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首页> 外文期刊>International journal of intelligent unmanned systems >Vision-based pose estimation of a multi-rotor unmanned aerial vehicle
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Vision-based pose estimation of a multi-rotor unmanned aerial vehicle

机译:基于视觉的多转子无人空中飞行器的姿态估计

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摘要

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 UAVs 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.
机译:目的 - 本文的目的是使用稳健的基于视觉的方法促进多转子无人驾驶车辆(UAV)的自主地降落在移动/倾斜平台上。设计/方法论 - 在GPS拒绝和视力损害环境中未知取向的移动或倾斜平台上的多转子UAV的自主着陆对普通自动驾驶系统来说是一个挑战。本文提出了一种基于目标的稳健的视觉数据处理系统,其定向快速和旋转的简短功能,以实时估计无人机三维姿势。调查结果 - 系统能够基于合作标记的协同标记来直观地定位和识别独特的降落平台,误差为所有辊,间距和偏航角度为1°或更小。实际意义 - 拟议的基于视觉的系统旨在在板载使用和增加的可靠性,而没有对无人机的计算负荷的重大变化。原创性/值 - 培训过程的简单性使得处理使用任何未知/不规则形状或尺寸的标记所需的灵活性。可以很容易地调整该过程以响应不同的协作标记。可以将车载计算廉价的过程添加到废弃货架上的自动驾驶仪中。

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