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Sliding mode collision-free navigation for quadrotors using monocular vision

机译:使用单目视觉的四旋翼滑模无碰撞导航

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摘要

Safe and accurate navigation for autonomous trajectory tracking of quadrotors using monocular vision is addressed in this paper. A second order Sliding Mode (2-SM) control algorithm is used to track desired trajectories, providing robustness against model uncertainties and external perturbations. The time-scale separation of the translational and rotational dynamics allows to design position controllers by giving a desired reference in roll and pitch angles, which is suitable for practical validation in quadrotors equipped with an internal attitude controller. A Lyapunov based analysis proved the closed-loop stability of the system despite the presence of unknown external perturbations. Monocular vision fused with inertial measurements are used to estimate the vehicle's pose with respect to unstructured scenes. In addition, the distance to potential collisions is detected and computed using the sparse depth map coming also from the vision algorithm. The proposed strategy is successfully tested in real-time experiments, using a low-cost commercial quadrotor.
机译:本文讨论了使用单目视觉对四旋翼飞机的自主轨迹跟踪进行安全准确的导航。二阶滑模(2-SM)控制算法用于跟踪所需轨迹,从而提供了针对模型不确定性和外部扰动的鲁棒性。平移和旋转动力学的时标分离允许通过提供侧倾角和俯仰角的所需参考来设计位置控制器,这适合于在配备内部姿态控制器的四旋翼飞机中进行实际验证。基于Lyapunov的分析证明了系统的闭环稳定性,尽管存在未知的外部扰动。单眼视觉与惯性测量融合在一起,可用于估计车辆相对于非结构化场景的姿态。另外,使用也来自视觉算法的稀疏深度图来检测和计算到潜在碰撞的距离。所提出的策略已使用低成本的商用四旋翼飞机在实时实验中成功进行了测试。

著录项

  • 来源
    《Robotica》 |2018年第10期|1493-1509|共17页
  • 作者单位

    Rutgers State Univ, Dept Mech & Aerosp Engn, 98 Brett Rd, Piscataway, NJ 08854 USA;

    Sorbonne Univ, Univ Technol Compiegne, CNRS, Heudiasyc UMR 7253, CS 60 319, F-60203 Compiegne, France;

    Sorbonne Univ, Univ Technol Compiegne, CNRS, Heudiasyc UMR 7253, CS 60 319, F-60203 Compiegne, France;

  • 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

    UAVs; Quadrotors; Autonomous navigation; Sliding mode; Collision avoidance; Computer vision;

    机译:无人机;四旋翼;自动导航;滑模;防撞;计算机视觉;

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