• Title/Summary/Keyword: curvature extreme point

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A fast and simplified crack width quantification method via deep Q learning

  • Xiong Peng;Kun Zhou;Bingxu Duan;Xingu Zhong;Chao Zhao;Tianyu Zhang
    • Smart Structures and Systems
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    • v.32 no.4
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    • pp.219-233
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    • 2023
  • Crack width is an important indicator to evaluate the health condition of the concrete structure. The crack width is measured by manual using crack width gauge commonly, which is time-consuming and laborious. In this paper, we have proposed a fast and simplified crack width quantification method via deep Q learning and geometric calculation. Firstly, the crack edge is extracted by using U-Net network and edge detection operator. Then, the intelligent decision of is made by the deep Q learning model. Further, the geometric calculation method based on endpoint and curvature extreme point detection is proposed. Finally, a case study is carried out to demonstrate the effectiveness of the proposed method, achieving high precision in the real crack width quantification.