Non-destructive Crack Detection and Classification for Waterproof-coated Concrete Surfaces by Millimeter-wave Imaging

A. Hirata, Makoto Nakasizuka, Keiichi Sudo
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引用次数: 1

Abstract

This paper presents non-destructive millimeter-wave (MMW) imaging of sub-millimeter wide cracks on concrete surface that are covered by waterproof coating. Measurement of near-field scattering at cracks enables the detection of 0.3-mm-wide cracks by using 76.5-GHz MMW signal whose wavelength is about 3.9 mm. However, the roughness of the waterproof coating also causes near-field scattering, which makes it difficult to identify the cracks and surface roughness of waterproof coating. In order to increase the accuracy of crack detection, we simulated the reflected MMW signals at concrete cracks and surface roughness of waterproof coating, and applied a learning based classifier to these simulation results in order to classify concrete cracks and surface roughness of waterproof coating in the MMW images, and the classification accuracy of 97.5 % was achieved.
基于毫米波成像的防水涂层混凝土表面无损裂缝检测与分类
本文介绍了一种采用毫米波无损成像技术对防水涂层覆盖的混凝土表面亚毫米宽裂缝进行检测的方法。利用波长约3.9 mm的76.5 ghz毫米波信号,通过测量裂纹处的近场散射,可以探测到0.3 mm宽的裂纹。然而,防水涂层的粗糙度也会引起近场散射,使防水涂层的裂缝和表面粗糙度难以识别。为了提高裂缝检测的精度,我们模拟了混凝土裂缝和防水涂层表面粗糙度处反射的毫米波信号,并对这些模拟结果应用基于学习的分类器对毫米波图像中的混凝土裂缝和防水涂层表面粗糙度进行分类,分类准确率达到97.5%。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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