Energy Efficiency and Throughput Optimization in 5G Heterogeneous Networks

Author:

Arshad Rabia12ORCID,Farooq-i-Azam Muhammad1ORCID,Muzzammel Raheel3ORCID,Ghani Arfan4ORCID,See Chan Hwang5ORCID

Affiliation:

1. Department of Electrical and Computer Engineering, COMSATS University Islamabad, Lahore Campus, Lahore 54600, Pakistan

2. Department of Computer Science, University of Central Punjab, Lahore 54000, Pakistan

3. Department of Electrical Engineering, University of Lahore, Lahore 54000, Pakistan

4. Department of Computer Science and Engineering, School of Engineering, American University of Ras Al Khaimah, Ras Al Khaimah 10021, United Arab Emirates

5. School of Computing, Engineering and the Built Environment, Edinburgh Napier University, Edinburgh EH10 5DT, UK

Abstract

Device-to-device communication offers a promising technology for the 5G network that aims to enhance the data rate, reduce latency and cost, improve energy efficiency, and provide other desired features. The 5G heterogeneous network (5GHN) with a decoupled association strategy of downlink (DL) and uplink (UL) is a promising solution for the challenges faced in the 4G heterogeneous network (4GHN). The research presented in this paper evaluates the performance of the 4GHN as well as a DL-and-UL-coupled (DU-CP) access scheme in comparison with the 5GHN with a DL-and-UL-decoupled (DU-DCP) access scheme in terms of the energy efficiency and network throughput in four-tier heterogeneous networks. The energy and throughput are optimized for both scenarios, i.e., DU-CP and DU-DCP, and the results are compared. Detailed performance analyses of the DU-CP and DU-DCP access schemes were conducted with the help of comparisons of the results achieved by implementing a genetic algorithm (GA) and particle swarm optimization (PSO). Both of these algorithms are suited for the non-linear problem under investigation in which the search space is large. The simulation results have shown that the DU-DCP access scheme gives a better performance than the DU-CP scheme in a four-tier heterogeneous network in terms of network throughput and energy efficiency. The PSO achieves an energy efficiency of 12 Mbits/joule for the DU-CP and 42 Mbits/joule for the DU-DCP, whereas the GA yields an energy efficiency of 28 Mbits/joule for the DU-CP and 55 Mbits/joule for the DU-DCP. The performance of the proposed method is compared with those of three other schemes. The results show that the DU-DCP scheme using the GA outperforms the compared methods.

Publisher

MDPI AG

Subject

Electrical and Electronic Engineering,Computer Networks and Communications,Hardware and Architecture,Signal Processing,Control and Systems Engineering

Cited by 1 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Optimizing Network Performance in 5G Systems with Downlink and Uplink Decoupling;2023 6th International Conference on Advanced Communication Technologies and Networking (CommNet);2023-12-11

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