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Detection of aircraft below the horizon for vision-based detect and avoid in unmanned aircraft systems

机译:检测地平线以下的飞机,以便在无人驾驶飞机系统中进行基于视觉的检测和避免

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摘要

Vision-based aircraft detection technology may provide a credible sensing option for automated detect and avoid in small-to-medium size fixed-wing unmanned aircraft systems (UAS). Reliable vision-based aircraft detection has previously been demonstrated in sky-region sensing environments. This paper describes a novel vision-based system for detecting aircraft below the horizon in the presence of ground clutter. We examine the performance of our system on a data set of 63 near collision encounters we collected between a camera-equipped manned aircraft and a below-horizon target. In these 63 encounters, our system successfully detects all aircraft, at an average detection range of 1890 m (with a standard error of 43 m and no false alarms in 1.1 h). Furthermore, our system does not require access to inertial sensor data (which significantly reduces system cost) and operates at over 12 frames per second.
机译:基于视觉的飞机检测技术可以为中小型固定翼无人飞机系统(UAS)的自动检测和避免提供可靠的传感选项。以前已经在天空区域感应环境中证明了可靠的基于视觉的飞机检测。本文介绍了一种新颖的基于视觉的系统,用于在地面杂波存在的情况下检测地平线以下的飞机。我们在由配备摄像头的载人飞机与低于地平线的目标之间收集到的63个近距离相遇数据集上检查了系统的性能。在这63次相遇中,我们的系统成功地检测了所有飞机,平均检测范围为1890 m(标准错误为43 m,并且在1.1小时内没有误报)。此外,我们的系统不需要访问惯性传感器数据(这大大降低了系统成本),并且每秒运行超过12帧。

著录项

  • 来源
    《Journal of Field Robotics》 |2017年第7期|1378-1391|共14页
  • 作者单位

    School of Electrical Engineering and Computer Science, Queensland University of Technology, Brisbane, Australia;

    School of Electrical Engineering and Computer Science, Queensland University of Technology, Brisbane, Australia;

    School of Electrical Engineering and Computer Science, Queensland University of Technology, Brisbane, Australia;

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

    aerial robotics; detect and avoid; perception; sense and avoid; unmanned aircraft;

    机译:空中机器人;发现并避免;知觉;感觉和避免;无人飞机;
  • 入库时间 2022-08-18 02:49:03

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