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arXiv 2204.02005cs.NIcs.DC
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Aerial Computing:一种新的计算模式、应用和挑战

Aerial Computing: A New Computing Paradigm, Applications, and Challenges

Quoc-Viet Pham, Rukhsana Ruby, Fang Fang, Dinh C. Nguyen, Zhaohui Yang, Mai Le, Zhiguo Ding, Won-Joo Hwang

摘要:

在诸如边缘计算和云计算的现有计算系统中,若干新兴应用和实际场景大多不可用或仅部分实现。为了克服限制这些应用的局限性,开发一个全面的计算模式已经引起了学术界和工业界的关注。然而,在文献中存在的差距,由于缺乏研究,一个全面的计算范式尚未被系统地设计和审查。这项研究引入了一个新的概念,称为空中计算,通过空中无线电接入网络和边缘计算的融合,试图弥合这一差距。具体而言,首先,我们提出了一种新的综合计算架构,该架构由低空计算,高空计算和卫星计算平台组成,以及传统的计算系统。我们确定,空中计算提供了几个理想的属性:全球计算服务,更好的移动性,更高的可扩展性和可用性,和并行性。其次,我们全面讨论了促进空中计算的关键技术,包括能量补充、边缘计算、网络软件化、频谱、多址技术、人工智能和大数据。此外,我们还讨论了垂直领域的应用(例如,智能城市、智能车辆、智能工厂和智能电网)。最后,我们强调需要解决的几个挑战及其可能的解决方案。

英文摘要:

In existing computing systems, such as edge computing and cloud computing, several emerging applications and practical scenarios are mostly unavailable or only partially implemented. To overcome the limitations that restrict such applications, the development of a comprehensive computing paradigm has garnered attention in both academia and industry. However, a gap exists in the literature owing to the scarce research, and a comprehensive computing paradigm is yet to be systematically designed and reviewed. This study introduces a novel concept, called aerial computing, via the amalgamation of aerial radio access networks and edge computing, which attempts to bridge the gap. Specifically, first, we propose a novel comprehensive computing architecture that is composed of low-altitude computing, high-altitude computing, and satellite computing platforms, along with conventional computing systems. We determine that aerial computing offers several desirable attributes: global computing service, better mobility, higher scalability and availability, and simultaneity. Second, we comprehensively discuss key technologies that facilitate aerial computing, including energy refilling, edge computing, network softwarization, frequency spectrum, multi-access techniques, artificial intelligence, and big data. In addition, we discuss vertical domain applications (e.g., smart cities, smart vehicles, smart factories, and smart grids) supported by aerial computing. Finally, we highlight several challenges that need to be addressed and their possible solutions.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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