Damage Identification of Prefabricated Reinforced Concrete Box Culvert Based on Improved Fuzzy Clustering Algorithm and Acoustic Emission Parameters

Prefabricated box culvert is a new structure in road engineering, whose health is very important to road safety. The use of acoustic emission (AE) as a detection method and the use of other improved algorithms to evaluate the damage of prefabricated box culverts are still insufficient. In this paper...

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Published in:Advances in materials science and engineering Vol. 2021; no. 1
Main Authors: Gong, Yafeng, Lin, Siyuan, He, Feng, He, Yang, Song, Jiaxiang
Format: Journal Article
Language:English
Published: New York Hindawi 2021
John Wiley & Sons, Inc
Wiley
Subjects:
Acoustic emission
Acoustics
Algorithms
Clustering
Concrete
Cracks
Culverts
Damage assessment
Damage detection
Data analysis
Dimensional analysis
Experiments
Hydraulics
Identification
Load
Methods
Noise
Parameters
Prefabrication
Reinforced concrete
Road engineering
Sensors
Traffic safety
Beijing China
ISSN:1687-8434, 1687-8442
Online Access:Get full text
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Abstract Prefabricated box culvert is a new structure in road engineering, whose health is very important to road safety. The use of acoustic emission (AE) as a detection method and the use of other improved algorithms to evaluate the damage of prefabricated box culverts are still insufficient. In this paper, two kinds of prefabricated box culverts are tested and studied, and the damage process of the box culverts is analysed based on the AE parameters of the box culvert using the traditional fuzzy C-means method (FCM). In addition, an improved algorithm based on the combination of grid density and distance (G-DFCM) was proposed, which was simulated and applied to the AE data analysis of the prefabricated box culvert. The research results show that the application effect of the G-DFCM algorithm is good, which not only overcomes the shortcomings of the original algorithm but also improves the effectiveness of the algorithm. This work can provide a supplement to the damage identification of fabricated box culverts.
AbstractList Prefabricated box culvert is a new structure in road engineering, whose health is very important to road safety. The use of acoustic emission (AE) as a detection method and the use of other improved algorithms to evaluate the damage of prefabricated box culverts are still insufficient. In this paper, two kinds of prefabricated box culverts are tested and studied, and the damage process of the box culverts is analysed based on the AE parameters of the box culvert using the traditional fuzzy C-means method (FCM). In addition, an improved algorithm based on the combination of grid density and distance (G-DFCM) was proposed, which was simulated and applied to the AE data analysis of the prefabricated box culvert. The research results show that the application effect of the G-DFCM algorithm is good, which not only overcomes the shortcomings of the original algorithm but also improves the effectiveness of the algorithm. This work can provide a supplement to the damage identification of fabricated box culverts.
Author He, Feng
Gong, Yafeng
Lin, Siyuan
Song, Jiaxiang
He, Yang
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  surname: Song
  fullname: Song, Jiaxiang
  organization: College of TransportationJilin UniversityChangchun 130025Chinajlu.edu.cn
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Cites_doi 10.4028/www.scientific.net/amm.170-173.470
10.1061/(asce)1084-0702(2005)10:6(713)
10.1109/34.85677
10.13229/j.cnki.jdxbgxb20190963
10.1016/j.ymssp.2019.01.021
10.1007/s11390-014-1416-y
10.1007/s11771-020-4506-8
10.1023/a:1022806105276
10.1061/(asce)1084-0702(2005)10:6(643)
10.1016/j.conbuildmat.2009.06.042
10.1126/science.1242072
10.1166/jmihi.2021.3296
10.1016/j.compositesb.2018.12.145
10.1016/j.eswa.2010.06.066
10.1177/1475921719833467
10.1080/09349840490915654
10.1016/j.asoc.2019.106016
10.4028/www.scientific.net/amr.189-193.1117
10.1016/S0020-0255(71)80005-1
10.7855/ijhe.2012.14.2.045
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Copyright Copyright © 2021 Yafeng Gong et al.
