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Visual Inertial Perception for Autonomous Inspection in Nuclear Power Plants

机译:核电站自主检查的视觉惯性感知

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摘要

We propose a perceptual system enabling visual inertial navigation for autonomous inspection inside a nuclear power plant. The system incorporates robust state estimation using a stereo-camera pair and an Inertial Measurement Unit (IMU) and generates global consistent dense maps which are then used for autonomous navigation. The system is robust to the challenges posed by the nuclear power plant environment such as varying degrees of complexity, varying lighting conditions, clutter and constrained spaces. Efficient repre-sentation of and inference from the dense maps minimizes the amount of energy required by the perceptual system thus making it amenable to robots with limited computational resources. Fig. 1 provides a glimpse of the system.
机译:我们提出了一种感知系统,该系统可实现视觉惯性导航,以便在核电厂内部进行自主检查。该系统使用立体摄像机对和惯性测量单元(IMU)合并了鲁棒的状态估计,并生成了全局一致的密集图,然后将其用于自主导航。该系统对核电站环境所带来的挑战具有鲁棒性,例如复杂程度的变化,照明条件的变化,空间的混乱和狭窄。密集图的高效表示和推理使感知系统所需的能量最小化,因此使其适合计算资源有限的机器人。图1提供了该系统的概览。

著录项

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  • 会议地点 Pittsburgh(US)
  • 作者单位

    Robotics Institute, Carnegie Mellon University, Pittsburgh, PA;

    Robotics Institute, Carnegie Mellon University, Pittsburgh, PA;

    Global Technology Development, Westinghouse Electric Company LLC, Cranberry Township, PA;

  • 会议组织
  • 原文格式 PDF
  • 正文语种 eng
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