Survey and taxonomy of clustering algorithms in 5G

被引:21
作者
Khan, Muhammad Fahad [1 ,2 ]
Yau, Kok-Lim Alvin [1 ]
Noor, Rafidah Md [3 ]
Imran, Muhammad Ali [4 ]
机构
[1] Sunway Univ, Dept Comp & Informat Syst, Subang Jaya, Selangor, Malaysia
[2] COMSATS Univ Islamabad CUD, Islamabad, Pakistan
[3] Univ Malaya, Dept Comp Syst & Technol, Kuala Lumpur, Malaysia
[4] Univ Glasgow, Sch Engn, Glasgow, Lanark, Scotland
关键词
5G; Fifth generation; Cellular mobile communication; Clustering; Network topology; SOFTWARE-DEFINED NETWORKING; ULTRA-DENSE NETWORKS; TO-DEVICE COMMUNICATION; RADIO AD HOC; RESOURCE-ALLOCATION; CELLULAR NETWORKS; COORDINATED MULTIPOINT; WIRELESS BACKHAUL; SOCIAL NETWORKS; MASSIVE-MIMO;
D O I
10.1016/j.jnca.2020.102539
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
The large-scale deployment of fifth generation (5G) is expected to produce a massive amount of data with high variability due to ultra-densification and the rapid increase in a heterogeneous range of applications and services (e.g., virtual reality, augmented reality, and driver-less vehicles), and network devices (e.g., smart gadgets and sensors). Clustering organizes network topology by segregating nodes with similar interests or behaviors in a network into logical groups in order to achieve network-level and cluster-level enhancements, particularly cluster stability, load balancing, social awareness, fairness, and quality of service. Clustering has been investigated to support mobile user equipment (UE) in access networks, whereby UEs form clusters themselves and may connect to BSs. In this paper, we present a comprehensive survey of the research work of clustering schemes proposed for various scenarios in 5G networks and highlight various aspects of clustering schemes, including objectives, challenges, metrics, characteristics, performance measures. Furthermore, we present open issues of clustering in 5G.
引用
收藏
页数:20
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