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Vision-Based UAV Navigation in Orchards

机译:果园中基于视觉的无人机导航

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Abstract: Unmanned Aerial Vehicles (UAV) are becoming increasingly common in agricultural applications. Currently, they are primarily used to fly over fields in open space. Navigation inside orchard-like environments remains challenging. We study the problem of orchard navigation with cameras on an aerial vehicle. We study both the controller and the vision component. For the vision component, we provide two methods for detecting orchard rows with frontal facing cameras. In the monocular case, we present a pipeline to extract the geometry of tree rows when there is a well defined path structure. In the binocular case, we present a depth-based navigation algorithm to extract the rows. For the controller component, we design a controller that uses both frontal and downward facing cameras and provides reliable performance even on the presence of strong wind disturbances.
机译:摘要:无人驾驶飞机(UAV)在农业应用中变得越来越普遍。目前,它们主要用于飞越开放空间中的田野。在果园式环境中导航仍然具有挑战性。我们用飞机上的相机研究果园导航的问题。我们研究控制器和视觉组件。对于视觉组件,我们提供了两种使用前置摄像头检测果园行的方法。在单目情况下,当存在明确定义的路径结构时,我们提出了提取树行几何形状的管道。在双目情况下,我们提出了一种基于深度的导航算法来提取行。对于控制器组件,我们设计了一种控制器,该控制器同时使用正面和下方摄像头,即使在强风干扰下也能提供可靠的性能。

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