Holistic Network Virtualization and Pervasive Network Intelligence for 6G

被引:162
|
作者
Shen, Xuemin [1 ]
Gao, Jie [2 ]
Wu, Wen [3 ]
Li, Mushu [1 ]
Zhou, Conghao [1 ]
Zhuang, Weihua [1 ]
机构
[1] Univ Waterloo, Dept Elect & Comp Engn, Waterloo, ON N2L 3G1, Canada
[2] Marquette Univ, Dept Elect & Comp Engn, Milwaukee, WI 53233 USA
[3] Peng Cheng Lab, Frontier Res Ctr, Shenzhen 518055, Guangdong, Peoples R China
来源
基金
加拿大自然科学与工程研究理事会;
关键词
6G; network architecture; network virtualization; digital twin; AI for networking; networking for AI; FUTURE WIRELESS NETWORKS; BIG DATA ANALYTICS; DIGITAL-TWIN; ARTIFICIAL-INTELLIGENCE; RESOURCE-ALLOCATION; COGNITIVE RADIO; ANOMALY DETECTION; DATA-COLLECTION; INDUSTRIAL IOT; SPECIAL-ISSUE;
D O I
10.1109/COMST.2021.3135829
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this tutorial paper, we look into the evolution and prospect of network architecture and propose a novel conceptual architecture for the 6th generation (6G) networks. The proposed architecture has two key elements, i.e., holistic network virtualization and pervasive artificial intelligence (AI). The holistic network virtualization consists of network slicing and digital twin, from the aspects of service provision and service demand, respectively, to incorporate service-centric and user-centric networking. The pervasive network intelligence integrates AI into future networks from the perspectives of networking for AI and AI for networking, respectively. Building on holistic network virtualization and pervasive network intelligence, the proposed architecture can facilitate three types of interplay, i.e., the interplay between digital twin and network slicing paradigms, between model-driven and data-driven methods for network management, and between virtualization and AI, to maximize the flexibility, scalability, adaptivity, and intelligence for 6G networks. We also identify challenges and open issues related to the proposed architecture. By providing our vision, we aim to inspire further discussions and developments on the potential architecture of 6G.
引用
收藏
页码:1 / 30
页数:30
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