Analysis of edge-detection techniques for crack identification in bridges

被引:659
作者
Abdel-Qader, L [1 ]
Abudayyeh, O
Kelly, ME
机构
[1] Western Michigan Univ, Ctr Informat Technol & Imaging Anal, Dept Elect & Comp Engn, Kalamazoo, MI 49008 USA
[2] Western Michigan Univ, Dept Civil & Construct Engn, Kalamazoo, MI 49008 USA
关键词
cracking; bridge maintenance; monitoring;
D O I
10.1061/(ASCE)0887-3801(2003)17:4(255)
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Bridge monitoring and maintenance is an expensive yet essential task in maintaining a safe national transportation infrastructure. Traditional monitoring methods use visual inspection of bridges on a regular basis and often require inspectors to travel to the bridge of concern and determine the deterioration level of the bridge. Automation of this process may result in great monetary savings and can lead to more frequent inspection cycles. One aspect of this automation is the detection of cracks and deterioration of a bridge. This paper provides a comparison of the effectiveness of four crack-detection techniques: fast Haar transform (FHT), fast Fourier transform, Sobel, and Canny. These imaging edge-detection algorithms were implemented in MatLab and simulated using a sample of 50 concrete bridge images (25 with cracks and 25 without). The results show that the FHT was significantly more reliable than the other three edge-detection techniques in identifying cracks.
引用
收藏
页码:255 / 263
页数:9
相关论文
共 23 条
  • [1] AASHTO, 2000, MAN COND EV BRIDG, V2nd
  • [2] *AASHTO, 1993, GUID BRIDG MAN SYST
  • [3] *AASHTO, 1988, KEEP AM MOV BOTT LIN
  • [4] ABUDAYYEH O, 2000, CEM0005 W MICH U DEP
  • [5] ALAGEEL K, 2002, HAAR TRANSFORM USE I
  • [6] [Anonymous], 1997, ALGORITHMS IMAGE PRO
  • [7] Bachman N, 2000, WAVELET ANAL
  • [8] Brecher A., 1995, SOC WOMEN ENG, V4, P14
  • [9] CANNY JF, 1986, PAMI, V8, P6, DOI DOI 10.1109/TPAMI.1986.4767851
  • [10] AN ALGORITHM FOR MACHINE CALCULATION OF COMPLEX FOURIER SERIES
    COOLEY, JW
    TUKEY, JW
    [J]. MATHEMATICS OF COMPUTATION, 1965, 19 (90) : 297 - &