Optimizing cell association in 5G and beyond networks: a modified load-aware biased technique

IF 1.7 4区 计算机科学 Q3 TELECOMMUNICATIONS Telecommunication Systems Pub Date : 2024-08-18 DOI:10.1007/s11235-024-01202-w
Mohammed Jaber Alam, Ritesh Chugh, Salahuddin Azad, Md Rahat Hossain
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Abstract

Cellular networks are moving towards increasing heterogeneity by deploying more small cells into macro base station (MBS) to meet rapidly growing traffic demands. To leverage the advantages of these small cells, mobile users should be offloaded onto small base stations (BSs), which will typically be lightly populated and can give a higher data rate by presenting the mobile users with many more channels than the MBS. Likewise, a more balanced cell association will lessen the pressure on the MBS, allowing it to serve its remaining users more effectively. This paper addresses the cell association challenge for Quality of Service (QoS) provisioning in terms of throughput and load-balancing for 5G and future generation networks. This problem is quite challenging because BSs have varying backhaul capacities and users have varying QoS needs. Most of the previous studies are based on reference signal received power (RSRP), signal to interference and noise ratio (SINR) or its variants and most importantly majority of them are not load-aware. Therefore, a modified load-aware biased cell association scheme based on distance is proposed to attain better QoS provisioning in terms of throughput and load-balancing. Simulation results depict that the proposed load-aware-based method outperforms conventional cell association schemes based on RSRP and its variants, and in terms of throughput and load-balancing. Furthermore, the algorithm’s complexity has been assessed through a comparison and analysis of computational time, demonstrating better performance compared to state-of-the-art techniques.

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优化 5G 及其他网络中的小区关联:一种改进的负载感知偏置技术
蜂窝网络正在通过在宏基站(MBS)中部署更多小基站来提高异构性,以满足快速增长的流量需求。为充分利用这些小基站的优势,应将移动用户卸载到小基站(BS)上,这些小基站通常人口较少,可向移动用户提供比宏基站更多的信道,从而提供更高的数据传输速率。同样,更均衡的小区关联将减轻 MBS 的压力,使其能更有效地为剩余用户提供服务。本文从吞吐量和负载平衡的角度探讨了 5G 和未来网络的小区关联对服务质量(QoS)提供的挑战。这个问题相当具有挑战性,因为基站的回程能力各不相同,用户的 QoS 需求也各不相同。以前的研究大多基于参考信号接收功率(RSRP)、信号干扰和噪声比(SINR)或其变体,最重要的是,其中大多数都没有负载感知功能。因此,我们提出了一种基于距离的改进型负载感知偏置小区关联方案,以便在吞吐量和负载平衡方面提供更好的服务质量。仿真结果表明,所提出的基于负载感知的方法在吞吐量和负载平衡方面优于基于 RSRP 及其变体的传统小区关联方案。此外,通过对计算时间的比较和分析,对算法的复杂性进行了评估,结果表明该算法的性能优于最先进的技术。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Telecommunication Systems
Telecommunication Systems 工程技术-电信学
CiteScore
5.40
自引率
8.00%
发文量
105
审稿时长
6.0 months
期刊介绍: Telecommunication Systems is a journal covering all aspects of modeling, analysis, design and management of telecommunication systems. The journal publishes high quality articles dealing with the use of analytic and quantitative tools for the modeling, analysis, design and management of telecommunication systems covering: Performance Evaluation of Wide Area and Local Networks; Network Interconnection; Wire, wireless, Adhoc, mobile networks; Impact of New Services (economic and organizational impact); Fiberoptics and photonic switching; DSL, ADSL, cable TV and their impact; Design and Analysis Issues in Metropolitan Area Networks; Networking Protocols; Dynamics and Capacity Expansion of Telecommunication Systems; Multimedia Based Systems, Their Design Configuration and Impact; Configuration of Distributed Systems; Pricing for Networking and Telecommunication Services; Performance Analysis of Local Area Networks; Distributed Group Decision Support Systems; Configuring Telecommunication Systems with Reliability and Availability; Cost Benefit Analysis and Economic Impact of Telecommunication Systems; Standardization and Regulatory Issues; Security, Privacy and Encryption in Telecommunication Systems; Cellular, Mobile and Satellite Based Systems.
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