ARTIFICIAL INTELLIGENCE-ASSISTED NETWORK SLICING Network Assurance and Service Provisioning in 6G

被引:28
|
作者
Wang, Jiadai [1 ]
Liu, Jiajia [1 ]
Li, Jingyi [2 ]
Kato, Nei [3 ]
机构
[1] Northwestern Polytech Univ, Sch Cybersecur, Xian 710072, Peoples R China
[2] Xidian Univ, Sch Cyber Engn, Xian 710071, Peoples R China
[3] Tohoku Univ, Grad Sch Informat Sci, Sendai 9808579, Japan
来源
IEEE VEHICULAR TECHNOLOGY MAGAZINE | 2023年 / 18卷 / 01期
基金
国家重点研发计划; 中国国家自然科学基金;
关键词
6G mobile communication; Network slicing; Quality of service; Data models; Predictive models; Vehicle dynamics; Bandwidth; 6G; RADIO;
D O I
10.1109/MVT.2022.3228399
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
6G networks are expected to provide instant global connectivity and enable the transition from "connected things " to "connected intelligence, " where promising network slicing can play an important role in network assurance and service provisioning for various demanding vertical application scenarios. On the basis of diversified massive data, artificial intelligence (AI)-assisted techniques are widely considered more suitable than traditional models and algorithms to deal with challenges faced by complex and dynamic slicing problems in 6G. In view of this, we provide a tutorial on AI-assisted 6G network slicing for network assurance and service provisioning, aiming to show the prospect of 6G slicing and the advantages of applying AI technology. Specifically, we propose six typical characteristics of 6G network slicing, analyze the feasibility of AI from different network domains and technical aspects, propose a case study on AI-assisted bandwidth scaling, and, finally, put forward the main challenges and open issues for its future development.
引用
收藏
页码:49 / 58
页数:10
相关论文
共 50 条
  • [1] Intelligent Network Slicing for B5G and 6G: Resource Allocation, Service Provisioning, and Security
    Wang, Jiadai
    Li, Yuanhao
    Liu, Jiajia
    Kato, Nei
    [J]. IEEE WIRELESS COMMUNICATIONS, 2024, 31 (03) : 271 - 277
  • [2] Distributed Service Provisioning for Disaggregated 6G Network Infrastructures
    Alevizaki, Viktoria-Maria
    Anastasopoulos, Markos
    Manolopoulos, Alexandros-Ioannis
    Tzanakaki, Anna
    [J]. IEEE TRANSACTIONS ON NETWORK AND SERVICE MANAGEMENT, 2023, 20 (01): : 120 - 137
  • [3] Intelligent Radio Access Network Slicing for Service Provisioning in 6G: A Hierarchical Deep Reinforcement Learning Approach
    Mei, Jie
    Wang, Xianbin
    Zheng, Kan
    Boudreau, Gary
    Bin Sediq, Akram
    Abou-Zeid, Hatem
    [J]. IEEE TRANSACTIONS ON COMMUNICATIONS, 2021, 69 (09) : 6063 - 6078
  • [4] Customized Slicing for 6G: Enforcing Artificial Intelligence on Resource Management
    Guan, Wanqing
    Zhang, Haijun
    Leung, Victor C. M.
    [J]. IEEE NETWORK, 2021, 35 (05): : 264 - 271
  • [5] Holistic Network Virtualization and Pervasive Network Intelligence for 6G
    Shen, Xuemin
    Gao, Jie
    Wu, Wen
    Li, Mushu
    Zhou, Conghao
    Zhuang, Weihua
    [J]. IEEE COMMUNICATIONS SURVEYS AND TUTORIALS, 2022, 24 (01): : 1 - 30
  • [6] AI-Native Network Slicing for 6G Networks
    Wu, Wen
    Zhou, Conghao
    Li, Mushu
    Wu, Huaqing
    Zhou, Haibo
    Zhang, Ning
    Shen, Xuemin Sherman
    Zhuang, Weihua
    [J]. IEEE WIRELESS COMMUNICATIONS, 2022, 29 (01) : 96 - 103
  • [7] Network Slicing in 6G: An Authentication Framework for Unattended Terminals
    Ren, Zhe
    Li, Xinghua
    Jiang, Qi
    Wang, Yunwei
    Ma, Jianfeng
    Miao, Chunyu
    [J]. IEEE NETWORK, 2023, 37 (01): : 78 - 86
  • [8] Artificial Intelligence-Assisted Accurate Spectrum Prediction in Design of Terahertz Fiber Operating in 6G Communication Window
    Shi, Jia
    Luo, Yueping
    Wang, Shaona
    Li, Xianguo
    Guo, Cuijuan
    Niu, Pingjuan
    Yang, Xiang
    Yao, Jianquan
    [J]. IEEE JOURNAL OF SELECTED TOPICS IN QUANTUM ELECTRONICS, 2024, 30 (06)
  • [9] Integration of Network and Artificial Intelligence toward the Beyond 5G/6G Networks
    Tagami, Atsushi
    Miyasaka, Takuya
    Suzuki, Masaki
    Sasaki, Chikara
    [J]. IEICE TRANSACTIONS ON COMMUNICATIONS, 2023, E106B (12) : 1267 - 1274
  • [10] Slicing-Based Artificial Intelligence Service Provisioning on the Network Edge: Balancing AI Service Performance and Resource Consumption of Data Management
    Li, Mushu
    Gao, Jie
    Zhou, Conghao
    Shen, Xuemin
    Zhuang, Weihua
    [J]. IEEE VEHICULAR TECHNOLOGY MAGAZINE, 2021, 16 (04): : 16 - 26