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Robust Edge Computing in UAV Systems via Scalable Computing and Cooperative Computing

delete2021-10-01
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OA
AI
刘智 封面图
刘智 (Zhi Liu)
詹成 封面图
詹成 (Cheng Zhan)
Y
Ying Cui
C
Celimuge Wu
胡晗 封面图
胡晗 (Han Hu) *
DOI:10.1109/MWC.121.2100041delete
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摘要

摘要

En 中文
Unmanned aerial vehicle (UAV) systems are of increasing interest to academia and industry due to their mobility, flexibility, and maneuverability, and are an effective alternative to various uses such as surveillance and mobile edge computing. However, due to their limited computational and communications resources, it is difficult to serve all computation tasks simultaneously. This article tackles this problem by first proposing a scalable aerial computing solution, which is applicable for computation tasks of multiple quality levels, corresponding to different computation workloads and computation results of distinct performance. It opens up the possibility to maximally improve the overall computing performance with limited computational and communications resources. To meet the demands for timely video analysis that exceed the computing power of a UAV, we propose an aerial video streaming enabled cooperative computing solution, namely, UAVideo, which streams videos from a UAV to ground servers. As a complement to scalable aerial computing, UAVideo minimizes the video streaming time under the constraints on UAV trajectory, video features, and communications resources. Simulation results reveal the substantial advantages of the proposed solutions. Furthermore, we highlight relevant directions for future research.
Keyword:
Scalability
Simulation
Surveillance
Streaming media
Unmanned aerial vehicles
User experience
Trajectory

期刊

IEEE Wireless Communications 封面图
IEEE Wireless Communications
IF:
11.5
论文数:
2.8K
被引数:
1.3W

机构

S
southwest university - china
学者数:
2.6W
论文数: 1.9W
被引数: 21
S
shanghai jiao tong university
学者数:
15.7W
论文数: 11.7W
被引数: 159
B
beijing institute of technology
学者数:
5.5W
论文数: 4.0W
被引数: 63
U
university of electro-communications - japan
学者数:
2.6K
论文数: 2.5K
被引数: 2
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