Statistical analysis of multilook SAR interferograms for CFAR detection of ground moving targets

被引:146
作者
Gierull, CH [1 ]
机构
[1] Def R&D Canada Otawa, Radar Syst Sect, Ottawa, ON K1A 0Z4, Canada
来源
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING | 2004年 / 42卷 / 04期
关键词
ground moving-target indication (GMTI); SAR interferometry; statistics of SAR interferograms;
D O I
10.1109/TGRS.2003.821886
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
This paper examines the statistics of the phase. and magnitude of multilook synthetic aperture radar (SAR) interfero-grams toward deployment of along-track interferometry (ATI) for slow ground moving-target indication (GMTI). While the known probability density function (pdf) of the interferogram's phase (derived under the assumption of Gaussian backscatter) is shown to agree almost perfectly for a wide variety of backscatter conditions, the corresponding magnitude's pdf tends to deviate strongly in most cases. Motivated by this discrepancy, a novel distribution is derived for the interferogram's magnitude. This pdf, called the polynomial or p-distribution matches the real data much more accurately, particularly for heterogeneous composite terrain. For extremely heterogeneous terrain, such as urban areas, both pdfs for interferometric phase and magnitude fail and are extended. Based on these statistics, a completely automatic detection scheme with constant false-alarm rates (CFARs) for slow moving targets is proposed. All involved parameters required to determine the detection thresholds are estimated from the sample data. It is demonstrated, on the basis of experimental airborne SAR data, that this detector is capable of detecting slow moving vehicles within severe ground clutter.
引用
收藏
页码:691 / 701
页数:11
相关论文
共 28 条
[1]  
Abramowitz M., 1970, HDB MATH FUNCTIONS
[2]   DETECTION AND IMAGING OF MOVING-OBJECTS WITH SYNTHETIC APERTURE RADAR .1. OPTIMAL DETECTION AND PARAMETER-ESTIMATION THEORY [J].
BARBAROSSA, S .
IEE PROCEEDINGS-F RADAR AND SIGNAL PROCESSING, 1992, 139 (01) :79-88
[3]  
CHIU S, 2002, P SPIE INT S REM SEN
[4]   MODELING AND SIMULATION OF NON-RAYLEIGH RADAR CLUTTER [J].
CONTE, E ;
LONGO, M ;
LOPS, M .
IEE PROCEEDINGS-F RADAR AND SIGNAL PROCESSING, 1991, 138 (02) :121-130
[5]  
ENDER JHG, 1999, IEE ELECT COMM E FEB, P29
[6]  
ENDER JHG, 1996, P EUSAR C, P49
[7]   A model for extremely heterogeneous clutter [J].
Frery, AC ;
Muller, HJ ;
Yanasse, CDF ;
SantAnna, SJS .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 1997, 35 (03) :648-659
[8]  
Gierull C. H., 2002, Proceedings 4th European Conference on Synthetic Aperture Radar. EUSAR 2002, P625
[9]   Estimating the effective number of looks in interferometric SAR data [J].
Gierull, CH ;
Sikaneta, IC .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2002, 40 (08) :1733-1742
[10]  
GIERULL CH, 2004, IN PRESS APPL SPACE