DocumentCode :
112235
Title :
Performance Evaluation of a GLRT Moving Target Detector for TerraSAR-X Along-Track Interferometric Data
Author :
Budillon, Alessandra ; Schirinzi, Gilda
Author_Institution :
Dipt. di Ing., Univ. degli Studi di Napoli “Parthenope, Naples, Italy
Volume :
53
Issue :
6
fYear :
2015
fDate :
Jun-15
Firstpage :
3350
Lastpage :
3360
Abstract :
The availability of high-resolution along-track interferometric synthetic aperture radar (ATI-SAR) data with large coverage, such as TerraSAR-X (TSX) data, motivates spaceborne ground moving target detection as an attractive alternative to conventional traffic data acquisition. In this paper, a performance analysis of ground moving targets detection by means of ATI-SAR systems and using a statistical approach is carried out on both simulated and real data. A Gaussian clutter model and a deterministic target response have been assumed. The receiver operating characteristic for the likelihood ratio test (LRT), which can be assumed as a reference best performance case, has been expressed in closed form and has been related to the deflection values, which can be exploited for assessing the improvements in the detection probability with a constant false-alarm rate. For practical applications, the performance of a generalized LRT (GLRT) has been investigated. The analysis carried out on simulated data revealed that the detection results achieved using a GLRT based on a deterministic target model are comparable with those obtained using a GLRT based on a Gaussian target model and are not significantly worse than the theoretical performance of the LRT. Finally, ground moving target detection results on TSX real data are showed.
Keywords :
remote sensing; remote sensing by radar; synthetic aperture radar; ATI-SAR systems; GLRT moving target detector; Gaussian clutter model; Gaussian target model; TerraSAR-X along-track interferometric data; along-track interferometric synthetic aperture radar; conventional traffic data acquisition; deterministic target model; false-alarm rate; generalized LRT performance; high-resolution ATI-SAR data; likelihood ratio test; spaceborne ground moving target detection; Azimuth; Clutter; Detectors; Object detection; Synthetic aperture radar; Thyristors; Vectors; Along-track interferometry (ATI); detection; generalized likelihood ratio test (GLRT); ground moving target; likelihood ratio test (LRT); synthetic aperture radar (SAR);
fLanguage :
English
Journal_Title :
Geoscience and Remote Sensing, IEEE Transactions on
Publisher :
ieee
ISSN :
0196-2892
Type :
jour
DOI :
10.1109/TGRS.2014.2374422
Filename :
7000555
Link To Document :
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