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Cooperative maneuver enabled UAV relative localization.

机译:合作机动使无人机相对定位成为可能。

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摘要

The ability to localize itself in an environment is essential for any autonomous vehicle. In applications involving multiple Unmanned Aerial Vehicles (UAVs) such as formation flight, surveillance, and mapping, the relative pose of each UAV provides vital information for multiple vehicles to coordinate effectively. The majority of cooperative localization tasks involving multiple UAVs assume the transformation between reference frames, but this information is not always provided in the absence of landmarks or a Global Positioning System (GPS).;This thesis presents a method for estimating the relative pose of a pair of UAVs using range-only measurements. In this method, there is no prior information assumed about the relative pose of each UAV. Instead, the trajectories are constrained in order to leverage the circumstances in which the range-only measurements are obtained during flight. To augment this limited information, motion is used to construct a graph of the UAV trajectories using only distance measurements. Using the constructed graph, four potential solutions are derived for the relative pose, and a batch estimate is performed to obtain numerical estimates of each of the four solutions. Using the batch estimate, a cooperative maneuver can be performed in order to obtain a unique solution. The sensitivity to the trajectory and measurement noise are analyzed through a Monte Carlo analysis.
机译:在任何自动驾驶汽车中,将自身定位在环境中的能力至关重要。在涉及多个无人机(UAV)的应用中,例如编队飞行,监视和制图,每个UAV的相对姿态为多个飞行器提供了有效协调的重要信息。涉及多个无人机的大多数协作定位任务都假定参考帧之间进行转换,但是在没有地标或没有全球定位系统(GPS)的情况下并不总是提供此信息。本文提出了一种估计目标相对姿态的方法。一对仅使用距离测量的无人机。在这种方法中,没有关于每个无人机的相对姿态的先验信息。取而代之的是,对轨迹进行约束,以利用飞行过程中仅获得距离测量值的情况。为了增加此有限的信息,仅使用距离测量将运动用于构建UAV轨迹图。使用构造的图,可得出相对姿势的四个潜在解,并进行批量估计以获得四个解中每个解的数值估计。使用批估计,可以执行协同操作以获得唯一的解决方案。通过蒙特卡洛分析来分析对轨迹和测量噪声的敏感性。

著录项

  • 作者

    Strader, Jared.;

  • 作者单位

    West Virginia University.;

  • 授予单位 West Virginia University.;
  • 学科 Robotics.;Mechanical engineering.;Aerospace engineering.
  • 学位 M.S.
  • 年度 2016
  • 页码 51 p.
  • 总页数 51
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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