Cargando…

Location of Tensile Damage Source of Carbon Fiber Braided Composites Based on Two-Step Method

Acoustic emission (AE) source localization is one of the important purposes of nondestructive testing. The localization accuracy reflects the degree of coincidence between the identified location and the actual damage location. However, the anisotropy of carbon fiber three-dimensional braided compos...

Descripción completa

Detalles Bibliográficos
Autores principales: Ding, Gang, Xiu, Chunbo, Wan, Zhenkai, Li, Jialu, Pei, Xiaoyuan, Zheng, Zhenrong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6803981/
https://www.ncbi.nlm.nih.gov/pubmed/31569440
http://dx.doi.org/10.3390/molecules24193524
_version_ 1783461075079921664
author Ding, Gang
Xiu, Chunbo
Wan, Zhenkai
Li, Jialu
Pei, Xiaoyuan
Zheng, Zhenrong
author_facet Ding, Gang
Xiu, Chunbo
Wan, Zhenkai
Li, Jialu
Pei, Xiaoyuan
Zheng, Zhenrong
author_sort Ding, Gang
collection PubMed
description Acoustic emission (AE) source localization is one of the important purposes of nondestructive testing. The localization accuracy reflects the degree of coincidence between the identified location and the actual damage location. However, the anisotropy of carbon fiber three-dimensional braided composites will have a great impact on the accuracy of AE source location. In order to solve this problem, the time-frequency domain characteristics of AE signals in a carbon fiber braided composite tensile test were analyzed by Hilbert–Huang transform (HHT), and the corresponding relationship between damage modes and AE signals was established. Then, according to the time-frequency characteristics of HHT of tensile acoustic emission signals, the two-step method was used to locate the damage source. In the first step, the sound velocity was compensated by combining the time-frequency analysis results with the anisotropy of the experimental specimens, and the four-point circular arc method was used to locate the initial position. In the second step, there is an improvement of the Drosophila optimization algorithm, using the ergodicity of the chaotic algorithm and congestion adjustment mechanism in the fish swarm algorithm. The smoothing parameters and function construction in the probabilistic neural network were optimized, the number of iterations was reduced, the location accuracy was improved, and the damage mode of composite materials was obtained. Then, the damage location was obtained to achieve the purpose of locating the damage source.
format Online
Article
Text
id pubmed-6803981
institution National Center for Biotechnology Information
language English
publishDate 2019
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-68039812019-11-18 Location of Tensile Damage Source of Carbon Fiber Braided Composites Based on Two-Step Method Ding, Gang Xiu, Chunbo Wan, Zhenkai Li, Jialu Pei, Xiaoyuan Zheng, Zhenrong Molecules Article Acoustic emission (AE) source localization is one of the important purposes of nondestructive testing. The localization accuracy reflects the degree of coincidence between the identified location and the actual damage location. However, the anisotropy of carbon fiber three-dimensional braided composites will have a great impact on the accuracy of AE source location. In order to solve this problem, the time-frequency domain characteristics of AE signals in a carbon fiber braided composite tensile test were analyzed by Hilbert–Huang transform (HHT), and the corresponding relationship between damage modes and AE signals was established. Then, according to the time-frequency characteristics of HHT of tensile acoustic emission signals, the two-step method was used to locate the damage source. In the first step, the sound velocity was compensated by combining the time-frequency analysis results with the anisotropy of the experimental specimens, and the four-point circular arc method was used to locate the initial position. In the second step, there is an improvement of the Drosophila optimization algorithm, using the ergodicity of the chaotic algorithm and congestion adjustment mechanism in the fish swarm algorithm. The smoothing parameters and function construction in the probabilistic neural network were optimized, the number of iterations was reduced, the location accuracy was improved, and the damage mode of composite materials was obtained. Then, the damage location was obtained to achieve the purpose of locating the damage source. MDPI 2019-09-28 /pmc/articles/PMC6803981/ /pubmed/31569440 http://dx.doi.org/10.3390/molecules24193524 Text en © 2019 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
Ding, Gang
Xiu, Chunbo
Wan, Zhenkai
Li, Jialu
Pei, Xiaoyuan
Zheng, Zhenrong
Location of Tensile Damage Source of Carbon Fiber Braided Composites Based on Two-Step Method
title Location of Tensile Damage Source of Carbon Fiber Braided Composites Based on Two-Step Method
title_full Location of Tensile Damage Source of Carbon Fiber Braided Composites Based on Two-Step Method
title_fullStr Location of Tensile Damage Source of Carbon Fiber Braided Composites Based on Two-Step Method
title_full_unstemmed Location of Tensile Damage Source of Carbon Fiber Braided Composites Based on Two-Step Method
title_short Location of Tensile Damage Source of Carbon Fiber Braided Composites Based on Two-Step Method
title_sort location of tensile damage source of carbon fiber braided composites based on two-step method
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6803981/
https://www.ncbi.nlm.nih.gov/pubmed/31569440
http://dx.doi.org/10.3390/molecules24193524
work_keys_str_mv AT dinggang locationoftensiledamagesourceofcarbonfiberbraidedcompositesbasedontwostepmethod
AT xiuchunbo locationoftensiledamagesourceofcarbonfiberbraidedcompositesbasedontwostepmethod
AT wanzhenkai locationoftensiledamagesourceofcarbonfiberbraidedcompositesbasedontwostepmethod
AT lijialu locationoftensiledamagesourceofcarbonfiberbraidedcompositesbasedontwostepmethod
AT peixiaoyuan locationoftensiledamagesourceofcarbonfiberbraidedcompositesbasedontwostepmethod
AT zhengzhenrong locationoftensiledamagesourceofcarbonfiberbraidedcompositesbasedontwostepmethod