A Review on Air-Ground Coordination in Mobile Edge Computing: Key Technologies, Applications and Future Directions

IF 6.6 1区 计算机科学 Q1 Multidisciplinary Tsinghua Science and Technology Pub Date : 2024-12-30 DOI:10.26599/TST.2024.9010142
Siqi Li;Guoqiang Liu;Li Li;Zhongyuan Zhang;Wenhao Fei;Haolong Xiang
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Abstract

In recent years, Mobile Edge Computing (MEC) has received extensive research attention due to its characteristics, such as real-time data processing and flexible application deployment. However, traditional MEC server deployment relies on the terrestrial Base Stations (BSs), resulting in high deployment costs and limited coverage range. In response to these challenges, air-ground coordination has emerged, which effectively combines the advantages of edge computing and Unmanned Aerial Vehicles (UAVs), providing an effective architecture for edge intelligence. By utilizing the flexibility of UAVs and empowering them into edge nodes with computing resources, the coverage range of MEC can be expanded, thereby reducing the reliance of edge devices on terrestrial BSs. Furthermore, leveraging terrestrial BSs as supplements to the computing power compensates for relatively limited computational capabilities of UAVs. Although extensive studies have been conducted on air-ground coordination, there are few related summaries of application technologies and prospects. Thus, the key technologies of air-ground coordination and applications are comprehensively reviewed in this paper. Finally, to provide guidance for interested researchers, the development trends and potential applications of air-ground coordination are explored.
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移动边缘计算中地空协同:关键技术、应用及未来发展方向
近年来,移动边缘计算(Mobile Edge Computing, MEC)以其数据处理实时、应用部署灵活等特点受到了广泛的研究关注。然而,传统的MEC服务器部署依赖于地面基站,部署成本高,覆盖范围有限。为了应对这些挑战,地空协同应运而生,它有效地结合了边缘计算和无人机的优势,为边缘智能提供了有效的架构。通过利用无人机的灵活性,并将其赋予具有计算资源的边缘节点,可以扩大MEC的覆盖范围,从而减少边缘设备对地面基站的依赖。此外,利用地面卫星导航系统作为计算能力的补充,弥补了无人机相对有限的计算能力。虽然对地空协调进行了广泛的研究,但对其应用技术和前景的总结却很少。因此,本文对地空协调的关键技术及其应用进行了综述。最后,探讨了地空协调的发展趋势和潜在应用,为有兴趣的研究人员提供指导。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Tsinghua Science and Technology
Tsinghua Science and Technology COMPUTER SCIENCE, INFORMATION SYSTEMSCOMPU-COMPUTER SCIENCE, SOFTWARE ENGINEERING
CiteScore
10.20
自引率
10.60%
发文量
2340
期刊介绍: Tsinghua Science and Technology (Tsinghua Sci Technol) started publication in 1996. It is an international academic journal sponsored by Tsinghua University and is published bimonthly. This journal aims at presenting the up-to-date scientific achievements in computer science, electronic engineering, and other IT fields. Contributions all over the world are welcome.
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