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首页> 外文期刊>Journal of Intelligent and Robotic Systems >Indoor UAV Control Using Multi-Camera Visual Feedback
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Indoor UAV Control Using Multi-Camera Visual Feedback

机译:使用多摄像机视觉反馈进行室内无人机控制

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This paper presents the control of an indoor unmanned aerial vehicle (UAV) using multi-camera visual feedback. For the autonomous flight of the indoor UAV, instead of using onboard sensor information, visual feedback concept is employed by the development of an indoor flight test-bed. The indoor test-bed consists of four major components: the multi-camera system, ground computer, onboard color marker set, and quad-rotor UAV. Since the onboard markers are attached to the pre-defined location, position and attitude of the UAV can be estimated by marker detection algorithm and triangulation method. Additionally, this study introduces a filter algorithm to obtain the full 6-degree of freedom (DOF) pose estimation including velocities and angular rates. The filter algorithm also enhances the performance of the vision system by making up for the weakness of low cost cameras such as poor resolution and large noise. Moreover, for the pose estimation of multiple vehicles, data association algorithm using the geometric relation between cameras is proposed in this paper. The control system is designed based on the classical proportional-integral-derivative (PID) control, which uses the position, velocity and attitude from the vision system and the angular rate from the rate gyro sensor. This paper concludes with both ground and flight test results illustrating the performance and properties of the proposed indoor flight test-bed and the control system using the multi-camera visual feedback.
机译:本文介绍了使用多摄像机视觉反馈控制室内无人飞行器(UAV)的方法。对于室内无人机的自主飞行,代替使用机载传感器信息,而是通过开发室内飞行试验台采用视觉反馈概念。室内试验台由四个主要部件组成:多摄像机系统,地面计算机,机载颜色标记集和四旋翼无人机。由于机载标记物附着在预定位置,因此可以通过标记物检测算法和三角测量法来估计无人机的位置和姿态。此外,本研究介绍了一种滤波算法,可获取包括速度和角速率在内的完整6自由度(DOF)姿态估计。滤波器算法还通过弥补低成本相机的缺点(如分辨率低和噪声大)来增强视觉系统的性能。此外,针对多种车辆的姿态估计,提出了一种利用摄像机之间几何关系的数据关联算法。该控制系统是基于经典比例积分微分(PID)控制设计的,该控制使用视觉系统中的位置,速度和姿态以及速率陀螺仪传感器中的角速率。本文以地面和飞行测试结果作为结束,说明了所建议的室内飞行测试台和使用多摄像机视觉反馈的控制系统的性能和特性。

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