Trajectory Prediction & Path Planning for an Object Intercepting UAV with a Mounted Depth Camera

Jasper Z. Tan, A. Dasgupta, Arjun Agrawal, S. Srigrarom
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Abstract

A novel control & software architecture using ROS C++ is introduced for object interception by a UAV with a mounted depth camera and no external aid. Existing work in trajectory prediction focused on the use of off-board tools like motion capture rooms to intercept thrown objects. The present study designs the UAV architecture to be completely on-board capable of object interception with the use of a depth camera and point cloud processing. The architecture uses an iterative trajectory prediction algorithm for non-propelled objects like a ping-pong ball. A variety of path planning approaches to object interception and their corresponding scenarios are discussed, evaluated & simulated in Gazebo. The successful simulations exemplify the potential of using the proposed architecture for the onboard autonomy of UAVs intercepting objects.
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安装深度相机的目标拦截无人机的轨迹预测与路径规划
介绍了一种基于ROS c++的新型无人机控制与软件体系结构,用于安装深度相机的无人机在无外部辅助的情况下对目标进行拦截。现有的轨迹预测工作主要集中在使用非机载工具,如动作捕捉室来拦截投掷物体。目前的研究将无人机架构设计为完全机载,能够使用深度相机和点云处理进行目标拦截。该架构使用迭代轨迹预测算法来预测乒乓球等非推进物体。在Gazebo中对各种目标拦截路径规划方法及其对应的场景进行了讨论、评估和仿真。成功的仿真证明了将所提出的架构用于无人机机载自主性拦截目标的潜力。
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