多旋翼飞行器避碰定位与跟踪:理论与实验

IF 5.9 Q1 ENGINEERING, MULTIDISCIPLINARY
Guang Yang , Juntong Qi , Mingming Wang , Yan Peng , Chong Wu , Yuan Ping , Hailong Huang
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引用次数: 0

摘要

多旋翼飞行器围捕目标由于能有效地监测和控制目标行为,在智能领域得到了广泛的应用。然而,它面临着碰撞的危险,以及定位和跟踪的困难。因此,我们提出了一种完整的目标包围法。首先,基于胡克定律设计了一种避碰控制器,使四旋翼机之间保持安全飞行距离。然后,基于共识理论,设计了满足编队变换和包围任务要求的编队跟踪控制器,并给出了基于Lyapunov的稳定性证明。此外,基于YOLOv5s设计了目标检测,并基于针孔投影和三角形相似原理构建了目标定位模型。最后,在搭建的平台上进行实验,3架侦察四旋翼机对3辆目标车辆进行探测定位,7架猎人四旋翼机对目标车辆进行跟踪。结果表明,利用侦察四旋翼定位目标的最小平均误差可达0.1354 m,而利用猎人四旋翼跟踪目标的最小平均误差仅为0.2960 m。在整个编队变换和跟踪实验中没有发生四旋翼碰撞。此外,与现有方法相比,该方法具有更好的性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Localization and tracking of multiple quadrotors with collision avoidance: Theory and experiment
Multiple quadrotors target encirclement is widely used in the intelligent field, as it can effectively monitor and control target behavior. However, it faces the danger of collision, as well as difficulties in localization and tracking. Therefore, we propose a complete target encirclement method. Firstly, based on Hooke's law, a collision avoidance controller is designed to maintain a safe flying distance among quadrotors. Then, based on the consensus theory, a formation tracking controller is designed to meet the requirements of formation transformation and encirclement tasks, and a stability proof based on Lyapunov was provided. Besides, the target detection is designed based on YOLOv5s, and the target location model is constructed based on the principle of pinhole projection and triangle similarity. Finally, we conducted experiments on the built platform, with 3 reconnaissance quadrotors detecting and localization 3 target vehicles and 7 hunter quadrotors tracking them. The results show that the minimum average error for localization targets with reconnaissance quadrotors can reach 0.1354 m, while the minimum average error for tracking with hunter quadrotors is only 0.2960 m. No quadrotors collision occurred in the whole formation transformation and tracking experiment. In addition, compared with the advanced methods, the proposed method has better performance.
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来源期刊
Defence Technology(防务技术)
Defence Technology(防务技术) Mechanical Engineering, Control and Systems Engineering, Industrial and Manufacturing Engineering
CiteScore
8.70
自引率
0.00%
发文量
728
审稿时长
25 days
期刊介绍: Defence Technology, a peer reviewed journal, is published monthly and aims to become the best international academic exchange platform for the research related to defence technology. It publishes original research papers having direct bearing on defence, with a balanced coverage on analytical, experimental, numerical simulation and applied investigations. It covers various disciplines of science, technology and engineering.
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