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Acoustic Emission Signal Entropy as a Means to Estimate Loads in Fiber Reinforced Polymer Rods

Fibre reinforced polymer (FRP) rods are widely used as corrosion-resistant reinforcing in civil structures. However, developing a method to determine the loads on in-service FRP rods remains a challenge. In this study, the entropy of acoustic emission (AE) emanating from FRP rods is used to estimate...

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Autores principales: Shateri, Mohammadhadi, Ghaib, Maha, Svecova, Dagmar, Thomson, Douglas
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7915592/
https://www.ncbi.nlm.nih.gov/pubmed/33562520
http://dx.doi.org/10.3390/s21041089
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author Shateri, Mohammadhadi
Ghaib, Maha
Svecova, Dagmar
Thomson, Douglas
author_facet Shateri, Mohammadhadi
Ghaib, Maha
Svecova, Dagmar
Thomson, Douglas
author_sort Shateri, Mohammadhadi
collection PubMed
description Fibre reinforced polymer (FRP) rods are widely used as corrosion-resistant reinforcing in civil structures. However, developing a method to determine the loads on in-service FRP rods remains a challenge. In this study, the entropy of acoustic emission (AE) emanating from FRP rods is used to estimate the applied loads. As loads increased, the fraction of AE hits with higher entropy also increased. High entropy AE hits are defined using the one-sided Chebyshev’s inequality with parameter k = 2 where the histogram of AE entropy up to 10–15% of ultimate load was used as a baseline. According to the one-sided Chebyshev’s inequality, when more than 20% (k = 2) of AE hits that fall further than two standard deviations away from the mean are classified as high entropy events, a new distribution of high entropy AE hits is assumed to exist. We have found that the fraction of high AE hits. In glass FRP and carbon FRP rods, a high entropy AE hit fraction of 20% was exceeded at approximately 40% and 50% of the ultimate load, respectively. This work demonstrates that monitoring high entropy AE hits may provide a useful means to estimate the loads on FRP rods.
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spelling pubmed-79155922021-03-01 Acoustic Emission Signal Entropy as a Means to Estimate Loads in Fiber Reinforced Polymer Rods Shateri, Mohammadhadi Ghaib, Maha Svecova, Dagmar Thomson, Douglas Sensors (Basel) Article Fibre reinforced polymer (FRP) rods are widely used as corrosion-resistant reinforcing in civil structures. However, developing a method to determine the loads on in-service FRP rods remains a challenge. In this study, the entropy of acoustic emission (AE) emanating from FRP rods is used to estimate the applied loads. As loads increased, the fraction of AE hits with higher entropy also increased. High entropy AE hits are defined using the one-sided Chebyshev’s inequality with parameter k = 2 where the histogram of AE entropy up to 10–15% of ultimate load was used as a baseline. According to the one-sided Chebyshev’s inequality, when more than 20% (k = 2) of AE hits that fall further than two standard deviations away from the mean are classified as high entropy events, a new distribution of high entropy AE hits is assumed to exist. We have found that the fraction of high AE hits. In glass FRP and carbon FRP rods, a high entropy AE hit fraction of 20% was exceeded at approximately 40% and 50% of the ultimate load, respectively. This work demonstrates that monitoring high entropy AE hits may provide a useful means to estimate the loads on FRP rods. MDPI 2021-02-05 /pmc/articles/PMC7915592/ /pubmed/33562520 http://dx.doi.org/10.3390/s21041089 Text en © 2021 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Shateri, Mohammadhadi
Ghaib, Maha
Svecova, Dagmar
Thomson, Douglas
Acoustic Emission Signal Entropy as a Means to Estimate Loads in Fiber Reinforced Polymer Rods
title Acoustic Emission Signal Entropy as a Means to Estimate Loads in Fiber Reinforced Polymer Rods
title_full Acoustic Emission Signal Entropy as a Means to Estimate Loads in Fiber Reinforced Polymer Rods
title_fullStr Acoustic Emission Signal Entropy as a Means to Estimate Loads in Fiber Reinforced Polymer Rods
title_full_unstemmed Acoustic Emission Signal Entropy as a Means to Estimate Loads in Fiber Reinforced Polymer Rods
title_short Acoustic Emission Signal Entropy as a Means to Estimate Loads in Fiber Reinforced Polymer Rods
title_sort acoustic emission signal entropy as a means to estimate loads in fiber reinforced polymer rods
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7915592/
https://www.ncbi.nlm.nih.gov/pubmed/33562520
http://dx.doi.org/10.3390/s21041089
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