A Non-Destructive Health Evaluation Method for Wooden Utility Poles with Frequency-Modulated Empirical Mode Decomposition and Laplace Wavelet Correlation Filtering
Wooden utility poles are one of the most commonly used utility carriers in North America. Even though they are given different protection treatments, wooden utility poles are prone to have defects that are mainly caused by temperature, oxygen, moisture, and high potential hydrogen levels after decad...
Main Authors: | , , , |
---|---|
Format: | Article |
Language: | English |
Published: |
MDPI AG
2022-05-01
|
Series: | Sensors |
Subjects: | |
Online Access: | https://www.mdpi.com/1424-8220/22/11/4007 |
_version_ | 1797491750538838016 |
---|---|
author | Xiaoli Zhang Ji Yang Weidong Zhu Gang Li |
author_facet | Xiaoli Zhang Ji Yang Weidong Zhu Gang Li |
author_sort | Xiaoli Zhang |
collection | DOAJ |
description | Wooden utility poles are one of the most commonly used utility carriers in North America. Even though they are given different protection treatments, wooden utility poles are prone to have defects that are mainly caused by temperature, oxygen, moisture, and high potential hydrogen levels after decades of being exposed in open-air areas. In order to meet the growing demand regarding their maintenance and replacement, an effective health evaluation technology for wooden utility poles is essential to ensure normal power supply and safety. However, the commonly used hole-drilling inspection method always causes extra damage to wooden utility poles and the precision of health evaluation highly relies on technician experience at present. Therefore, a non-destructive health evaluation method with frequency-modulated empirical mode decomposition (FM-EMD) and Laplace wavelet correlation filtering based on dynamic responses of wooden utility poles was proposed in this work. Specifically, FM-EMD was used to separate multiple confusing closely-spaced vibration modes due to nonlinear properties of wooden utility poles into several single modes. The instantaneous frequency and damping factor of the decomposed signal of each single mode of the dynamic response of a wooden utility pole could be determined using Laplace wavelet correlation filtering with high precision. The health status of a wooden utility pole could then be estimated according to the extracted instantaneous frequency and damping factor of the decomposed signal of each single mode. The proposed non-destructive health evaluation method for wooden utility poles was tested in the field and achieved successful results. |
first_indexed | 2024-03-10T00:53:44Z |
format | Article |
id | doaj.art-563f76d4175b4365bd5dd44a11493624 |
institution | Directory Open Access Journal |
issn | 1424-8220 |
language | English |
last_indexed | 2024-03-10T00:53:44Z |
publishDate | 2022-05-01 |
publisher | MDPI AG |
record_format | Article |
series | Sensors |
spelling | doaj.art-563f76d4175b4365bd5dd44a114936242023-11-23T14:47:08ZengMDPI AGSensors1424-82202022-05-012211400710.3390/s22114007A Non-Destructive Health Evaluation Method for Wooden Utility Poles with Frequency-Modulated Empirical Mode Decomposition and Laplace Wavelet Correlation FilteringXiaoli Zhang0Ji Yang1Weidong Zhu2Gang Li3Key Laboratory of Road Construction Technology and Equipment, Ministry of Education, Chang’an University, Xi’an 710064, ChinaKey Laboratory of Road Construction Technology and Equipment, Ministry of Education, Chang’an University, Xi’an 710064, ChinaDepartment of Mechanical Engineering, University of Maryland, Baltimore County, Baltimore, MD 21250, USADepartment of Mechanical Engineering, University of Maryland, Baltimore County, Baltimore, MD 21250, USAWooden utility poles are one of the most commonly used utility carriers in North America. Even though they are given different protection treatments, wooden utility poles are prone to have defects that are mainly caused by temperature, oxygen, moisture, and high potential hydrogen levels after decades of being exposed in open-air areas. In order to meet the growing demand regarding their maintenance and replacement, an effective health evaluation technology for wooden utility poles is essential to ensure normal power supply and