论文标题
航空计算:新的计算范式,应用和挑战
Aerial Computing: A New Computing Paradigm, Applications, and Challenges
论文作者
论文摘要
在现有的计算系统(例如边缘计算和云计算)中,几个新兴应用程序和实际场景大多不可用或仅部分实现。为了克服限制此类应用的局限性,综合计算范式的发展引起了学术界和工业的关注。但是,由于稀缺的研究,文献中存在差距,并且尚未系统地设计和审查全面的计算范式。这项研究通过空中无线电访问网络和边缘计算的融合介绍了一个名为“空中计算”的新颖概念,该概念试图弥合间隙。具体来说,首先,我们提出了一种新型的综合计算体系结构,该架构由低空计算,高空计算和卫星计算平台以及常规计算系统组成。我们确定航空计算提供了几种理想的属性:全球计算服务,更好的移动性,更高的可扩展性和可用性以及同时性。其次,我们全面地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,多访问技术,人工智能和大数据。此外,我们讨论了由航空计算支持的垂直域应用(例如,智能城市,智能车辆,智能工厂和智能电网)。最后,我们重点介绍了需要解决的一些挑战及其可能的解决方案。
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.