DocumentCode :
944188
Title :
Two-dimensional and three-dimensional NUFFT migration method for landmine detection using ground-penetrating Radar
Author :
Song, Jiayu ; Liu, Qing Huo ; Torrione, Pete ; Collins, Leslie
Author_Institution :
Dept. of Electr. & Comput. Eng., Duke Univ., Durham, NC, USA
Volume :
44
Issue :
6
fYear :
2006
fDate :
6/1/2006 12:00:00 AM
Firstpage :
1462
Lastpage :
1469
Abstract :
Ground-penetrating radar (GPR) has been widely used for landmine detection due to its high signal-to-noise ratio (SNR) and superior ability to image nonmetallic landmines. Processing GPR data to obtain better target images and to assist further object detection has been an active research area. Phase-shift migration is a widely used method; however, its wavenumber space is nonuniformly sampled because of the nonlinear relationship between the uniform frequency samples and the wavenumbers. Conventional methods use linear interpolation to obtain uniform wavenumber samples and compute the fast Fourier transform (FFT). This paper develops two- and three-dimensional migration methods that process GPR data to obtain images close to the actual target geometries using a nonuniform fast Fourier transform (NUFFT) algorithm. The proposed method is first compared to the conventional migration approaches on simulated data and then applied to landmine field data sets. Results suggest that the NUFFT migration method is useful in focusing images, estimating landmine structure, and retaining relatively high signal-to-noise ratio in the migrated data. The processed data sets are then fed to the normalized energy and least-mean-square-based anomaly detectors. Receiver operating characteristic curves of data sets processed by different migration methods are compared. The NUFFT migration shows potential improvements on both classifiers with a reduced false alarm rate at most probabilities of detection.
Keywords :
fast Fourier transforms; ground penetrating radar; landmine detection; radar signal processing; remote sensing by radar; 2D migration method; 3D migration method; ground penetrating radar; image focusing; landmine detection; landmine structure estimation; nonuniform fast Fourier transform; phase shift migration; Computational modeling; Fast Fourier transforms; Focusing; Frequency; Geometry; Ground penetrating radar; Interpolation; Landmine detection; Object detection; Signal to noise ratio; Ground-penetrating radar (GPR); migration; nonuniform fast Fourier transform (NUFFT); receiver operating characteristic (ROC) curve; wavenumber space;
fLanguage :
English
Journal_Title :
Geoscience and Remote Sensing, IEEE Transactions on
Publisher :
ieee
ISSN :
0196-2892
Type :
jour
DOI :
10.1109/TGRS.2006.870412
Filename :
1634710
Link To Document :
بازگشت