safety. However, the commonly used hole-drilling inspection method always causes extra damage to wooden utility poles and the precision of health evaluation highly relies on technician experience at present. Therefore, a non-destructive health evaluation method with frequency-modulated empirical mode decomposition (FM-EMD) and Laplace wavelet correlation filtering based on dynamic responses of wooden utility poles was proposed in this work. Specifically, FM-EMD was used to separate multiple confusing closely-spaced vibration modes due to nonlinear properties of wooden utility poles into several single modes. The instantaneous frequency and damping factor of the decomposed signal of each single mode of the dynamic response of a wooden utility pole could be determined using Laplace wavelet correlation filtering with high precision. The health status of a wooden utility pole could then be estimated according to the extracted instantaneous frequency and damping factor of the decomposed signal of each single mode. The proposed non-destructive health evaluation method for wooden utility poles was tested in the field and achieved successful results.https://www.mdpi.com/1424-8220/22/11/4007non-destructive health evaluationwooden utility poleFM-EMDLaplace wavelet correlation filteringinstantaneous frequencydamping factor |
spellingShingle | Xiaoli Zhang Ji Yang Weidong Zhu Gang Li A Non-Destructive Health Evaluation Method for Wooden Utility Poles with Frequency-Modulated Empirical Mode Decomposition and Laplace Wavelet Correlation Filtering Sensors non-destructive health evaluation wooden utility pole FM-EMD Laplace wavelet correlation filtering instantaneous frequency damping factor |
title | A Non-Destructive Health Evaluation Method for Wooden Utility Poles with Frequency-Modulated Empirical Mode Decomposition and Laplace Wavelet Correlation Filtering |
title_full | A Non-Destructive Health Evaluation Method for Wooden Utility Poles with Frequency-Modulated Empirical Mode Decomposition and Laplace Wavelet Correlation Filtering |
title_fullStr | A Non-Destructive Health Evaluation Method for Wooden Utility Poles with Frequency-Modulated Empirical Mode Decomposition and Laplace Wavelet Correlation Filtering |
title_full_unstemmed | A Non-Destructive Health Evaluation Method for Wooden Utility Poles with Frequency-Modulated Empirical Mode Decomposition and Laplace Wavelet Correlation Filtering |
title_short | A Non-Destructive Health Evaluation Method for Wooden Utility Poles with Frequency-Modulated Empirical Mode Decomposition and Laplace Wavelet Correlation Filtering |
title_sort | non destructive health evaluation method for wooden utility poles with frequency modulated empirical mode decomposition and laplace wavelet correlation filtering |
topic | non-destructive health evaluation wooden utility pole FM-EMD Laplace wavelet correlation filtering instantaneous frequency damping factor |
url | https://www.mdpi.com/1424-8220/22/11/4007 |
work_keys_str_mv | AT xiaolizhang anondestructivehealthevaluationmethodforwoodenutilitypoleswithfrequencymodulatedempiricalmodedecompositionandlaplacewaveletcorrelationfiltering AT jiyang anondestructivehealthevaluationmethodforwoodenutilitypoleswithfrequencymodulatedempiricalmodedecompositionandlaplacewaveletcorrelationfiltering AT weidongzhu anondestructivehealthevaluationmethodforwoodenutilitypoleswithfrequencymodulatedempiricalmodedecompositionandlaplacewaveletcorrelationfiltering AT gangli anondestructivehealthevaluationmethodforwoodenutilitypoleswithfrequencymodulatedempiricalmodedecompositionandlaplacewaveletcorrelationfiltering AT xiaolizhang nondestructivehealthevaluationmethodforwoodenutilitypoleswithfrequencymodulatedempiricalmodedecompositionandlaplacewaveletcorrelationfiltering AT jiyang nondestructivehealthevaluationmethodforwoodenutilitypoleswithfrequencymodulatedempiricalmodedecompositionandlaplacewaveletcorrelationfiltering AT weidongzhu nondestructivehealthevaluationmethodforwoodenutilitypoleswithfrequencymodulatedempiricalmodedecompositionandlaplacewaveletcorrelationfiltering AT gangli nondestructivehealthevaluationmethodforwoodenutilitypoleswithfrequencymodulatedempiricalmodedecompositionandlaplacewaveletcorrelationfiltering |