Intelligent decision making framework for 6G network

被引:8
作者
Hu, Zheng [1 ]
Zhang, Ping [1 ]
Zhang, Chunhong [2 ]
Zhuang, Benhui [1 ]
Zhang, Jianhua [1 ]
Lin, Shangjing [1 ]
Sun, Tao [3 ]
机构
[1] Beijing Univ Posts & Telecommun, State Key Lab Networking & Switching Technol, Beijing 100876, Peoples R China
[2] Minist Educ, Key Lab Universal Wireless Commun, Beijing 100876, Peoples R China
[3] China Mobile Res Inst, Infrastruct Network, Technol Res Dept, Beijing 100053, Peoples R China
关键词
6G wireless communication network; reinforcement learning; cognition intelligence; RESOURCE-MANAGEMENT; 5G; GAME; GO;
D O I
10.23919/JCC.2022.03.002
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
Sixth Generation (6G) wireless communication network has been expected to provide global coverage, enhanced spectral efficiency, and AI(Artificial Intelligence)-native intelligence, etc. To meet these requirements, the computational concept of Decision-Making of cognition intelligence, its implementation framework adapting to foreseen innovations on networks and services, and its empirical evaluations are key techniques to guarantee the generation-agnostic intelligence evolution of wireless communication networks. In this paper, we propose an Intelligent Decision Making (IDM) framework, acting as the role of network brain, based on Reinforcement Learning modelling philosophy to empower autonomous intelligence evolution capability to 6G network. Besides, usage scenarios and simulation demonstrate the generality and efficiency of IDM. We hope that some of the ideas of IDM will assist the research of 6G network in a new or different light.
引用
收藏
页码:16 / 35
页数:20
相关论文
共 50 条
  • [31] Reliable Communications for Cybertwin-Driven 6G IoVs Using Intelligent Reflecting Surfaces
    Javed, Muhammad Awais
    Nguyen, Tu N.
    Mirza, Jawad
    Ahmed, Junaid
    Ali, Bakhtiar
    IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2022, 18 (11) : 7454 - 7462
  • [32] An Intelligent Hierarchical Caching and Asynchronous Updating Scheme for 6G Non-Terrestrial Networks
    Liu, Yangbo
    Mao, Bomin
    Guo, Hongzhi
    Liu, Jiajia
    2024 IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE, WCNC 2024, 2024,
  • [33] A Low Complexity Passive Beamforming Design for Reconfigurable Intelligent Surface (RIS) in 6G Networks
    Almekhlafi, Mohammed
    Arfaoui, Mohamed Amine
    Assi, Chadi
    Ghrayeb, Ali
    IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2023, 72 (05) : 6309 - 6321
  • [34] Sensing as a Service in 6G Perceptive Networks: A Unified Framework for ISAC Resource Allocation
    Dong, Fuwang
    Liu, Fan
    Cui, Yuanhao
    Wang, Wei
    Han, Kaifeng
    Wang, Zhiqin
    IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2023, 22 (05) : 3522 - 3536
  • [35] Adversarial Attacks and Defenses in 6G Network-Assisted IoT Systems
    Son, Bui Duc
    Hoa, Nguyen Tien
    Chien, Trinh Van
    Khalid, Waqas
    Ferrag, Mohamed Amine
    Choi, Wan
    Debbah, Merouane
    IEEE INTERNET OF THINGS JOURNAL, 2024, 11 (11): : 19168 - 19187
  • [36] A Multi-Dimensional Intelligent Multiple Access Technique for 5G Beyond and 6G Wireless Networks
    Liu, Yanan
    Wang, Xianbin
    Boudreau, Gary
    Bin Sediq, Akram
    Abou-zeid, Hatem
    IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2021, 20 (02) : 1308 - 1320
  • [37] Bilevel Optimization Framework for Multiregional Integrated Energy Systems Considering 6G Network Slicing and Battery Energy Storage Capacity Sharing
    Cui, Kun
    Chi, Ming
    Zhao, Yong
    Liu, Zhi-Wei
    IEEE OPEN JOURNAL OF THE INDUSTRIAL ELECTRONICS SOCIETY, 2025, 6 : 396 - 414
  • [38] Intelligent Reflecting Surface Backscatter Enabled Multi-Tier Computing for 6G Internet of Things
    Xu, Sai
    Liu, Jiajia
    Kato, Nei
    Du, Yanan
    IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 2023, 41 (02) : 320 - 333
  • [39] An Adaptive Biomimetic Ant Colony Optimization With 6G Integration for IoT Network Communication
    Khan, Sonia
    Awan, Kamran Ahmad
    Din, Ikram Ud
    Almogren, Ahmad
    Seo-Kim, Byung
    IEEE ACCESS, 2023, 11 : 95584 - 95599
  • [40] A Combinatorial Auction Resource Trading Mechanism for Cybertwin-Based 6G Network
    Liang, Hui
    Li, Huan
    Zhang, Wei
    IEEE INTERNET OF THINGS JOURNAL, 2021, 8 (22) : 16349 - 16358