无人机自主导航:柔性平台架构与技术研究

IF 3 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS
Hervé B. Olou, Eugène C. Ezin, Jean Marie Dembele, Christophe Cambier
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引用次数: 0

摘要

无人驾驶飞行器(uav)对飞机工业产生重大影响,并用于军事和民用目的。无人机的部分或全部自动化是一个活跃的研究领域,吸引了工业界和学术界的兴趣。本文全面回顾了无人机及其架构和用于自主导航的技术。自主导航需要识别和避开障碍物的能力,这可以通过视觉、非视觉或混合技术来实现。这些方法使用计算机视觉和机器学习算法,并在计算机系统上实现,该系统可能嵌入也可能不嵌入车辆中。在研究了现有的体系结构和技术后,设计了一个灵活的平台。这个平台结合了现有架构、材料和方法的优势。它是基于一个紧凑的架构与外部通信的可能性。该平台主要由一个同伴计算机组成,用于任务中障碍物检测和路径规划等复杂任务。在实现该平台时,考虑配套计算机处理器的功能并适当选择技术是至关重要的。最后,提出了该领域未来的研究方向。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Autonomous Navigation of Unmanned Aerial Vehicle: Investigating Architectures and Techniques for a Flexible Platform
Unmanned aerial vehicles (UAVs) have a significant impact on the aircraft industry and are used for both military and civilian purposes. The partial or full automation of UAVs is an active research domain that is attracting interest from both the industrial and academic sectors. This paper presents a comprehensive review of UAVs, their architectures, and techniques used for autonomous navigation. Autonomous navigation requires the ability to recognize and avoid obstacles, which can be achieved using visual, non-visual, or hybrid techniques. These methods use computer vision and machine learning algorithms and are implemented on a computer system, which may or may not be embedded in the vehicle. After investigating the existing architectures and techniques, a flexible platform is designed. This platform combines the advantages of the existing architectures, materials, and methods. It is based on a compact architecture with the possibility of external communication. This platform is mainly composed of a companion computer for complex tasks like obstacle detection and path planning during mission. When implementing this platform, it is crucial to take into account the capabilities of the companion computer processor and appropriately select techniques. Finally, the paper suggests potential areas for future research in this field.
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来源期刊
Unmanned Systems
Unmanned Systems AUTOMATION & CONTROL SYSTEMS-
CiteScore
8.50
自引率
30.20%
发文量
36
期刊介绍: An unmanned system is a machine or device that is equipped with necessary data processing units, sensors, automatic control, and communications systems and is capable of performing missions autonomously without human intervention. Unmanned systems include unmanned aircraft, ground robots, underwater explorers, satellites, and other unconventional structures. Unmanned Systems (US) aims to cover all subjects related to the development of automatic machine systems, which include advanced technologies in unmanned hardware platforms (aerial, ground, underwater and unconventional platforms), unmanned software systems, energy systems, modeling and control, communications systems, computer vision systems, sensing and information processing, navigation and path planning, computing, information fusion, multi-agent systems, mission management, machine intelligence, artificial intelligence, and innovative application case studies. US welcomes original manuscripts in the following categories: research papers, which disseminate scientific findings contributing to solving technical issues underlying the development of unmanned systems; review articles and state-of-the-art surveys, which describe the latest in basic theories, principles, and innovative applications; short articles, which discuss the latest significant achievements and the future trends; and book reviews. Special issues related to the topics of US are welcome. A short proposal should be sent to the Editors-in-Chief. It should include a tentative title; the information of the Guest Editor(s); purpose and scope; possible contributors; and a tentative timetable. If the proposal is accepted, the Guest Editor(s) will be responsible for the special issue and should follow the normal US review process. Copies of the reviewed papers and the reviewers'' comments should be given to the Editors-in-Chief for recording purposes.
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