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Vision-based hybrid 6-DOF displacement estimation for precast concrete member assembly

机译:预制混凝土构件装配的基于视觉的混合6自由度位移估计

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摘要

Precast concrete (PC) members are currently being employed for general construction or partial replacement to reduce construction period. As assembly work in PC construction requires connecting PC members accurately, measuring the 6-DOF (degree of freedom) relative displacement is essential. Multiple planar markers and camera-based displacement measurement systems can monitor the 6-DOF relative displacement of PC members. Conventional methods, such as direct linear transformation (DLT) for homography estimation, which are applied to calculate the 6-DOF relative displacement between the camera and marker, have several major problems. One of the problems is that when the marker is partially hidden, the DLT method cannot be applied to calculate the 6-DOF relative displacement. In addition, when the images of markers are blurred, error increases with the DLT method which is employed for its estimation. To solve these problems, a hybrid method, which combines the advantages of the DLT and MCL (Monte Carlo localization) methods, is proposed. The method evaluates the 6-DOF relative displacement more accurately compared to when either the DLT or MCL is used alone. Each subsystem captures an image of a marker and extracts its subpixel coordinates, and then the data are transferred to a main system via a wireless communication network. In the main system, the data from each subsystem are used for 3D visualization. Thereafter, the real-time movements of the PC members are displayed on a tablet PC. To prove the feasibility, the hybrid method is compared with the DLT method and MCL in real experiments.
机译:目前正在使用预制混凝土(PC)构件进行一般施工或部分更换,以缩短工期。由于PC结构中的组装工作需要精确地连接PC构件,因此测量6自由度(自由度)相对位移至关重要。多个平面标记和基于摄像机的位移测量系统可以监视PC构件的6自由度相对位移。传统方法,例如用于单应性估计的直接线性变换(DLT),用于计算相机和标记之间的6自由度相对位移,存在几个主要问题。问题之一是,当标记被部分隐藏时,DLT方法无法应用于计算6自由度相对位移。另外,当标记的图像模糊时,使用用于其估计的DLT方法,误差增加。为了解决这些问题,提出了一种混合方法,该方法结合了DLT和MCL(蒙特卡洛定位)的优点。与单独使用DLT或MCL相比,该方法可以更准确地评估6自由度相对位移。每个子系统捕获标记的图像并提取其子像素坐标,然后将数据通过无线通信网络传输到主系统。在主系统中,每个子系统的数据都用于3D可视化。此后,PC成员的实时运动将显示在Tablet PC上。为了证明其可行性,在实际实验中将混合方法与DLT方法和MCL进行了比较。

著录项

  • 来源
    《Smart structures and systems》 |2017年第4期|397-413|共17页
  • 作者单位

    Korea Adv Inst Sci & Technol, Robot Program, 291 Daehak Ro, Daejeon 34141, South Korea;

    Korea Adv Inst Sci & Technol, Dept Civil & Environm Engn, 291 Daehak Ro, Daejeon 34141, South Korea;

    Korea Adv Inst Sci & Technol, Dept Civil & Environm Engn, 291 Daehak Ro, Daejeon 34141, South Korea;

    Korea Adv Inst Sci & Technol, Robot Program, 291 Daehak Ro, Daejeon 34141, South Korea|Korea Adv Inst Sci & Technol, Dept Civil & Environm Engn, 291 Daehak Ro, Daejeon 34141, South Korea;

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

    displacement; 6-DOF; vision; Monte Carlo localization (MCL); precast concrete (PC);

    机译:位移;6-自由度;视觉;蒙特卡洛定位(MCL);预制混凝土(PC);

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