Joint Virtual Network Topology Design and Embedding for Cybertwin-Enabled 6G Core Networks

被引:20
|
作者
Li, Junling [1 ,2 ]
Shi, Weisen [2 ]
Ye, Qiang [3 ]
Zhang, Shan [4 ]
Zhuang, Weihua [2 ]
Shen, Xuemin [2 ]
机构
[1] Univ Waterloo, Shenzhen Inst Artificial Intelligence & Robot Soc, Waterloo, ON N2L 3G1, Canada
[2] Univ Waterloo, Dept Elect & Comp Engn, Waterloo, ON N2L 3G1, Canada
[3] Minnesota State Univ, Dept Elect & Comp Engn & Technol, Mankato, MN 56001 USA
[4] Beihang Univ, Sch Comp Sci & Engn, Beijing 100191, Peoples R China
基金
加拿大自然科学与工程研究理事会; 中国国家自然科学基金;
关键词
Delays; Resource management; Quality of service; Topology; Substrates; Internet of Things; Network servers; 6G; cybertwin; end-to-end (E2E) packet delay; network virtualization (NV); resource allocation; topology; virtual network embedding (VNE);
D O I
10.1109/JIOT.2021.3097053
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
To efficiently allocate heterogeneous resources for customized services, in this article, we propose a network virtualization (NV)-based network architecture in cybertwin-enabled 6G core networks. In particular, we investigate how to optimize the virtual network (VN) topology (which consists of several virtual nodes and a set of intermediate virtual links) and determine the resultant VN embedding in a joint way over a cybertwin-enabled substrate network. To this end, we formulate an optimization problem whose objective is to minimize the embedding cost, while ensuring that the end-to-end (E2E) packet delay requirements are satisfied. The queueing network theory is utilized to evaluate each service's E2E packet delay, which is a function of the resources assigned to the virtual nodes and virtual links for the embedded VN. We reveal that the problem under consideration is formally a mixed-integer nonlinear program (MINLP) and propose an improved brute-force search algorithm to find its optimal solutions. To enhance the algorithm's scalability and reduce the computational complexity, we further propose an adaptively weighted heuristic algorithm to obtain near-optimal solutions to the problem for large-scale networks. Simulations are conducted to show that the proposed algorithms can effectively improve network performance compared to other benchmark algorithms.
引用
收藏
页码:16313 / 16325
页数:13
相关论文
共 50 条
  • [31] Joint Communication, Sensing, and Computation Enabled 6G Intelligent Machine System
    Feng, Zhiyong
    Wei, Zhiqing
    Chen, Xu
    Yang, Heng
    Zhang, Qixun
    Zhang, Ping
    IEEE NETWORK, 2021, 35 (06): : 34 - 42
  • [32] AI-Native for 6G Core Network Configuration
    Hossain, Abdullah Ridwan
    Liu, Weiqi
    Ansari, Nirwan
    Kiani, Abbas
    Saboorian, Tony
    IEEE Networking Letters, 2023, 5 (04): : 255 - 259
  • [33] Deep-Reinforcement-Learning-Based Cybertwin Architecture for 6G IIoT: An Integrated Design of Control, Communication, and Computing
    Xu, Hansong
    Wu, Jun
    Li, Jianhua
    Lin, Xi
    IEEE INTERNET OF THINGS JOURNAL, 2021, 8 (22) : 16337 - 16348
  • [34] Workshop on Pervasive Network Intelligence for 6G Networks (PerAI-6G)
    Zhang, Ning
    Han, Tao
    INFOCOM WKSHPS 2022 - IEEE Conference on Computer Communications Workshops, 2022,
  • [35] Edge Task Migration With 6G-Enabled Network in Box for Cybertwin-Based Internet of Vehicles
    Zhu, Dawei
    Bilal, Muhammad
    Xu, Xiaolong
    IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2022, 18 (07) : 4893 - 4901
  • [36] Deep network expression recognition with transfer learning in UAV-enabled B5G/6G networks
    Lu, Jin
    Wu, Bo
    Wan, Xiaoting
    Chen, Meifen
    WIRELESS NETWORKS, 2024, 30 (07) : 6675 - 6685
  • [37] A survey of VNF forwarding graph embedding in B5G/6G networks
    Zhang, Biao
    Fan, Qilin
    Zhang, Xu
    Fu, Zhihan
    Wang, Sen
    Li, Jian
    Xiong, Qingyu
    WIRELESS NETWORKS, 2024, 30 (05) : 3735 - 3758
  • [38] Future 6G communication networks: Typical IoT network topology and Terahertz frequency challenges and research issues
    Ndiaye, Mohamadou
    Saley, Adamou Moussa
    Niane, Khalilou
    Raimy, Abdourahmane
    2022 2ND INTERNATIONAL CONFERENCE ON INNOVATIVE RESEARCH IN APPLIED SCIENCE, ENGINEERING AND TECHNOLOGY (IRASET'2022), 2022, : 648 - 652
  • [39] Overview of RIS-enabled secure transmission in 6G wireless networks
    JungSook Bae
    Waqas Khalid
    Anseok Lee
    Heesoo Lee
    Song Noh
    Heejung Yu
    Digital Communications and Networks, 2024, 10 (06) : 1553 - 1565
  • [40] Near Optimal VNF Placement in Edge-Enabled 6G Networks
    Ruiz De Mendoza, Carlos
    Bakhshi, Bahador
    Zeydan, Engin
    Mangues-Bafalluy, Josep
    25TH CONFERENCE ON INNOVATION IN CLOUDS, INTERNET AND NETWORKS (ICIN 2022), 2022, : 136 - 140