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Quality of Service Provision in Fog Computing: Network-Aware Scheduling of Containers
State-of-the-art scenarios, such as Internet of Things (IoT) and Smart Cities, have recently arisen. They involve the processing of huge data sets under strict time requirements, rendering the use of cloud resources unfeasible. For this reason, Fog computing has been proposed as a solution; however,...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8226730/ https://www.ncbi.nlm.nih.gov/pubmed/34207675 http://dx.doi.org/10.3390/s21123978 |
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author | Caminero, Agustín C. Muñoz-Mansilla, Rocío |
author_facet | Caminero, Agustín C. Muñoz-Mansilla, Rocío |
author_sort | Caminero, Agustín C. |
collection | PubMed |
description | State-of-the-art scenarios, such as Internet of Things (IoT) and Smart Cities, have recently arisen. They involve the processing of huge data sets under strict time requirements, rendering the use of cloud resources unfeasible. For this reason, Fog computing has been proposed as a solution; however, there remains a need for intelligent allocation decisions, in order to make it a fully usable solution in such contexts. In this paper, a network-aware scheduling algorithm is presented, which aims to select the fog node most suitable for the execution of an application within a given deadline. This decision is made taking the status of the network into account. This scheduling algorithm was implemented as an extension to the Kubernetes default scheduler, and compared with existing proposals in the literature. The comparison shows that our proposal is the only one that can execute all the submitted jobs within their deadlines (i.e., no job is rejected or executed exceeding its deadline) with certain configurations in some of the scenarios tested, thus obtaining an optimal solution in such scenarios. |
format | Online Article Text |
id | pubmed-8226730 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-82267302021-06-26 Quality of Service Provision in Fog Computing: Network-Aware Scheduling of Containers Caminero, Agustín C. Muñoz-Mansilla, Rocío Sensors (Basel) Article State-of-the-art scenarios, such as Internet of Things (IoT) and Smart Cities, have recently arisen. They involve the processing of huge data sets under strict time requirements, rendering the use of cloud resources unfeasible. For this reason, Fog computing has been proposed as a solution; however, there remains a need for intelligent allocation decisions, in order to make it a fully usable solution in such contexts. In this paper, a network-aware scheduling algorithm is presented, which aims to select the fog node most suitable for the execution of an application within a given deadline. This decision is made taking the status of the network into account. This scheduling algorithm was implemented as an extension to the Kubernetes default scheduler, and compared with existing proposals in the literature. The comparison shows that our proposal is the only one that can execute all the submitted jobs within their deadlines (i.e., no job is rejected or executed exceeding its deadline) with certain configurations in some of the scenarios tested, thus obtaining an optimal solution in such scenarios. MDPI 2021-06-09 /pmc/articles/PMC8226730/ /pubmed/34207675 http://dx.doi.org/10.3390/s21123978 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Caminero, Agustín C. Muñoz-Mansilla, Rocío Quality of Service Provision in Fog Computing: Network-Aware Scheduling of Containers |
title | Quality of Service Provision in Fog Computing: Network-Aware Scheduling of Containers |
title_full | Quality of Service Provision in Fog Computing: Network-Aware Scheduling of Containers |
title_fullStr | Quality of Service Provision in Fog Computing: Network-Aware Scheduling of Containers |
title_full_unstemmed | Quality of Service Provision in Fog Computing: Network-Aware Scheduling of Containers |
title_short | Quality of Service Provision in Fog Computing: Network-Aware Scheduling of Containers |
title_sort | quality of service provision in fog computing: network-aware scheduling of containers |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8226730/ https://www.ncbi.nlm.nih.gov/pubmed/34207675 http://dx.doi.org/10.3390/s21123978 |
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