On the Interplay of Artificial Intelligence and Space-Air-Ground Integrated Networks: A Survey

IF 6.3 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC
Adilya Bakambekova;Nour Kouzayha;Tareq Al-Naffouri
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引用次数: 0

Abstract

Space-Air-Ground Integrated Networks (SAGINs), which incorporate space and aerial networks with terrestrial wireless systems, are vital enablers of the emerging sixth-generation (6G) wireless networks. They offer significant benefits, including extending high-speed broadband coverage to remote and hard-to-reach areas. However, due to constraints like limited power and storage resources, SAGINs must be intelligently configured and managed to meet their envisioned requirements. Meanwhile, Artificial Intelligence (AI) is another critical enabler of 6G. Due to the recent advancements in AI techniques and hardware capabilities, AI has been leveraged to address the pressing challenges of current and future wireless networks. By adding AI and facilitating the decision-making and prediction procedures, SAGINs can effectively adapt to their surrounding environment, thus enhancing the performance of various metrics. In this work, we aim to investigate the interplay of AI and SAGINs by providing a holistic overview of state-of-the-art research in AI-enabled SAGINs. Specifically, we present a comprehensive overview of some potential applications of AI in SAGINs. We also cover open issues in employing AI and detail the contributions of SAGINs in developing AI. Finally, we highlight some limitations of the existing research works and outline potential future research directions.
人工智能与天-空-地一体化网络的相互作用:调查
天-空-地一体化网络(SAGINs)将空间和空中网络与地面无线系统结合在一起,是新兴的第六代(6G)无线网络的重要推动力。它们具有显著的优势,包括将高速宽带覆盖范围扩展到偏远和难以到达的地区。然而,由于电力和存储资源有限等制约因素,必须对 SAGINs 进行智能配置和管理,以满足其预期要求。同时,人工智能(AI)是 6G 的另一个关键推动因素。由于人工智能技术和硬件能力的最新进展,人工智能已被用来解决当前和未来无线网络面临的紧迫挑战。通过添加人工智能并促进决策和预测程序,SAGINs 可以有效地适应周围环境,从而提高各种指标的性能。在这项工作中,我们旨在通过全面概述人工智能支持的 SAGINs 的最新研究成果,研究人工智能与 SAGINs 的相互作用。具体来说,我们全面概述了人工智能在 SAGINs 中的一些潜在应用。我们还涵盖了人工智能应用中的开放性问题,并详细介绍了 SAGINs 在开发人工智能方面的贡献。最后,我们强调了现有研究工作的一些局限性,并概述了潜在的未来研究方向。
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来源期刊
CiteScore
13.70
自引率
3.80%
发文量
94
审稿时长
10 weeks
期刊介绍: The IEEE Open Journal of the Communications Society (OJ-COMS) is an open access, all-electronic journal that publishes original high-quality manuscripts on advances in the state of the art of telecommunications systems and networks. The papers in IEEE OJ-COMS are included in Scopus. Submissions reporting new theoretical findings (including novel methods, concepts, and studies) and practical contributions (including experiments and development of prototypes) are welcome. Additionally, survey and tutorial articles are considered. The IEEE OJCOMS received its debut impact factor of 7.9 according to the Journal Citation Reports (JCR) 2023. The IEEE Open Journal of the Communications Society covers science, technology, applications and standards for information organization, collection and transfer using electronic, optical and wireless channels and networks. Some specific areas covered include: Systems and network architecture, control and management Protocols, software, and middleware Quality of service, reliability, and security Modulation, detection, coding, and signaling Switching and routing Mobile and portable communications Terminals and other end-user devices Networks for content distribution and distributed computing Communications-based distributed resources control.
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