Image-based retrieval of concrete crack properties for bridge inspection

被引:282
作者
Adhikari, R. S. [1 ]
Moselhi, O. [1 ]
Bagchi, A. [1 ]
机构
[1] Concordia Univ, Dept Bldg Civil & Environm Engn, Montreal, PQ H3G 1M8, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
Crack quantification; Visual inspection; Change detection; Spectral analysis; Branch points; Neural networks; 3D visualization; NEURAL-NETWORKS; SPACE;
D O I
10.1016/j.autcon.2013.06.011
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
Cracking can invite sudden failures of concrete structures. The objective of this research is to develop an integrated model based on digital image processing in developing the numerical representation of defects. The integration model consists of crack quantification, change detection, neural networks, and 3D visualization models to visualize the defects in such a way that it mimics the on-site visual inspections. The crack quantification model evaluates crack lengths based on the perimeter of the skeleton of a crack which considers the tortuosity of the crack. The change detection model is based on the Fourier Transform of digital images eliminating the need for image registration as required in the traditional. Also, the integrated model as proposed here for crack length and change detection is supported by neural networks to predict crack depth and 3D visualization of crack patterns considering crack density as a key attribute. (C) 2013 Elsevier B.V. All rights reserved.
引用
收藏
页码:180 / 194
页数:15
相关论文
共 72 条
  • [1] Abdel-Qader I., J COMPUTING CIVIL EN, V17
  • [2] PCA-Based algorithm for unsupervised bridge crack detection
    Abdel-Qader, Ikhlas
    Pashaie-Rad, Sara
    Abudayyeh, Osama
    Yehia, Sherif
    [J]. ADVANCES IN ENGINEERING SOFTWARE, 2006, 37 (12) : 771 - 778
  • [3] An imaging data model for concrete bridge inspection
    Abudayyeh, O
    Al Bataineh, M
    Abdel-Qader, K
    [J]. ADVANCES IN ENGINEERING SOFTWARE, 2004, 35 (8-9) : 473 - 480
  • [4] Adhikan R.S., 2012, J INT SOC GEOTECHNOL, V11, P315
  • [5] Adhikari R.S., 2013, ISARC 2013
  • [6] Adhikari S., 2012, Gerontechnology, V11, P81
  • [7] Alan M.L., 2011, THESIS
  • [8] [Anonymous], 2012, MATLAB VERSION R2012
  • [9] [Anonymous], 2004, NCHRP SYNTH 333
  • [10] [Anonymous], 2008, Control of cracking in concrete structures (reapproved 2008)