Developing 3D risk-informed no-fly zones for urban UAS operations

IF 5 1区 工程技术 Q1 ENGINEERING, AEROSPACE
Zhenyu Gao , John-Paul Clarke , Javid Mardanov , Karen Marais
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Abstract

Unmanned aerial systems (UAS), an integral part of the advanced air mobility (AAM) vision, are capable of performing a wide spectrum of tasks in urban environments. The societal integration of UAS is a pivotal challenge, as these systems must operate harmoniously within the constraints imposed by regulations and societal concerns. In complex urban space, safety has been a perennial obstacle to the large-scale deployment of UAS. To facilitate risk-aware UAS operations planning, we convert public risk constraints in an urban environment into 3D no-fly zones that UAS operations should avoid to adequately reduce risk to entities of value. We utilize a conditional probability framework that comprehensively integrates most existing basic models for UAS ground risk. To demonstrate the concept, we build prototype no-fly zones for a Chicago downtown model and investigate their characteristics under different conditions. We believe that the 3D no-fly zone has the potential to become a new routine tool for UAS operations planning, urban airspace management, and policy making. This idea can also be extended to address other societal impacts, such as noise and privacy, thereby paving the way for a unified, society-aware urban airspace management scheme.
开发城市无人机操作的三维风险禁飞区
无人机系统(UAS)是先进空中机动(AAM)愿景的一个组成部分,能够在城市环境中执行广泛的任务。无人机系统的社会整合是一个关键的挑战,因为这些系统必须在法规和社会关注的约束下和谐运行。在复杂的城市空间中,安全一直是无人机大规模部署的长期障碍。为了促进风险意识的无人机操作规划,我们将城市环境中的公共风险约束转换为无人机操作应避免的3D禁飞区,以充分降低对有价值实体的风险。我们利用一个条件概率框架,全面集成了大多数现有的无人机地面风险基本模型。为了证明这一概念,我们为芝加哥市中心模型建立了禁飞区原型,并研究了它们在不同条件下的特征。我们认为,3D禁飞区有潜力成为无人机操作规划、城市空域管理和政策制定的新常规工具。这个想法也可以扩展到解决其他社会影响,如噪音和隐私,从而为统一的、社会意识的城市空域管理方案铺平道路。
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来源期刊
Aerospace Science and Technology
Aerospace Science and Technology 工程技术-工程:宇航
CiteScore
10.30
自引率
28.60%
发文量
654
审稿时长
54 days
期刊介绍: Aerospace Science and Technology publishes articles of outstanding scientific quality. Each article is reviewed by two referees. The journal welcomes papers from a wide range of countries. This journal publishes original papers, review articles and short communications related to all fields of aerospace research, fundamental and applied, potential applications of which are clearly related to: • The design and the manufacture of aircraft, helicopters, missiles, launchers and satellites • The control of their environment • The study of various systems they are involved in, as supports or as targets. Authors are invited to submit papers on new advances in the following topics to aerospace applications: • Fluid dynamics • Energetics and propulsion • Materials and structures • Flight mechanics • Navigation, guidance and control • Acoustics • Optics • Electromagnetism and radar • Signal and image processing • Information processing • Data fusion • Decision aid • Human behaviour • Robotics and intelligent systems • Complex system engineering. Etc.
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