Title :
Investigation of Time–Frequency Features for GPR Landmine Discrimination
Author :
Savelyev, Timofey Grigorievich ; Van Kempen, Luc ; Sahli, Hichem ; Sachs, Juergen ; Sato, Motoyuki
Author_Institution :
Delft Univ. of Technol.
Abstract :
Ground-penetrating radar (GPR) is capable to detect plastic antipersonnel landmines as well as other subsurface targets. In order to reduce false alarms, an option of automatic landmine discrimination from neutral minelike targets would be very useful. This paper presents a possibility for such discrimination and analyzes it experimentally. The authors investigate time-frequency features of an ultrawideband (UWB) target response for the discrimination between buried landmines and other objects. The discrimination method includes the extraction of an early-time target impulse response, its time-frequency transformation, and the extraction of time-frequency features based on a singular value decomposition of the transformed image. In order to take into account the changes in the UWB target signals, the experimental conditions are completely controlled to focus on the behavior of the target´s response with respect to its depth and the horizontal position of the GPR above it. The dependence of the features on the GPR bandwidth is analyzed as well. The Mahalanobis distance is used as a criterion for optimal discrimination. The obtained results define the best features and conditions when the landmine discrimination is successful. For comparison, the discriminant power of the proposed features has been tested on a dataset, acquired during a field campaign in Angola
Keywords :
ground penetrating radar; landmine detection; radar imaging; time-frequency analysis; ultra wideband radar; Angola field campaign; GPR landmine discrimination; Mahalanobis distance; automatic landmine discrimination; discrimination method; early-time target impulse response; ground-penetrating radar; neutral minelike targets; plastic antipersonnel landmines; singular value decomposition; subsurface targets; time-frequency features; time-frequency transformation; ultrawideband target response; Bandwidth; Feature extraction; Ground penetrating radar; Landmine detection; Plastics; Radar detection; Singular value decomposition; Testing; Time frequency analysis; Ultra wideband technology; Ground-penetrating radar (GPR); Mahalanobis distance; Wigner distribution (WD); landmine discrimination; singular value decomposition (SVD); time–frequency features; ultrawideband (UWB);
Journal_Title :
Geoscience and Remote Sensing, IEEE Transactions on
DOI :
10.1109/TGRS.2006.885077