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References Chen Y. (e_1_2_8_33_2) 2020; 57
Ziehl P. (e_1_2_8_7_2) 2003
e_1_2_8_28_2
e_1_2_8_29_2
e_1_2_8_24_2
e_1_2_8_25_2
Kim S. H. (e_1_2_8_21_2) 2009; 11
Ahmed A. A. A. (e_1_2_8_38_2) 2020; 100
e_1_2_8_1_2
Kim N. S. (e_1_2_8_20_2) 2004; 7
e_1_2_8_4_2
e_1_2_8_3_2
Xu X. (e_1_2_8_16_2) 2008; 39
e_1_2_8_8_2
Bhuiyan M. Y. (e_1_2_8_9_2) 2017; 2017
Cannon R. L. (e_1_2_8_37_2) 2009; 8
e_1_2_8_41_2
e_1_2_8_22_2
Han Z. (e_1_2_8_26_2) 2019; 40
Shao J. (e_1_2_8_23_2) 2017
e_1_2_8_17_2
Liang B. (e_1_2_8_27_2) 2017; 34
e_1_2_8_18_2
Liu S. (e_1_2_8_2_2) 2002; 2002
Olszewska A. (e_1_2_8_5_2) 2010; 86
e_1_2_8_35_2
e_1_2_8_13_2
e_1_2_8_34_2
e_1_2_8_14_2
e_1_2_8_15_2
Yang Y. (e_1_2_8_12_2) 2008; 41
Wang M. (e_1_2_8_39_2) 2017
Zhou K. (e_1_2_8_40_2) 2014; 34
Wang Q. (e_1_2_8_6_2) 2013; 2
Zhao W. (e_1_2_8_36_2) 2018
e_1_2_8_30_2
e_1_2_8_10_2
e_1_2_8_11_2
e_1_2_8_32_2
Li Z. (e_1_2_8_31_2) 2019; 153
Ma F. (e_1_2_8_19_2) 2004; 2004
References_xml – ident: e_1_2_8_3_2
  doi: 10.4028/www.scientific.net/amm.170-173.470
– volume: 86
  start-page: 63
  year: 2010
  ident: e_1_2_8_5_2
  article-title: Location of partial discharge sources in oil transformer with the use of analysis of acoustic emission signals in various frequency bands
  publication-title: Przeglad Elektrotechniczny
– volume: 41
  start-page: 100
  year: 2008
  ident: e_1_2_8_12_2
  article-title: Analysis of acoustic emission characteristics in the process of graded loading of concrete materials
  publication-title: Journal of Agricultural University of Hebei
– ident: e_1_2_8_8_2
  doi: 10.1061/(asce)1084-0702(2005)10:6(713)
– volume: 11
  start-page: 213
  year: 2009
  ident: e_1_2_8_21_2
  article-title: Model test on concrete placement method of tunnel lining due to tunnel size
  publication-title: Journal of Korean Tunnelling& Underground Space Association
– volume: 57
  start-page: 378
  year: 2020
  ident: e_1_2_8_33_2
  article-title: Survey on density peak clustering algorithm
  publication-title: Journal of Computer Research and Development
– volume: 7
  start-page: 834
  year: 2004
  ident: e_1_2_8_20_2
  article-title: An equivalent multi-phase similitude law for pseudodynamic test on small-scale RC models: verification tests
  publication-title: Journal of the Earthquake Engineering Society of Korea
– volume-title: Composite Deformation Damage Monitoring and Acoustic Emission Characteristic Signal Clustering Analysis
  year: 2018
  ident: e_1_2_8_36_2
– ident: e_1_2_8_41_2
  doi: 10.1109/34.85677
– ident: e_1_2_8_34_2
  doi: 10.13229/j.cnki.jdxbgxb20190963
– ident: e_1_2_8_10_2
  doi: 10.1016/j.ymssp.2019.01.021
– ident: e_1_2_8_28_2
  doi: 10.1007/s11390-014-1416-y
– volume: 153
  year: 2019
  ident: e_1_2_8_31_2
  article-title: Analysis and evaluation of cluster analysis algorithm
  publication-title: Electronic Technology and Software Engineering
– volume: 34
  start-page: 2417
  year: 2014
  ident: e_1_2_8_40_2
  article-title: Summary of clustering validity research
  publication-title: Systems Engineering Theory and Practice
– ident: e_1_2_8_29_2
– ident: e_1_2_8_13_2
  doi: 10.1007/s11771-020-4506-8
– volume: 2017
  start-page: 1276
  year: 2017
  ident: e_1_2_8_9_2
  article-title: Acoustic emission sensor effect and waveform evolution during fatigue crack growth in thin metallic plate
  publication-title: Journal of Intelligent Material Systems and Structures
– volume: 100
  start-page: 1
  year: 2020
  ident: e_1_2_8_38_2
  article-title: Classification of damage in self-consolidating rubberized concrete using acoustic emission intensity analysis
  publication-title: Ultrasonics
– ident: e_1_2_8_11_2
