Intelligent Network Slicing for B5G and 6G: Resource Allocation, Service Provisioning, and Security

被引:0
|
作者
Wang, Jiadai [1 ]
Li, Yuanhao [1 ]
Liu, Jiajia [1 ]
Kato, Nei [2 ]
机构
[1] Northwestern Polytech Univ China, Xian, Peoples R China
[2] Tohoku Univ, Tohoku, Japan
关键词
ARTIFICIAL-INTELLIGENCE;
D O I
10.1109/MWC.021.2200589
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
B5G and 6G are designed to achieve break-throughs in mobile networks, and are expected to have features such as seamless global coverage, full virtualization, and ubiquitous intelligence. These promising features will spawn lots of new verticals and applications, creating an urgent need for on-demand networks. At this point, network slicing has been recognized as an excellent solution to this challenge due to its advantages of flexible customization and logical isolation. Driven by massive data, intelligent network slicing is further endowed with capabilities of real-time perception, accurate prediction, and adaptive decision making, which brings unlimited potential for the development of B5G/6G. To this end, we investigate the application and prospect of intelligent slicing for B5G/6G in three areas, that is, resource allocation, service provisioning, and security. We also list the specific problems in these areas according to each slice lifecycle phase. In addition, a case study of using reinforcement learning for slice admission control is provided to improve the slice admission rate under limited resources and illustrate the advantages of intelligent network slicing.
引用
收藏
页码:271 / 277
页数:7
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