Please use this identifier to cite or link to this item:
https://repositorio.ufu.br/handle/123456789/41990
ORCID: | http://orcid.org/0000-0003-4073-9435 |
Document type: | Dissertação |
Access type: | Acesso Aberto |
Title: | A new channel and QoS-aware scheduling algorithm for real-time and non-real-time traffic in 5G heterogeneous networks |
Alternate title (s): | Um novo algoritmo de escalonamento channel and QoS-aware para tráfego do tipo real-time e non-real-time em redes heterogêneas 5G |
Author: | Queiroz, Gabriel Andrade |
First Advisor: | Silva, Éderson Rosa da |
First member of the Committee: | Costa, André Luiz Aguiar da |
Second member of the Committee: | Teixeira, Márcio Andrey |
Summary: | 5G mobile communication systems present growing demands aimed at Quality of Service (QoS) requirements combined with the high densification of users in a heterogeneous network infrastructure (HetNet). Thus, 5G networks are expected to accommodate various applications and services. Therefore, it is necessary to develop scheduling methods that can benefit both real-time (RT) and non-real-time (NRT) services. In this sense, we propose two new scheduling algorithms, the Weighted QoS Aware Scheduler (WQAS) and the Channel and QoS Aware Scheduler (CQAS), in a HetNet scenario characterized by the diversity of traffic models: full buffer (IoT), HTTP, vehicular, VoIP, gaming, and video. System-level simulations are carried out to analyze the performance of WQAS and CQAS compared to the Round Robin (RR), best Channel Quality Indicator (CQI), and QoS Aware Scheduler (QAS) algorithms, considering the variation in the number of users as a way of stress testing the network. The results indicate that WQAS and CQAS show similar results for RT applications, with WQAS standing out for reliability. Furthermore, CQAS shows significant overall throughput gains except for HTTP when compared with QAS and WQAS. Both WQAS and CQAS perform well in adapting to the delay constraints related to the QoS requirements of each 5G RT application, in addition to good reliability performance. Finally, CQAS achieved the results described above for RT applications while generating the lowest impact on NRT applications, demonstrating the importance of a Channel and QoS-aware algorithm. |
Abstract: | 5G mobile communication systems present growing demands aimed at Quality of Service (QoS) requirements combined with the high densification of users in a heterogeneous network infrastructure (HetNet). Thus, 5G networks are expected to accommodate various applications and services. Therefore, it is necessary to develop scheduling methods that can benefit both real-time (RT) and non-real-time (NRT) services. In this sense, we propose two new scheduling algorithms, the Weighted QoS Aware Scheduler (WQAS) and the Channel and QoS Aware Scheduler (CQAS), in a HetNet scenario characterized by the diversity of traffic models: full buffer (IoT), HTTP, vehicular, VoIP, gaming, and video. System-level simulations are carried out to analyze the performance of WQAS and CQAS compared to the Round Robin (RR), best Channel Quality Indicator (CQI), and QoS Aware Scheduler (QAS) algorithms, considering the variation in the number of users as a way of stress testing the network. The results indicate that WQAS and CQAS show similar results for RT applications, with WQAS standing out for reliability. Furthermore, CQAS shows significant overall throughput gains except for HTTP when compared with QAS and WQAS. Both WQAS and CQAS perform well in adapting to the delay constraints related to the QoS requirements of each 5G RT application, in addition to good reliability performance. Finally, CQAS achieved the results described above for RT applications while generating the lowest impact on NRT applications, demonstrating the importance of a Channel and QoS-aware algorithm. |
Keywords: | Channel and QoS Aware Scheduler Weighted QoS Aware Scheduler Scheduling Algorithm Real-Time Traffic Non-Real-Time Traffic 5G Heterogeneous Networks |
Area (s) of CNPq: | CNPQ::ENGENHARIAS::ENGENHARIA ELETRICA::TELECOMUNICACOES::SISTEMAS DE TELECOMUNICACOES |
Subject: | Engenharia Elétrica Sistemas de comunicação em banda larga Sistemas de telefonia celular Sistemas de comunicação móvel |
Language: | eng |
Country: | Brasil |
Publisher: | Universidade Federal de Uberlândia |
Program: | Programa de Pós-graduação em Engenharia Elétrica |
Quote: | QUEIROZ, Gabriel Andrade. A new channel and QoS-aware scheduling algorithm for real-time and non-real-time traffic in 5G heterogeneous networks. 2024. 100 f. Dissertação (Mestrado em Engenharia Elétrica) - Universidade Federal de Uberlândia, Uberlândia, 2024. DOI http://doi.org/10.14393/ufu.di.2024.445. |
Document identifier: | http://doi.org/10.14393/ufu.di.2024.445 |
URI: | https://repositorio.ufu.br/handle/123456789/41990 |
Date of defense: | 26-Jul-2024 |
Sustainable Development Goals SDGs: | ODS::ODS 3. Saúde e bem-estar - Assegurar uma vida saudável e promover o bem-estar para todos, em todas as idades. ODS::ODS 4. Educação de qualidade - Assegurar a educação inclusiva, e equitativa e de qualidade, e promover oportunidades de aprendizagem ao longo da vida para todos. ODS::ODS 9. Indústria, Inovação e infraestrutura - Construir infraestrutura resiliente, promover a industrialização inclusiva e sustentável, e fomentar a inovação. ODS::ODS 10. Redução das desigualdades - Reduzir as desigualdades dentro dos países e entre eles. |
Appears in Collections: | DISSERTAÇÃO - Engenharia Elétrica |
Files in This Item:
File | Description | Size | Format | |
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NewChannelScheduling.pdf | 6.4 MB | Adobe PDF | View/Open |
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