GPR Ground Bounce Removal Methods Based on Blind Source Separation

In this paper, the ground bounce (GB) removal methods based on Blind Source Separation (BSS) for land mine detection using ground penetrating radar (GPR) are investigated. These methods include an Independent Component Analysis (ICA) based method and Blind Instantaneous Signal Separation (BISS) based method. First, a modified ICA based method is presented. In this method, a fully automatic eigenimage based Independent Components (ICs) selection strategy combined with a non-homogeneous detector (NHD) is introduced. A BISS based method is also proposed for the GB removal. This method can be applied in various environments as ICA, but it has much fewer number of extracted components than ICA's, but has much fewer number of components to extract, therefore less computation load is required. Experimental results show that the proposed methods exhibit good performance.

[1]  Jian Li,et al.  Adaptive ground bounce removal , 2002, SPIE Defense + Commercial Sensing.

[2]  Sergio Cruces,et al.  From blind signal extraction to blind instantaneous signal separation: criteria, algorithms, and stability , 2004, IEEE Transactions on Neural Networks.

[3]  Inder J. Gupta,et al.  A novel signal processing technique for clutter reduction in GPR measurements of small, shallow land mines , 2000, IEEE Trans. Geosci. Remote. Sens..

[4]  Thomas R. Witten Present state of the art in ground-penetrating radars for mine detection , 1998, Defense, Security, and Sensing.

[5]  Sergio Cruces,et al.  On a new blind signal extraction algorithm: different criteria and stability analysis , 2002, IEEE Signal Processing Letters.

[6]  Håkan Brunzell,et al.  Detection of shallowly buried objects using impulse radar , 1999, IEEE Trans. Geosci. Remote. Sens..

[7]  Dragana Carevic Clutter reduction and target detection in ground-penetrating radar data using wavelets , 1999, Defense, Security, and Sensing.

[8]  Erik G. Larsson,et al.  Adaptive ground bounce removal , 2001 .

[9]  Jan Larsen,et al.  Independent component analysis for clutter reduction in ground penetrating radar data , 2002, SPIE Defense + Commercial Sensing.

[10]  S. Amari,et al.  CRITERIA FOR THE SIMULTANEOUS BLIND EXTRACTION OF ARBITRARY GROUPS OF SOURCES , 2001 .

[11]  Jan Larsen,et al.  Antenna characteristics and air-ground interface de-embedding methods for stepped-frequency ground-penetrating radar measurements , 2000, Defense, Security, and Sensing.