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Cooperative coverage path planning for visual inspection

机译:合作覆盖路径规划以进行目视检查

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摘要

This article addresses the inspection problem of a complex 3D infrastructure using multiple Unmanned Aerial Vehicles (UAVs). The main novelty of the proposed scheme stems from the establishment of a theoretical framework capable of providing a path for accomplishing a full coverage of the infrastructure, without any further simplifications (number of considered representation points), by slicing it by horizontal planes to identify branches and assign specific areas to each agent as a solution to an overall optimization problem. Furthermore, the image streams collected during the coverage task are post-processed using Structure from Motion, stereo SLAM and mesh reconstruction algorithms, while the resulting 3D mesh can be used for further visual inspection purposes. The performance of the proposed Collaborative-Coverage Path Planning (C-CPP) has been experimentally evaluated in multiple indoor and realistic outdoor infrastructure inspection experiments and as such it is also contributing significantly towards real life applications for UAVs.
机译:本文解决了使用多个无人机(UAV)的复杂3D基础结构的检查问题。拟议方案的主要新颖之处在于建立了一个理论框架,该框架能够通过对水平面进行切片以识别分支机构,从而为基础设施的全面覆盖提供一条途径,而无需任何进一步的简化(考虑的表示点数量)并为每个代理分配特定区域,以解决整体优化问题。此外,在覆盖任务期间收集的图像流将使用Motion的结构,立体SLAM和网格重建算法进行后处理,而生成的3D网格可用于进一步的视觉检查。拟议的“协作覆盖路径规划”(C-CPP)的性能已在多个室内和现实室外基础设施检查实验中进行了实验评估,因此,它也为无人机的实际应用做出了重要贡献。

著录项

  • 来源
    《Control Engineering Practice》 |2018年第5期|118-131|共14页
  • 作者单位

    Robotics Group, Control Engineering Division of the Department of Computer, Electrical and Space Engineering, Luleå University of Technology;

    Robotics Group, Control Engineering Division of the Department of Computer, Electrical and Space Engineering, Luleå University of Technology;

    Robotics Group, Control Engineering Division of the Department of Computer, Electrical and Space Engineering, Luleå University of Technology;

    Robotics Group, Control Engineering Division of the Department of Computer, Electrical and Space Engineering, Luleå University of Technology;

    Robotics Group, Control Engineering Division of the Department of Computer, Electrical and Space Engineering, Luleå University of Technology;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Cooperative coverage; Path planning; Visual inspection; UAVs; Application;

    机译:合作范围;路径规划;外观检查;无人机;应用;

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