AI for 5G: research directions and paradigms

被引:0
|
作者
Xiaohu You
Chuan Zhang
Xiaosi Tan
Shi Jin
Hequan Wu
机构
[1] Southeast University,National Mobile Communications Research Laboratory
[2] Chinese Academy of Engineering,undefined
来源
关键词
5G mobile communication; AI techniques; network optimization; resource allocation; unified acceleration; end-to-end joint optimization;
D O I
暂无
中图分类号
学科分类号
摘要
Wireless communication technologies such as fifth generation mobile networks (5G) will not only provide an increase of 1000 times in Internet traffic in the next decade but will also offer the underlying technologies to entire industries to support Internet of things (IOT) technologies. Compared to existing mobile communication techniques, 5G has more varied applications and its corresponding system design is more complicated. The resurgence of artificial intelligence (AI) techniques offers an alternative option that is possibly superior to traditional ideas and performance. Typical and potential research directions related to the promising contributions that can be achieved through AI must be identified, evaluated, and investigated. To this end, this study provides an overview that first combs through several promising research directions in AI for 5G technologies based on an understanding of the key technologies in 5G. In addition, the study focuses on providing design paradigms including 5G network optimization, optimal resource allocation, 5G physical layer unified acceleration, end-to-end physical layer joint optimization, and so on.
引用
收藏
相关论文
共 50 条
  • [31] Understanding 5G Wireless Cellular Network: Challenges, Emerging Research Directions and Enabling Technologies
    Farooq, M. U.
    Waseem, Muhammad
    Qadri, M. T.
    Waqar, Muhammad
    WIRELESS PERSONAL COMMUNICATIONS, 2017, 95 (02) : 261 - 285
  • [32] Understanding 5G Wireless Cellular Network: Challenges, Emerging Research Directions and Enabling Technologies
    M. U. Farooq
    Muhammad Waseem
    M. T. Qadri
    Muhammad Waqar
    Wireless Personal Communications, 2017, 95 : 261 - 285
  • [33] 5G,Or not 5g?
    Newstead, Stuart
    Journal of the Institute of Telecommunications Professionals, 2019, 13 : 8 - 16
  • [34] 5G Research and Testbeds in Brazil
    Ribeiro, Moises R. N.
    2019 OPTICAL FIBER COMMUNICATIONS CONFERENCE AND EXHIBITION (OFC), 2019,
  • [35] European 5G Research and Beyond
    Barani, Bernard
    ERCIM NEWS, 2019, (117): : 3 - 3
  • [36] European Research Towards 5G
    Bayou, Remy
    MOBICOM '15: PROCEEDINGS OF THE 21ST ANNUAL INTERNATIONAL CONFERENCE ON MOBILE COMPUTING AND NETWORKING, 2015, : 486 - 486
  • [37] New directions and paradigms in pharmaceutics research
    Florence, A. T.
    EUROPEAN JOURNAL OF PHARMACEUTICAL SCIENCES, 2007, 32 (01) : S3 - S4
  • [38] Security and Resilience in 5G: Current Challenges and Future Directions
    Arfaoui, Ghada
    Manuel, Jose
    Vilchez, Sanchez
    Wary, Jean-Philippe
    2017 16TH IEEE INTERNATIONAL CONFERENCE ON TRUST, SECURITY AND PRIVACY IN COMPUTING AND COMMUNICATIONS / 11TH IEEE INTERNATIONAL CONFERENCE ON BIG DATA SCIENCE AND ENGINEERING / 14TH IEEE INTERNATIONAL CONFERENCE ON EMBEDDED SOFTWARE AND SYSTEMS, 2017, : 1010 - 1015
  • [39] Towards Energy Efficient 5G Networks Using Machine Learning: Taxonomy, Research Challenges, and Future Research Directions
    Mughees, Amna
    Tahir, Mohammad
    Sheikh, Muhammad Aman
    Ahad, Abdul
    IEEE ACCESS, 2020, 8 : 187498 - 187522
  • [40] From 5G to 6G: Technologies, Architecture, AI, and Security
    Mitra, Rupendra Nath
    Rong, Bo
    Yarali, Abdulrahman
    IEEE WIRELESS COMMUNICATIONS, 2023, 30 (06) : 6 - 6