Minimizing Ground Risk in Cellular-Connected Drone Corridors with mmWave Links
Unmanned aircraft systems (UAS) have been receiving significant interest and support from academia, industry, and regulatory bodies over the past decade due to their various use cases. To safely integrate UAS operations into the national airspace, particularly overpopulated regions, the risk posed t...
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          | Published in | IEEE transactions on aerospace and electronic systems Vol. 59; no. 6; pp. 1 - 16 | 
|---|---|
| Main Authors | , , , | 
| Format | Journal Article | 
| Language | English | 
| Published | 
        New York
          IEEE
    
        01.12.2023
     The Institute of Electrical and Electronics Engineers, Inc. (IEEE)  | 
| Subjects | |
| Online Access | Get full text | 
| ISSN | 0018-9251 1557-9603 2371-9877 1557-9603  | 
| DOI | 10.1109/TAES.2023.3301824 | 
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| Abstract | Unmanned aircraft systems (UAS) have been receiving significant interest and support from academia, industry, and regulatory bodies over the past decade due to their various use cases. To safely integrate UAS operations into the national airspace, particularly overpopulated regions, the risk posed to ground users, buildings, and vehicles due to unmanned aerial vehicle (UAV) flight should be minimized. This risk can be represented by a numerical metric, which we refer to in this paper as the "ground risk". Many UAS applications also depend on the presence of a reliable wireless communication link between the UAV and a control station for the transmission of UAV position, surveillance video, UAV payload commands, and other mission-related data. Such wireless communication requirements also need to be considered in the design of UAS operations. In this work, we consider both these aspects and study the design of non-intersecting trajectories for UAS operations to minimize ground risk, subject to constraints on the wireless signal strength and geometry of the trajectory, specified in terms of: i) an enclosing cylinder within which the trajectory must lie, and ii) an integrated angular change along the UAV's trajectory. The performance of a computationally expensive optimal algorithm is compared with a computationally faster heuristic approach within the dense urban environment of Manhattan, NY. Performance evaluation using ray tracing simulations shows that the heuristic approach performs close to the optimal algorithm at a reduced computation cost. This research can be utilized to make UAS operations safe and reliable, and accelerate their adoption. | 
    
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| AbstractList | Unmanned aircraft systems (UAS) have been receiving significant interest and support from academia, industry, and regulatory bodies over the past decade due to their various use cases. To safely integrate UAS operations into the national airspace, particularly overpopulated regions, the risk posed to ground users, buildings, and vehicles due to unmanned aerial vehicle (UAV) flight should be minimized. This risk can be represented by a numerical metric, which we refer to in this paper as the "ground risk". Many UAS applications also depend on the presence of a reliable wireless communication link between the UAV and a control station for the transmission of UAV position, surveillance video, UAV payload commands, and other mission-related data. Such wireless communication requirements also need to be considered in the design of UAS operations. In this work, we consider both these aspects and study the design of non-intersecting trajectories for UAS operations to minimize ground risk, subject to constraints on the wireless signal strength and geometry of the trajectory, specified in terms of: i) an enclosing cylinder within which the trajectory must lie, and ii) an integrated angular change along the UAV's trajectory. The performance of a computationally expensive optimal algorithm is compared with a computationally faster heuristic approach within the dense urban environment of Manhattan, NY. Performance evaluation using ray tracing simulations shows that the heuristic approach performs close to the optimal algorithm at a reduced computation cost. This research can be utilized to make UAS operations safe and reliable, and accelerate their adoption. Unmanned Aircraft Systems (UASs) have been receiving significant interest and support from academia, industry, and regulatory bodies over the past decade due to their various use cases. To safely integrate UAS operations into the national airspace, particularly overpopulated regions, the risk posed to ground users, buildings, and vehicles due to unmanned aerial vehicle (UAV) flight should be minimized. This risk can be represented by a numerical metric, which we refer to in this article as the “ground risk.” Many UAS applications also depend on the presence of a reliable wireless communication link between the UAV and a control station for the transmission of UAV position, surveillance video, UAV payload commands, and other mission-related data. Such wireless communication requirements also need to be considered in the design of UAS operations. In this article, we consider both these aspects and study the design of nonintersecting trajectories for UAS operations to minimize ground risk, subject to constraints on the wireless signal strength and geometry of the trajectory, specified in terms of: 1) an enclosing cylinder within which the trajectory must lie and 2) an integrated angular change along the UAV's trajectory. The performance of a computationally expensive optimal algorithm is compared with that of a computationally faster heuristic approach within the dense urban environment of Manhattan, NY, USA. Performance evaluation using ray-tracing simulations shows that the heuristic approach performs close to the optimal algorithm at a reduced computation cost. In conclusion, this research can be utilized to make UAS operations safe and reliable and accelerate their adoption. Unmanned Aircraft Systems (UASs) have been receiving significant interest and support from academia, industry, and regulatory bodies over the past decade due to their various use cases. To safely integrate UAS operations into the national airspace, particularly overpopulated regions, the risk posed to ground users, buildings, and vehicles due to unmanned aerial vehicle (UAV) flight should be minimized. This risk can be represented by a numerical metric, which we refer to in this article as the “ground risk.” Many UAS applications also depend on the presence of a reliable wireless communication link between the UAV and a control station for the transmission of UAV position, surveillance video, UAV payload commands, and other mission-related data. Such wireless communication requirements also need to be considered in the design of UAS operations. In this article, we consider both these aspects and study the design of nonintersecting trajectories for UAS operations to minimize ground risk, subject to constraints on the wireless signal strength and geometry of the trajectory, specified in terms of: 1) an enclosing cylinder within which the trajectory must lie and 2) an integrated angular change along the UAV's trajectory. The performance of a computationally expensive optimal algorithm is compared with that of a computationally faster heuristic approach within the dense urban environment of Manhattan, NY, USA. Performance evaluation using ray-tracing simulations shows that the heuristic approach performs close to the optimal algorithm at a reduced computation cost. This research can be utilized to make UAS operations safe and reliable and accelerate their adoption.  | 
    
| Author | Sichitiu, Mihail L. Bhuyan, Arupjyoti Singh, Simran Guvenc, Ismail  | 
    
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| SubjectTerms | 5G mobile communication A search Algorithms Autonomous aerial vehicles beamforming Cellular Drone conflict-based search (CBS) Drone aircraft Drone Corridor Drones GENERAL AND MISCELLANEOUS ground risk Heuristic methods Internet of Things Millimeter wave communication Millimeter waves mmWave multi-agent path finding (MAPF) Performance evaluation Ray tracing Risk Signal strength Trajectories Trajectory Unmanned aerial vehicles Unmanned aircraft unmanned aircraft system (UAS) Urban environments UTM Wireless communication Wireless communications  | 
    
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| Title | Minimizing Ground Risk in Cellular-Connected Drone Corridors with mmWave Links | 
    
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