Guidelines for Impact Echo Test Signal Interpretation Based on Wavelet Packet Transform for the Detection of Pile Defects

Nonlinear amplification is typically done on velocity signals from low-strain pile integrity tests to enhance weak echoes and superimpose any peak reflections. This conventional method may sometimes fail to untangle the hidden information within the signal that is obscured by the presence of noise....

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Main Authors: Hyeong-Joo Kim, Jose Leo Mission, Peter Rey Dinoy, Hyeong-Soo Kim, Tae-Woong Park
Format: Article
Language:English
Published: MDPI AG 2020-04-01
Series:Applied Sciences
Subjects:
Online Access:https://www.mdpi.com/2076-3417/10/7/2633
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spelling doaj-38a5940270944220a59e239386a4016a2020-11-25T02:04:12ZengMDPI AGApplied Sciences2076-34172020-04-01102633263310.3390/app10072633Guidelines for Impact Echo Test Signal Interpretation Based on Wavelet Packet Transform for the Detection of Pile DefectsHyeong-Joo Kim0Jose Leo Mission1Peter Rey Dinoy2Hyeong-Soo Kim3Tae-Woong Park4Department of Civil Engineering, Kunsan National University, Gunsan 573-701, KoreaHorizon Survey Company (FZE), P6-31, SAIF Zone, Sharjah 68785, UAEDepartment of Civil and Environmental Engineering, Kunsan National University, Gunsan 573-701, KoreaDepartment of Civil and Environmental Engineering, Kunsan National University, Gunsan 573-701, KoreaKunsan National University Institute of Offshore Wind Energy, Gunsan 573-701, KoreaNonlinear amplification is typically done on velocity signals from low-strain pile integrity tests to enhance weak echoes and superimpose any peak reflections. This conventional method may sometimes fail to untangle the hidden information within the signal that is obscured by the presence of noise. In this study, a pile defect identification system based on the conventional nonlinear amplification method and the wavelet packet transform (WPT) was proposed to easily detect the presence of any geometric or material defects by identifying feature parameters. Diagnostic rules, which have been lacking in the literature, were presented to serve as a guide in interpreting decomposed signals and in analyzing various characteristics of peak waveforms that are associated with certain types of defects. In this study, the finite element method was used to simulate the impact echo test of nine cases of defective piles. To verify the proposed scheme, six data sets of the nine cases of defective piles were made, in which a total of 54 piles were analyzed. The results of the study showed that the identification method based on WPT could detect defects 87.04% of the time compared to the conventional method, which only detected defects 64.81% of the time.https://www.mdpi.com/2076-3417/10/7/2633diagnostic rulepile defectsimpact echo methodwavelet packet transformnonlinear amplification
collection DOAJ
language English
format Article
sources DOAJ
author Hyeong-Joo Kim
Jose Leo Mission
Peter Rey Dinoy
Hyeong-Soo Kim
Tae-Woong Park
spellingShingle Hyeong-Joo Kim
Jose Leo Mission
Peter Rey Dinoy
Hyeong-Soo Kim
Tae-Woong Park
Guidelines for Impact Echo Test Signal Interpretation Based on Wavelet Packet Transform for the Detection of Pile Defects
Applied Sciences
diagnostic rule
pile defects
impact echo method
wavelet packet transform
nonlinear amplification
author_facet Hyeong-Joo Kim
Jose Leo Mission
Peter Rey Dinoy
Hyeong-Soo Kim
Tae-Woong Park
author_sort Hyeong-Joo Kim
title Guidelines for Impact Echo Test Signal Interpretation Based on Wavelet Packet Transform for the Detection of Pile Defects
title_short Guidelines for Impact Echo Test Signal Interpretation Based on Wavelet Packet Transform for the Detection of Pile Defects
title_full Guidelines for Impact Echo Test Signal Interpretation Based on Wavelet Packet Transform for the Detection of Pile Defects
title_fullStr Guidelines for Impact Echo Test Signal Interpretation Based on Wavelet Packet Transform for the Detection of Pile Defects
title_full_unstemmed Guidelines for Impact Echo Test Signal Interpretation Based on Wavelet Packet Transform for the Detection of Pile Defects
title_sort guidelines for impact echo test signal interpretation based on wavelet packet transform for the detection of pile defects
publisher MDPI AG
series Applied Sciences
issn 2076-3417
publishDate 2020-04-01
description Nonlinear amplification is typically done on velocity signals from low-strain pile integrity tests to enhance weak echoes and superimpose any peak reflections. This conventional method may sometimes fail to untangle the hidden information within the signal that is obscured by the presence of noise. In this study, a pile defect identification system based on the conventional nonlinear amplification method and the wavelet packet transform (WPT) was proposed to easily detect the presence of any geometric or material defects by identifying feature parameters. Diagnostic rules, which have been lacking in the literature, were presented to serve as a guide in interpreting decomposed signals and in analyzing various characteristics of peak waveforms that are associated with certain types of defects. In this study, the finite element method was used to simulate the impact echo test of nine cases of defective piles. To verify the proposed scheme, six data sets of the nine cases of defective piles were made, in which a total of 54 piles were analyzed. The results of the study showed that the identification method based on WPT could detect defects 87.04% of the time compared to the conventional method, which only detected defects 64.81% of the time.
topic diagnostic rule
pile defects
impact echo method
wavelet packet transform
nonlinear amplification
url https://www.mdpi.com/2076-3417/10/7/2633
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