Optimizing Resource Allocation and VNF Embedding in RAN Slicing

被引:2
作者
Nguyen, Tu N. [1 ]
Le, Thinh V. [1 ]
Nguyen, Manh V. [1 ]
Nguyen, Hoa N. [2 ]
Vu, Son [3 ]
机构
[1] Kennesaw State Univ, Dept Comp Sci, Marietta, GA 30060 USA
[2] VNU Univ Engn & Technol, Dept Informat Syst, Hanoi 100000, Vietnam
[3] Iowa State Univ, Dept Comp Sci, Ames, IA 50011 USA
来源
IEEE TRANSACTIONS ON NETWORK AND SERVICE MANAGEMENT | 2024年 / 21卷 / 02期
关键词
RAN slicing; VNF embedding; resource allocation; NETWORK; 5G; FLEXIBILITY; MANAGEMENT;
D O I
10.1109/TNSM.2023.3319309
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
5G radio access network (RAN) with network slicing methodology plays a key role in the development of the next-generation network system. RAN slicing focuses on splitting the substrate's resources into a set of self-contained programmable RAN slices. Leveraged by network function virtualization (NFV), a RAN slice is constituted by various virtual network functions (VNFs) and virtual links that are embedded as instances on substrate nodes. In this work, we focus on the following fundamental tasks: i) establishing the theoretical foundation for constructing a VNF mapping plan for RAN slice recovery optimization and ii) developing algorithms needed to map/embed VNFs efficiently. Specifically, we propose four efficient algorithms, including Resource-based Algorithm (RBA), Connectivity-based Algorithm (CBA), Group-based Algorithm (GBA), and Group-Connectivity-based Algorithm (GCBA) to solve the resource allocation and VNF mapping problem. Extensive experiments are also conducted to validate the robustness of RAN slicing via the proposed algorithms.
引用
收藏
页码:2187 / 2199
页数:13
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