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Development of 3D camera-based robust bolt-hole detection system for bolting cabin

机译:基于3D摄像机的坚固机舱螺栓孔检测系统的开发

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摘要

At high-rise building construction sites, construction workers still climb dangerous vertical steel beams. Hence, the bolting cabin helps construction workers to assemble bolts safely. In order to automatically assemble bolts to steel frame, the bolting cabin must estimate bolt-hole location. To do this, precise bolt-hole detection algorithms are important. Generally, a 2D camera is used for visual servoing in industrial fields. However, a construction site is an outdoor environment that does not have constant illumination. Recently, a 3D camera that provides depth images has been used in industrial fields. However, this 3D camera provides a low resolution image with strong noise around the edges. To overcome these problems, an edge detection filter that is robust to strong noise is needed for precise bolt-hole detection. Therefore, we propose a Modified Discrete Gaussian-Hermite Moments (MDGHM) filter based on moment information to detect edges precisely. Using the MDGHM filter, the results show that the proposed method can be effectively applied to bolt-hole detection better than wavelet filter and mixed matching method.
机译:在高层建筑施工现场,建筑工人仍在攀爬危险的垂直钢梁。因此,螺栓室可以帮助建筑工人安全地组装螺栓。为了将螺栓自动组装到钢架上,螺栓室必须估算螺栓孔的位置。为此,精确的螺栓孔检测算法很重要。通常,将2D摄像机用于工业领域中的视觉伺服。但是,建筑工地是没有恒定照明的室外环境。近来,提供深度图像的3D相机已经在工业领域中使用。但是,此3D相机提供的低分辨率图像边缘周围有强烈的噪点。为了克服这些问题,需要用于强噪声的边缘检测滤波器来进行精确的螺栓孔检测。因此,我们提出了一种基于矩信息的改进的离散高斯-赫尔姆矩(MDGHM)滤波器,以精确地检测边缘。结果表明,与小波滤波器和混合匹配法相比,该算法能更好地应用于螺栓孔的检测。

著录项

  • 来源
    《Automation in construction》 |2014年第8期|1-11|共11页
  • 作者单位

    School of Electrical Engineering, Korea University, Anam-Dong 5-Ga, Sungbuk-Gu, Seoul 136-701, Republic of Korea;

    School of Electrical Engineering, Korea University, Anam-Dong 5-Ga, Sungbuk-Gu, Seoul 136-701, Republic of Korea;

    School of Electrical Engineering, Korea University, Anam-Dong 5-Ga, Sungbuk-Gu, Seoul 136-701, Republic of Korea;

    School of Mechanical Engineering, Korea University, Anam-Dong 5-Ga, Sungbuk-Gu, Seoul 136-701, Republic of Korea;

    School of Electrical Engineering, Korea University, Anam-Dong 5-Ga, Sungbuk-Gu, Seoul 136-701, Republic of Korea;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    MDGHM filter; Bolting cabin; Hough transform; TOF camera; Construction automation;

    机译:MDGHM过滤器;螺栓舱霍夫变换TOF相机;施工自动化;

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