Empowering communication networks with MMR scheduler: A novel approach to balancing user throughput and fairness
In the field of communication networks, the management of resource allocation is a crucial research area. To achieve efficient radio resource management, mobile telecommunications operators utilize opportunistic scheduling algorithms. This study presents a novel opportunistic scheduler, called MMR (...
Main Authors: | , , , , , |
---|---|
Format: | Article |
Language: | English |
Published: |
Elsevier
2023-08-01
|
Series: | Alexandria Engineering Journal |
Subjects: | |
Online Access: | http://www.sciencedirect.com/science/article/pii/S1110016823005100 |
_version_ | 1797740972371607552 |
---|---|
author | Mohamed Ouwais Kabaou Nesrine Zoghlami Hassen Hamouda Nihed Mabrouk Ilyas Khan Anouar Ben Abdennour |
author_facet | Mohamed Ouwais Kabaou Nesrine Zoghlami Hassen Hamouda Nihed Mabrouk Ilyas Khan Anouar Ben Abdennour |
author_sort | Mohamed Ouwais Kabaou |
collection | DOAJ |
description | In the field of communication networks, the management of resource allocation is a crucial research area. To achieve efficient radio resource management, mobile telecommunications operators utilize opportunistic scheduling algorithms. This study presents a novel opportunistic scheduler, called MMR (Min–Max Rate), which aims to ensure equal treatment of users, good quality of service, and maximum overall system throughput simultaneously and improve network throughput and fairness by up to 70% compared to traditional and classical scheduling algorithms. To evaluate the performance of MMR, we compared it with other reference algorithms such as Round Robin, MaxSNR, and Proportional Fair, known for their scheduling efficiency and robustness. The simulation results obtained by the MATLAB software and analysis focused on fairness criteria and system throughput for different user groups, and we found that our proposed algorithm outperforms the existing algorithms. |
first_indexed | 2024-03-12T14:20:09Z |
format | Article |
id | doaj.art-17f1a4a8cdf4464fa0ab7b61b8c6a5ce |
institution | Directory Open Access Journal |
issn | 1110-0168 |
language | English |
last_indexed | 2024-03-12T14:20:09Z |
publishDate | 2023-08-01 |
publisher | Elsevier |
record_format | Article |
series | Alexandria Engineering Journal |
spelling | doaj.art-17f1a4a8cdf4464fa0ab7b61b8c6a5ce2023-08-19T04:31:43ZengElsevierAlexandria Engineering Journal1110-01682023-08-0176641649Empowering communication networks with MMR scheduler: A novel approach to balancing user throughput and fairnessMohamed Ouwais Kabaou0Nesrine Zoghlami1Hassen Hamouda2Nihed Mabrouk3Ilyas Khan4Anouar Ben Abdennour5University of Gabes, ISMG, 6033 Gabes, Tunisia; Corresponding author.University of Tunis El Manar, IPEIEM, 10587 Tunis, TunisiaMajmaah University, Department of Business Administration, College of Scinence and Humanities at Alghat, 11952 Al-Majmaah, Saudi ArabiaUniversity of Gabes, ISMG, 6033 Gabes, TunisiaMajmaah University, Department of Mathmatics, College of Science Al-Zulfi, 11952 Al Majmaah, Saudi ArabiaUniversity of Gabes, ISMG, 6033 Gabes, TunisiaIn the field of communication networks, the management of resource allocation is a crucial research area. To achieve efficient radio resource management, mobile telecommunications operators utilize opportunistic scheduling algorithms. This study presents a novel opportunistic scheduler, called MMR (Min–Max Rate), which aims to ensure equal treatment of users, good quality of service, and maximum overall system throughput simultaneously and improve network throughput and fairness by up to 70% compared to traditional and classical scheduling algorithms. To evaluate the performance of MMR, we compared it with other reference algorithms such as Round Robin, MaxSNR, and Proportional Fair, known for their scheduling efficiency and robustness. The simulation results obtained by the MATLAB software and analysis focused on fairness criteria and system throughput for different user groups, and we found that our proposed algorithm outperforms the existing algorithms.http://www.sciencedirect.com/science/article/pii/S1110016823005100Opportunistic schedulingSchedulerResources managementThroughputEquity |
spellingShingle | Mohamed Ouwais Kabaou Nesrine Zoghlami Hassen Hamouda Nihed Mabrouk Ilyas Khan Anouar Ben Abdennour Empowering communication networks with MMR scheduler: A novel approach to balancing user throughput and fairness Alexandria Engineering Journal Opportunistic scheduling Scheduler Resources management Throughput Equity |
title | Empowering communication networks with MMR scheduler: A novel approach to balancing user throughput and fairness |
title_full | Empowering communication networks with MMR scheduler: A novel approach to balancing user throughput and fairness |
title_fullStr | Empowering communication networks with MMR scheduler: A novel approach to balancing user throughput and fairness |
title_full_unstemmed | Empowering communication networks with MMR scheduler: A novel approach to balancing user throughput and fairness |
title_short | Empowering communication networks with MMR scheduler: A novel approach to balancing user throughput and fairness |
title_sort | empowering communication networks with mmr scheduler a novel approach to balancing user throughput and fairness |
topic | Opportunistic scheduling Scheduler Resources management Throughput Equity |
url | http://www.sciencedirect.com/science/article/pii/S1110016823005100 |
work_keys_str_mv | AT mohamedouwaiskabaou empoweringcommunicationnetworkswithmmrscheduleranovelapproachtobalancinguserthroughputandfairness AT nesrinezoghlami empoweringcommunicationnetworkswithmmrscheduleranovelapproachtobalancinguserthroughputandfairness AT hassenhamouda empoweringcommunicationnetworkswithmmrscheduleranovelapproachtobalancinguserthroughputandfairness AT nihedmabrouk empoweringcommunicationnetworkswithmmrscheduleranovelapproachtobalancinguserthroughputandfairness AT ilyaskhan empoweringcommunicationnetworkswithmmrscheduleranovelapproachtobalancinguserthroughputandfairness AT anouarbenabdennour empoweringcommunicationnetworkswithmmrscheduleranovelapproachtobalancinguserthroughputandfairness |