Detection of Moving Ships Based on a Combination of Magnitude and Phase in Along-Track Interferometric SAR-Part II: Statistical Modeling and CFAR Detection

被引:26
|
作者
Gao, Gui [1 ]
Wang, Xiaoyang [1 ]
Lai, Tao [2 ]
机构
[1] Natl Univ Def Technol, Sch Elect Sci & Engn, Changsha 410073, Hunan, Peoples R China
[2] Zhengzhou Inst Informat Technol, Zhengzhou 450052, Peoples R China
来源
基金
中国国家自然科学基金;
关键词
Constant false-alarm rate (CFAR); interferogram; ship detection; statistical model; synthetic aperture radar (SAR); 2ND KIND STATISTICS; GAUSSIAN DISTRIBUTION; SEA CLUTTER; IMAGES;
D O I
10.1109/TGRS.2014.2379351
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
A new powerful constant false-alarm rate (CFAR) method is proposed for detecting moving ships in along-track interferometric synthetic aperture radar (ATI-SAR) images, based on the sea interferogram's magnitude and phase (SIMP) metric, presented in Part I of this paper. First, within the structure of the product model, a statistical model (hereafter simply termed N-q) for the square root of SIMP metrics of sea clutter was developed by assuming the radar cross-sectional (RCS) components of the return follow a commonly used gamma distribution. Moreover, the parameter estimators of the presented model were analytically derived by applying the well-known "method of log cumulants" (MoLC). Finally, the CFAR threshold of moving ship detection, using the proposedmodel was given analytically. The experimental results of measured ATI-SAR data by NASA/JPL's AirSAR show that the proposed method gives good performance.
引用
收藏
页码:3582 / 3599
页数:18
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