A new channel and QoS-aware scheduling algorithm for real-time and non-real-time traffic in 5G heterogeneous networks
| Ano de defesa: | 2024 |
|---|---|
| Autor(a) principal: | |
| Orientador(a): | |
| Banca de defesa: | |
| Tipo de documento: | Dissertação |
| Tipo de acesso: | Acesso aberto |
| Idioma: | eng |
| Instituição de defesa: |
Universidade Federal de Uberlândia
Brasil Programa de Pós-graduação em Engenharia Elétrica |
| Programa de Pós-Graduação: |
Não Informado pela instituição
|
| Departamento: |
Não Informado pela instituição
|
| País: |
Não Informado pela instituição
|
| Palavras-chave em Português: | |
| Link de acesso: | https://repositorio.ufu.br/handle/123456789/41990 http://doi.org/10.14393/ufu.di.2024.445 |
Resumo: | 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. |
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A new channel and QoS-aware scheduling algorithm for real-time and non-real-time traffic in 5G heterogeneous networksUm novo algoritmo de escalonamento channel and QoS-aware para tráfego do tipo real-time e non-real-time em redes heterogêneas 5GChannel and QoS Aware SchedulerWeighted QoS Aware SchedulerScheduling AlgorithmReal-Time TrafficNon-Real-Time Traffic5G Heterogeneous NetworksCNPQ::ENGENHARIAS::ENGENHARIA ELETRICA::TELECOMUNICACOES::SISTEMAS DE TELECOMUNICACOESEngenharia ElétricaSistemas de comunicação em banda largaSistemas de telefonia celularSistemas de comunicação móvelODS::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.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.CNPq - Conselho Nacional de Desenvolvimento Científico e TecnológicoDissertação (Mestrado)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.Universidade Federal de UberlândiaBrasilPrograma de Pós-graduação em Engenharia ElétricaSilva, Éderson Rosa dahttp://lattes.cnpq.br/0745957106999584Costa, André Luiz Aguiar dahttp://lattes.cnpq.br/7455660237808982Teixeira, Márcio Andreyhttp://lattes.cnpq.br/0478114607811338Queiroz, Gabriel Andrade2024-08-01T14:00:53Z2024-08-01T14:00:53Z2024-07-26info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesisapplication/pdfQUEIROZ, 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.https://repositorio.ufu.br/handle/123456789/41990http://doi.org/10.14393/ufu.di.2024.445enginfo:eu-repo/semantics/openAccessreponame:Repositório Institucional da UFUinstname:Universidade Federal de Uberlândia (UFU)instacron:UFU2024-08-02T06:18:34Zoai:repositorio.ufu.br:123456789/41990Repositório InstitucionalONGhttp://repositorio.ufu.br/oai/requestdiinf@dirbi.ufu.bropendoar:2024-08-02T06:18:34Repositório Institucional da UFU - Universidade Federal de Uberlândia (UFU)false |
| dc.title.none.fl_str_mv |
A new channel and QoS-aware scheduling algorithm for real-time and non-real-time traffic in 5G heterogeneous networks Um novo algoritmo de escalonamento channel and QoS-aware para tráfego do tipo real-time e non-real-time em redes heterogêneas 5G |
| title |
A new channel and QoS-aware scheduling algorithm for real-time and non-real-time traffic in 5G heterogeneous networks |
| spellingShingle |
A new channel and QoS-aware scheduling algorithm for real-time and non-real-time traffic in 5G heterogeneous networks Queiroz, Gabriel Andrade Channel and QoS Aware Scheduler Weighted QoS Aware Scheduler Scheduling Algorithm Real-Time Traffic Non-Real-Time Traffic 5G Heterogeneous Networks CNPQ::ENGENHARIAS::ENGENHARIA ELETRICA::TELECOMUNICACOES::SISTEMAS DE TELECOMUNICACOES Engenharia Elétrica Sistemas de comunicação em banda larga Sistemas de telefonia celular Sistemas de comunicação móvel 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. |
| title_short |
A new channel and QoS-aware scheduling algorithm for real-time and non-real-time traffic in 5G heterogeneous networks |
| title_full |
A new channel and QoS-aware scheduling algorithm for real-time and non-real-time traffic in 5G heterogeneous networks |
| title_fullStr |
A new channel and QoS-aware scheduling algorithm for real-time and non-real-time traffic in 5G heterogeneous networks |
| title_full_unstemmed |
A new channel and QoS-aware scheduling algorithm for real-time and non-real-time traffic in 5G heterogeneous networks |
| title_sort |
A new channel and QoS-aware scheduling algorithm for real-time and non-real-time traffic in 5G heterogeneous networks |
| author |
Queiroz, Gabriel Andrade |
| author_facet |
Queiroz, Gabriel Andrade |
| author_role |
author |
| dc.contributor.none.fl_str_mv |
Silva, Éderson Rosa da http://lattes.cnpq.br/0745957106999584 Costa, André Luiz Aguiar da http://lattes.cnpq.br/7455660237808982 Teixeira, Márcio Andrey http://lattes.cnpq.br/0478114607811338 |
| dc.contributor.author.fl_str_mv |
Queiroz, Gabriel Andrade |
| dc.subject.por.fl_str_mv |
Channel and QoS Aware Scheduler Weighted QoS Aware Scheduler Scheduling Algorithm Real-Time Traffic Non-Real-Time Traffic 5G Heterogeneous Networks CNPQ::ENGENHARIAS::ENGENHARIA ELETRICA::TELECOMUNICACOES::SISTEMAS DE TELECOMUNICACOES Engenharia Elétrica Sistemas de comunicação em banda larga Sistemas de telefonia celular Sistemas de comunicação móvel 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. |
| topic |
Channel and QoS Aware Scheduler Weighted QoS Aware Scheduler Scheduling Algorithm Real-Time Traffic Non-Real-Time Traffic 5G Heterogeneous Networks CNPQ::ENGENHARIAS::ENGENHARIA ELETRICA::TELECOMUNICACOES::SISTEMAS DE TELECOMUNICACOES Engenharia Elétrica Sistemas de comunicação em banda larga Sistemas de telefonia celular Sistemas de comunicação móvel 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. |
| description |
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. |
| publishDate |
2024 |
| dc.date.none.fl_str_mv |
2024-08-01T14:00:53Z 2024-08-01T14:00:53Z 2024-07-26 |
| dc.type.status.fl_str_mv |
info:eu-repo/semantics/publishedVersion |
| dc.type.driver.fl_str_mv |
info:eu-repo/semantics/masterThesis |
| format |
masterThesis |
| status_str |
publishedVersion |
| dc.identifier.uri.fl_str_mv |
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. https://repositorio.ufu.br/handle/123456789/41990 http://doi.org/10.14393/ufu.di.2024.445 |
| identifier_str_mv |
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. |
| url |
https://repositorio.ufu.br/handle/123456789/41990 http://doi.org/10.14393/ufu.di.2024.445 |
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eng |
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eng |
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info:eu-repo/semantics/openAccess |
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openAccess |
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application/pdf |
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Universidade Federal de Uberlândia Brasil Programa de Pós-graduação em Engenharia Elétrica |
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Universidade Federal de Uberlândia Brasil Programa de Pós-graduação em Engenharia Elétrica |
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reponame:Repositório Institucional da UFU instname:Universidade Federal de Uberlândia (UFU) instacron:UFU |
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Repositório Institucional da UFU - Universidade Federal de Uberlândia (UFU) |
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diinf@dirbi.ufu.br |
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