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Steel and Composite Structures Volume 43, Number 4, May25 2022 (Special Issue) pages 501-509 DOI: https://doi.org/10.12989/scs.2022.43.4.501 |
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Assessment of concrete macrocrack depth using infrared thermography |
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Jaehoon Bae, Arum Jang, Min Jae Park, Jonghoon Lee and Young K. Ju
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| Abstract | ||
| Cracks are common defects in concrete structures. Thus far, crack inspection has been manually performed using the contact inspection method. This manpower-dependent method inevitably increases the cost and work hours. Various noncontact studies have been conducted to overcome such difficulties. However, previous studies have focused on developing a methodology for non-contact inspection or local quantitative detection of crack width or length on concrete surfaces. However, crack depth can affect the safety of concrete structures. In particular, although macrocrack depth is structurally fatal, it is difficult to find it with the existing method. Therefore, an experimental investigation based on non-contact infrared thermography and multivariate machine learning was performed in this study to estimate the hidden macrocrack depth. To consider practical applications for inspection, an experiment was conducted that considered the simulated piloting of an unmanned aerial vehicle equipped with infrared thermography equipment. The crack depths (10–60 mm) were comparatively evaluated using linear regression, gradient boosting, and random forest (AI regression methods). | ||
| Key Words | ||
| AI; Concrete macrocrack; machine learning; infrared thermography; UAV | ||
| Address | ||
| Jaehoon Bae:Department of Architectural Design, College of Engineering Science, Chonnam National University, Jeonnam 59626, Republic of Korea Arum Jang:School of Civil, Environmental, and Architectural Engineering, Korea University, 145 Anam-ro, Seongbuk-gu, Seoul 02841, Republic of Korea Min Jae Park:School of Civil, Environmental, and Architectural Engineering, Korea University, 145 Anam-ro, Seongbuk-gu, Seoul 02841, Republic of Korea Jonghoon Lee:School of Civil, Environmental, and Architectural Engineering, Korea University, 145 Anam-ro, Seongbuk-gu, Seoul 02841, Republic of Korea Young K. Ju:School of Civil, Environmental, and Architectural Engineering, Korea University, 145 Anam-ro, Seongbuk-gu, Seoul 02841, Republic of Korea | ||