Proposing New Methods to Enhance the Low-Resolution Simulated GPR Responses in the Frequency and Wavelet Domains

To date, a number of numerical methods, including the popular Finite-Difference Time Domain (FDTD) technique, have been proposed to simulate Ground-Penetrating Radar (GPR) responses. Despite having a number of advantages, the finite-difference method also has pitfalls such as being very time consumi...

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Main Authors: Reza Ahmadi, Nader Fathianpour, Gholam-Hossain Norouzi
Format: Article
Language:English
Published: University of Tehran 2014-12-01
Series:International Journal of Mining and Geo-Engineering
Subjects:
Online Access:http://ijmge.ut.ac.ir/article_53102_ae8db8d2de6056b82ea44ad4ac0a7734.pdf
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spelling doaj-3374de0a0df646d1935b770a8bbc693e2020-11-25T01:28:26ZengUniversity of TehranInternational Journal of Mining and Geo-Engineering2345-69302345-69492014-12-0148215917253102Proposing New Methods to Enhance the Low-Resolution Simulated GPR Responses in the Frequency and Wavelet DomainsReza Ahmadi0Nader Fathianpour1Gholam-Hossain Norouzi2Mining Engineering Department, Arak University of Technology, Arak, Iran; School of Mining, College of Engineering, University of Tehran, Tehran, IranMining Engineering Department, Isfahan University of Technology, Isfahan, IranSchool of Mining, College of Engineering, University of Tehran, Tehran, IranTo date, a number of numerical methods, including the popular Finite-Difference Time Domain (FDTD) technique, have been proposed to simulate Ground-Penetrating Radar (GPR) responses. Despite having a number of advantages, the finite-difference method also has pitfalls such as being very time consuming in simulating the most common case of media with high dielectric permittivity, causing the forward modelling process to be very long lasting, even with modern high-speed computers. In the present study the well-known hyperbolic pattern response of horizontal cylinders, usually found in GPR B-Scan images, is used as a basic model to examine the possibility of reducing the forward modelling execution time. In general, the simulated GPR traces of common reflected objects are time shifted, as with the Normal Moveout (NMO) traces encountered in seismic reflection responses. This suggests the application of Fourier transform to the GPR traces, employing the time-shifting property of the transformation to interpolate the traces between the adjusted traces in the frequency domain (FD). Therefore, in the present study two post-processing algorithms have been adopted to increase the speed of forward modelling while maintaining the required precision. The first approach is based on linear interpolation in the Fourier domain, resulting in increasing lateral trace-to-trace interval of appropriate sampling frequency of the signal, preventing any aliasing. In the second approach, a super-resolution algorithm based on 2D-wavelet transform is developed to increase both vertical and horizontal resolution of the GPR B-Scan images through preserving scale and shape of hidden hyperbola features. Through comparing outputs from both methods with the corresponding actual high-resolution forward response, it is shown that both approaches can perform satisfactorily, although the wavelet-based approach outperforms the frequency-domain approach noticeably, both in amplitude and shape of the outputted hyperbola response.http://ijmge.ut.ac.ir/article_53102_ae8db8d2de6056b82ea44ad4ac0a7734.pdfforward modellingfourier transformGround-Penetrating Radar (GPR)high resolutionWavelet transform
collection DOAJ
language English
format Article
sources DOAJ
author Reza Ahmadi
Nader Fathianpour
Gholam-Hossain Norouzi
spellingShingle Reza Ahmadi
Nader Fathianpour
Gholam-Hossain Norouzi
Proposing New Methods to Enhance the Low-Resolution Simulated GPR Responses in the Frequency and Wavelet Domains
International Journal of Mining and Geo-Engineering
forward modelling
fourier transform
Ground-Penetrating Radar (GPR)
high resolution
Wavelet transform
author_facet Reza Ahmadi
Nader Fathianpour
Gholam-Hossain Norouzi
author_sort Reza Ahmadi
title Proposing New Methods to Enhance the Low-Resolution Simulated GPR Responses in the Frequency and Wavelet Domains
title_short Proposing New Methods to Enhance the Low-Resolution Simulated GPR Responses in the Frequency and Wavelet Domains
title_full Proposing New Methods to Enhance the Low-Resolution Simulated GPR Responses in the Frequency and Wavelet Domains
title_fullStr Proposing New Methods to Enhance the Low-Resolution Simulated GPR Responses in the Frequency and Wavelet Domains
title_full_unstemmed Proposing New Methods to Enhance the Low-Resolution Simulated GPR Responses in the Frequency and Wavelet Domains
title_sort proposing new methods to enhance the low-resolution simulated gpr responses in the frequency and wavelet domains
publisher University of Tehran
series International Journal of Mining and Geo-Engineering
issn 2345-6930
2345-6949
publishDate 2014-12-01
description To date, a number of numerical methods, including the popular Finite-Difference Time Domain (FDTD) technique, have been proposed to simulate Ground-Penetrating Radar (GPR) responses. Despite having a number of advantages, the finite-difference method also has pitfalls such as being very time consuming in simulating the most common case of media with high dielectric permittivity, causing the forward modelling process to be very long lasting, even with modern high-speed computers. In the present study the well-known hyperbolic pattern response of horizontal cylinders, usually found in GPR B-Scan images, is used as a basic model to examine the possibility of reducing the forward modelling execution time. In general, the simulated GPR traces of common reflected objects are time shifted, as with the Normal Moveout (NMO) traces encountered in seismic reflection responses. This suggests the application of Fourier transform to the GPR traces, employing the time-shifting property of the transformation to interpolate the traces between the adjusted traces in the frequency domain (FD). Therefore, in the present study two post-processing algorithms have been adopted to increase the speed of forward modelling while maintaining the required precision. The first approach is based on linear interpolation in the Fourier domain, resulting in increasing lateral trace-to-trace interval of appropriate sampling frequency of the signal, preventing any aliasing. In the second approach, a super-resolution algorithm based on 2D-wavelet transform is developed to increase both vertical and horizontal resolution of the GPR B-Scan images through preserving scale and shape of hidden hyperbola features. Through comparing outputs from both methods with the corresponding actual high-resolution forward response, it is shown that both approaches can perform satisfactorily, although the wavelet-based approach outperforms the frequency-domain approach noticeably, both in amplitude and shape of the outputted hyperbola response.
topic forward modelling
fourier transform
Ground-Penetrating Radar (GPR)
high resolution
Wavelet transform
url http://ijmge.ut.ac.ir/article_53102_ae8db8d2de6056b82ea44ad4ac0a7734.pdf
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