首页> 外文会议>Chinese Control Conference >Pose and Velocity Estimation Algorithm for UAV in Visual Landing
【24h】

Pose and Velocity Estimation Algorithm for UAV in Visual Landing

机译:视觉着陆中无人机姿态和速度估计算法

获取原文

摘要

Visual landing of Unmanned Aerial Vehicles (UAVs) is an application scenario of robot visual navigation. State estimation is an important part in the landing mission. With the development of computer hardware and algorithms, the speed and accuracy of visual processing techniques have been greatly improved. Aiming at the requirements of intelligent multi-rotor UAVs to improve their autonomous capabilities, we propose an algorithm to estimate the states (attitude, position and velocity) of UAVs based on an onboard camera during the landing phase. Firstly, the control points of a visual target are extracted by detecting an ArUco marker in vision as landing target. The attitude and position, named pose of UAVs are then calculated. According to the requirements to mission quickness and accuracy, a method based on corner point interpolation of Lucas-Kanade algorithm is proposed to calculate the dense optical flow. Then the integral of spherical optical flow is obtained by optical flow field and some constraints on the attitude of the UAV. Finally, the velocity of UAV is calculated based on the combination of the optical flow integral with the estimated pose of the UAV. This estimation algorithm has obvious advantages in that it only uses the visual sensor and can reduce the interference of noise points in the optical flow field by integral of spherical optical flow.
机译:无人机的视觉着陆是机器人视觉导航的一种应用场景。状态估计是着陆任务中的重要组成部分。随着计算机硬件和算法的发展,视觉处理技术的速度和准确性得到了极大的提高。针对智能多旋翼无人机的要求,以提高其自主能力,我们提出了一种基于机载相机在着陆阶段估算无人机状态(姿态,位置和速度)的算法。首先,通过将视觉中的ArUco标记检测为着陆目标来提取视觉目标的控制点。然后计算出无人机的姿态和位置(称为姿态)。根据对任务速度和准确性的要求,提出了一种基于Lucas-Kanade算法的角点插值的方法来计算密集的光流。然后通过光流场和对无人机姿态的一些约束获得球形光流的积分。最后,基于光流积分与无人机的估计姿态的组合来计算无人机的速度。该估计算法具有明显的优势,因为它仅使用视觉传感器,并且可以通过对球形光流进行积分来减少光流场中噪声点的干扰。

著录项

相似文献

  • 外文文献
  • 中文文献
  • 专利
获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号