 2020年 / 58卷 / 01期
基金
中国国家自然科学基金;
关键词
Object detection; Synthetic aperture radar; Measurement; Marine vehicles; Clutter; Radar polarimetry; Active marine target detection; along-track interferogram (ATI); blind speeds; interferometric bilateral filter; synthetic aperture radar (SAR); SHIP DETECTION; CFAR DETECTION; STATISTICAL-ANALYSIS; GAMMA-DISTRIBUTION; EFFECTIVE NUMBER; SEA CLUTTER; INTERFEROGRAMS; INTENSITY; MAGNITUDE; IMAGES;
D O I
10.1109/TGRS.2019.2936150
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
Synthetic aperture radar (SAR) operating in an along-track interferometric (ATI) mode has the advantage of minimum detectable velocity (MDV) in active marine target detection. However, most of the conventional ATI detectors fail to identify the marine targets cruising with blind speeds, in which case the interferometric phases of these targets are closely distributed around those of the sea background due to phase wrapping and aliasing through ATI processing. To address this issue, we propose a method to detect the active marine targets based on complex interferometric dissimilarity for dual-channel ATI-SAR systems. First, an interferometric bilateral filter is designed to smooth the random noises and locally adapt to the spatial structure of the interferogram for measuring the interferometric magnitude and phase. Then, the target detection metric is constructed based on the complex interferometric dissimilarity between the marine targets and the sea background. By adaptively regressing into a magnitude-based test toward the blind-speed targets, the target detection metric can mitigate the blind-speed detection problem and thus yield a satisfactory detection result. Furthermore, this metric is of a constant false-alarm rate (CFAR), and its probability density function (pdf) is derived to facilitate the detection threshold computation. Finally, both the simulated and real-data processing results are given to validate the superiorities of the proposed method.
引用
收藏
页码:251 / 267
页数:17
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