北京邮电大学学报

  • EI核心期刊

北京邮电大学学报 ›› 2022, Vol. 45 ›› Issue (6): 22-31.

• 论文 • 上一篇    下一篇

人工智能在6G空口物理层的潜在应用研究进展

廖勇,李雪,杨植景   

  1. 重庆大学微电子与通信工程学院
  • 收稿日期:2022-06-15 修回日期:2022-07-25 出版日期:2022-12-28 发布日期:2022-11-24
  • 通讯作者: 廖勇 E-mail:liaoy@cqu.edu.cn
  • 基金资助:
    国家自然科学基金;重庆市自然科学基金

Research progress of potential applications of AI in 6G air interface physical layer

  • Received:2022-06-15 Revised:2022-07-25 Online:2022-12-28 Published:2022-11-24

摘要: 随着人工智能(AI)的快速发展和网络流量的快速增长,新兴的智能应用迫切需要一种更快、更可靠、更灵活的通信网络。第六代移动通信系统(6G)作为2030年智能信息社会的关键推动技术,它有望支持前所未有的“万物互联”场景,并且能满足各种多样化和挑战性的需求。同时,这对下一代的无线通信提出了更加严格的要求。在此背景下,学术界和工业界将AI应用到无线通信物理层(PHY)中,这为系统传输架构的优化提供了一种新思路。本文首先简要介绍了AI原生理论,接着围绕4种基于AI的6G空口PHY关键技术,包括信道估计、信号检测、无源波束赋形以及索引调制(IM),分析了近年来的相关研究,对其应用及贡献进行了总结,最后梳理了AI在6G中应用所面临的挑战以及探讨了未来发展趋势。

关键词: 人工智能, 第六代移动通信系统, 无线通信, 空口, 物理层

Abstract: With the rapid development of artificial intelligence (AI) and the rapid growth of network traffic, emerging intelligent applications urgently need a faster, more reliable, and more flexible form of communication network. As a key enabling technology for the intelligent information society in 2030, 6G is expected to support an unprecedented "Internet of Everything" scenario and meet a variety of diverse and challenging needs. However, it also puts forward more stringent requirements for the next generation of wireless communication. In this thesis, academia and industry apply AI to the physical layer of wireless communication, which provides a new idea for the optimization of the transmission architecture of wireless communication systems. This thesis first introduces the AI native theory briefly, then analyzes the relevant research in recent years around four key AI based 6G air interface PHY technologies which includs channel estimation, signal detection, passive beamforming and index modulation (IM), what’s more, summarizes their applications and contributions, and finally points out the challenges and future research directions of AI in 6G.

Key words: artificial intelligence, the sixth generation of mobile communication system, air interface, wireless communication, physical layer

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