Towards Supporting Intelligence in 5G/6G Core Networks: NWDAF Implementation and Initial Analysis

被引:27
作者
Chouman, Ali [1 ]
Manias, Dimitrios Michael [1 ]
Shami, Abdallah [1 ]
机构
[1] Western Univ, ECE Dept, London, ON, Canada
来源
2022 INTERNATIONAL WIRELESS COMMUNICATIONS AND MOBILE COMPUTING, IWCMC | 2022年
关键词
5G; 6G; Core Networks; NWDAF; Intelligent Networks;
D O I
10.1109/IWCMC55113.2022.9824403
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Wireless networks, in the fifth-generation and beyond, must support diverse network applications which will support the numerous and demanding connections of today's and tomorrow's devices. Requirements such as high data rates, low latencies, and reliability are crucial considerations and artificial intelligence is incorporated to achieve these requirements for a large number of connected devices. Specifically, intelligent methods and frameworks for advanced analysis are employed by the 5G Core Network Data Analytics Function (NWDAF) to detect patterns and ascribe detailed action information to accommodate end users and improve network performance. To this end, the work presented in this paper incorporates a functional NWDAF into a 5G network developed using open source software. Furthermore, an analysis of the network data collected by the NWDAF and the valuable insights which can be drawn from it have been presented with detailed Network Function interactions. An example application of such insights used for intelligent network management is outlined. Finally, the expected limitations of 5G networks are discussed as motivation for the development of 6G networks.
引用
收藏
页码:324 / 329
页数:6
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