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
  • [11] Designing the Network Intelligence Stratum for 6G networks
    Soto, Paola
    Camelo, Miguel
    Garcia-Aviles, Gines
    Municio, Esteban
    Gramaglia, Marco
    Kosmatos, Evangelos
    De Vleeschauwer, Danny
    Bazco-Nogueras, Antonio
    Fuentes, Lidia
    Ballesteros, Joaquin
    Lutu, Andra
    Cominardi, Luca
    Paez, Ivan
    Alcala-Marin, Sergi
    Chatzieleftheriou, Livia Elena
    Garcia-Saavedra, Andres
    Fiore, Marco
    [J]. COMPUTER NETWORKS, 2024, 254
  • [12] Knowledge-Powered Explainable Artificial Intelligence for Network Automation toward 6G
    Wu, Yulei
    Lin, Guozhi
    Ge, Jingguo
    [J]. IEEE NETWORK, 2022, 36 (03): : 16 - 23
  • [13] Network Slicing in 6G: A Strategic Framework for IoT in Smart Cities
    Alwakeel, Ahmed M.
    Alnaim, Abdulrahman K.
    [J]. SENSORS, 2024, 24 (13)
  • [14] Design and Implementation of Holistic Service-Based End-to-end Network Slicing for 6G
    Qin, Chang
    Sun, Tao
    Liu, Mengtian
    Zhu, Bingjie
    Wang, Yunfeng
    Tu, Haiyan
    Zhu, Manhua
    Zhao, Ligiang
    [J]. 2023 IEEE 97TH VEHICULAR TECHNOLOGY CONFERENCE, VTC2023-SPRING, 2023,
  • [15] Statistical URLLC Provisioning in 6G Network over Fading Channels
    Lashkarian, Roya Alipour
    Pourkabirian, Azadeh
    Moshfeghi, Amir Hossein
    Anisi, Mohammad Hossein
    [J]. 2023 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS WORKSHOPS, ICC WORKSHOPS, 2023, : 1783 - 1788
  • [16] Joint Network Slicing, Routing, and In-Network Computing for Energy-Efficient 6G
    Sasan, Zeinab
    Shokrnezhad, Masoud
    Khorsandi, Siavash
    Taleb, Tarik
    [J]. 2024 IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE, WCNC 2024, 2024,
  • [17] Cognitive Service Architecture for 6G Core Network
    Li, Yuanzhe
    Huang, Jie
    Sun, Qibo
    Sun, Tao
    Wang, Shangguang
    [J]. IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2021, 17 (10) : 7193 - 7203
  • [18] Joint Monitoring and Analytics for Service Assurance of Network Slicing
    Xie, Min
    Zhang, Qiong
    Gronsund, Pal
    Palacharla, Paparao
    Gonzalez, Andres J.
    [J]. 2018 IEEE CONFERENCE ON NETWORK FUNCTION VIRTUALIZATION AND SOFTWARE DEFINED NETWORKS (NFV-SDN), 2018,
  • [19] Orchestration Procedures for the Network Intelligence Stratum in 6G Networks
    Chatzieleftheriou, Livia Elena
    Gramaglia, Marco
    Camelo, Miguel
    Garcia-Saavedra, Andres
    Kosmatos, Evangelos
    Gucciardo, Michele
    Soto, Paola
    Iosifidis, George
    Fuentes, Lidia
    Garcia-Aviles, Gines
    Lutu, Andra
    Baldoni, Gabriele
    Fiore, Marco
    [J]. 2023 JOINT EUROPEAN CONFERENCE ON NETWORKS AND COMMUNICATIONS & 6G SUMMIT, EUCNC/6G SUMMIT, 2023, : 347 - 352
  • [20] Digital Twin in 6G: Embracing Comprehensive Network Intelligence
    Zheng, Jinkai
    Luan, Tom H.
    Zhang, Yao
    Li, Guanjie
    Su, Zhou
    Wu, Wen
    [J]. IEEE WIRELESS COMMUNICATIONS, 2024,