  doi: 10.1023/a:1022806105276
– ident: e_1_2_8_22_2
  doi: 10.1061/(asce)1084-0702(2005)10:6(643)
– ident: e_1_2_8_4_2
  doi: 10.1016/j.conbuildmat.2009.06.042
– volume: 8
  start-page: 248
  year: 2009
  ident: e_1_2_8_37_2
  article-title: Efficient implementation of the fuzzy c-means clustering algorithms
  publication-title: IEEE Transactions on Pattern Analysis & Machine Intelligence
– ident: e_1_2_8_32_2
  doi: 10.1126/science.1242072
– ident: e_1_2_8_17_2
  doi: 10.1166/jmihi.2021.3296
– volume-title: Investigation on Damage Mechanisms of Civil Structures Based on Acoustic Emission Technique
  year: 2017
  ident: e_1_2_8_23_2
– ident: e_1_2_8_24_2
  doi: 10.1016/j.compositesb.2018.12.145
– ident: e_1_2_8_30_2
  doi: 10.1016/j.eswa.2010.06.066
– volume-title: Study on Flexural Fracture Resistance and Acoustic Attenuation Characteristics of Basalt Fiber Concrete Based on Acoustic Emission Parameters
  year: 2017
  ident: e_1_2_8_39_2
– volume: 2002
  start-page: 94
  year: 2002
  ident: e_1_2_8_2_2
  article-title: Design and construction of prefabricated cover passage and culvert
  publication-title: Highway
– volume: 2
  start-page: 2189
  year: 2013
  ident: e_1_2_8_6_2
  article-title: Acoustic emission sensors circular array for concrete structure damaging source DOA estimation
  publication-title: Structural Health Monitoring 2011: Condition-based Maintenance and Intelligent Structures
– volume: 39
  start-page: 400
  year: 2008
  ident: e_1_2_8_16_2
  article-title: Research on damage identification method of reinforced concrete beams based on acoustic emission and depth confidence network
  publication-title: Journal of Building Structures
– ident: e_1_2_8_25_2
  doi: 10.1177/1475921719833467
– volume-title: Monitoring of the Bonnet Carre Spillway Bridge during Extreme Overload
  year: 2003
  ident: e_1_2_8_7_2
– ident: e_1_2_8_15_2
  doi: 10.1080/09349840490915654
– volume: 40
  start-page: 1390
  year: 2019
  ident: e_1_2_8_26_2
  article-title: Image segmentation algorithm based on improved genetic fuzzy clustering and level set
  publication-title: Computer Engineering and Design
– ident: e_1_2_8_35_2
  doi: 10.1016/j.asoc.2019.106016
– ident: e_1_2_8_14_2
  doi: 10.4028/www.scientific.net/amr.189-193.1117
– volume: 34
  start-page: 2600
  year: 2017
  ident: e_1_2_8_27_2
  article-title: Kernel fuzzy C-means clustering based on improved artificial bee colony algorithm
  publication-title: Journal of Computer Applications
– ident: e_1_2_8_18_2
  doi: 10.1016/S0020-0255(71)80005-1
– ident: e_1_2_8_1_2
  doi: 10.7855/ijhe.2012.14.2.045
– volume: 2004
  start-page: 48
  year: 2004
  ident: e_1_2_8_19_2
  article-title: NIOS model materials and their application in geomechanical similar model test
  publication-title: Journal of Hydroelectric Engineering
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Snippet Prefabricated box culvert is a new structure in road engineering, whose health is very important to road safety. The use of acoustic emission (AE) as a...
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SubjectTerms Acoustic emission
Acoustics
Algorithms
Clustering
Concrete
Cracks
Culverts
Damage assessment
Damage detection
Data analysis
Dimensional analysis
Experiments
Hydraulics
Identification
Load
Methods
Noise
Parameters
Prefabrication
Reinforced concrete
Road engineering
Sensors
Traffic safety
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Title Damage Identification of Prefabricated Reinforced Concrete Box Culvert Based on Improved Fuzzy Clustering Algorithm and Acoustic Emission Parameters
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Volume 2021
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