基于视觉的多旋翼无人机姿态估计

IF 0.8 Q4 ROBOTICS
Kashish Gupta, B. J. Emran, H. Najjaran
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引用次数: 1

摘要

目的本文的目的是使用基于鲁棒视觉的方法,促进多旋翼无人机在移动/倾斜平台上的自主着陆。设计/方法/方法多旋翼无人机在GPS被拒和视觉受损的环境中,在未知方向的移动或倾斜平台上自主着陆对常见的自动驾驶系统提出了挑战。本文提出了一种基于目标定向FAST和旋转BRIEF特征的鲁棒视觉数据处理系统,用于实时估计无人机的三维姿态。Findings该系统能够根据协作标记直观地定位和识别独特的着陆平台,所有滚转、俯仰和偏航角的错误率均为1°或更小。实际意义所提出的基于视觉的系统旨在车载使用和提高可靠性,而无人机的计算负载不会发生重大变化。独创性/价值训练程序的简单性为该过程提供了使用任何未知/不规则形状或尺寸的标记所需的灵活性。这个过程可以很容易地调整以响应不同的合作标记。机载计算成本低廉的过程可以添加到现成的自动驾驶中。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Vision-based pose estimation of a multi-rotor unmanned aerial vehicle
Purpose The purpose of this paper is to facilitate autonomous landing of a multi-rotor unmanned aerial vehicle (UAV) on a moving/tilting platform using a robust vision-based approach. Design/methodology/approach Autonomous landing of a multi-rotor UAV on a moving or tilting platform of unknown orientation in a GPS-denied and vision-compromised environment presents a challenge to common autopilot systems. The paper proposes a robust visual data processing system based on targets’ Oriented FAST and Rotated BRIEF features to estimate the UAV’s three-dimensional pose in real time. Findings The system is able to visually locate and identify the unique landing platform based on a cooperative marker with an error rate of 1° or less for all roll, pitch and yaw angles. Practical implications The proposed vision-based system aims at on-board use and increased reliability without a significant change to the computational load of the UAV. Originality/value The simplicity of the training procedure gives the process the flexibility needed to use a marker of any unknown/irregular shape or dimension. The process can be easily tweaked to respond to different cooperative markers. The on-board computationally inexpensive process can be added to off-the-shelf autopilots.
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来源期刊
CiteScore
3.50
自引率
0.00%
发文量
21
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