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VM Capacity-Aware Scheduling within Budget Constraints in IaaS Clouds

Recently, cloud computing has drawn significant attention from both industry and academia, bringing unprecedented changes to computing and information technology. The infrastructure-as-a-Service (IaaS) model offers new abilities such as the elastic provisioning and relinquishing of computing resourc...

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Autores principales: Thanasias, Vasileios, Lee, Choonhwa, Hanif, Muhammad, Kim, Eunsam, Helal, Sumi
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4976937/
https://www.ncbi.nlm.nih.gov/pubmed/27501046
http://dx.doi.org/10.1371/journal.pone.0160456
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author Thanasias, Vasileios
Lee, Choonhwa
Hanif, Muhammad
Kim, Eunsam
Helal, Sumi
author_facet Thanasias, Vasileios
Lee, Choonhwa
Hanif, Muhammad
Kim, Eunsam
Helal, Sumi
author_sort Thanasias, Vasileios
collection PubMed
description Recently, cloud computing has drawn significant attention from both industry and academia, bringing unprecedented changes to computing and information technology. The infrastructure-as-a-Service (IaaS) model offers new abilities such as the elastic provisioning and relinquishing of computing resources in response to workload fluctuations. However, because the demand for resources dynamically changes over time, the provisioning of resources in a way that a given budget is efficiently utilized while maintaining a sufficing performance remains a key challenge. This paper addresses the problem of task scheduling and resource provisioning for a set of tasks running on IaaS clouds; it presents novel provisioning and scheduling algorithms capable of executing tasks within a given budget, while minimizing the slowdown due to the budget constraint. Our simulation study demonstrates a substantial reduction up to 70% in the overall task slowdown rate by the proposed algorithms.
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spelling pubmed-49769372016-08-25 VM Capacity-Aware Scheduling within Budget Constraints in IaaS Clouds Thanasias, Vasileios Lee, Choonhwa Hanif, Muhammad Kim, Eunsam Helal, Sumi PLoS One Research Article Recently, cloud computing has drawn significant attention from both industry and academia, bringing unprecedented changes to computing and information technology. The infrastructure-as-a-Service (IaaS) model offers new abilities such as the elastic provisioning and relinquishing of computing resources in response to workload fluctuations. However, because the demand for resources dynamically changes over time, the provisioning of resources in a way that a given budget is efficiently utilized while maintaining a sufficing performance remains a key challenge. This paper addresses the problem of task scheduling and resource provisioning for a set of tasks running on IaaS clouds; it presents novel provisioning and scheduling algorithms capable of executing tasks within a given budget, while minimizing the slowdown due to the budget constraint. Our simulation study demonstrates a substantial reduction up to 70% in the overall task slowdown rate by the proposed algorithms. Public Library of Science 2016-08-08 /pmc/articles/PMC4976937/ /pubmed/27501046 http://dx.doi.org/10.1371/journal.pone.0160456 Text en © 2016 Thanasias et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Thanasias, Vasileios
Lee, Choonhwa
Hanif, Muhammad
Kim, Eunsam
Helal, Sumi
VM Capacity-Aware Scheduling within Budget Constraints in IaaS Clouds
title VM Capacity-Aware Scheduling within Budget Constraints in IaaS Clouds
title_full VM Capacity-Aware Scheduling within Budget Constraints in IaaS Clouds
title_fullStr VM Capacity-Aware Scheduling within Budget Constraints in IaaS Clouds
title_full_unstemmed VM Capacity-Aware Scheduling within Budget Constraints in IaaS Clouds
title_short VM Capacity-Aware Scheduling within Budget Constraints in IaaS Clouds
title_sort vm capacity-aware scheduling within budget constraints in iaas clouds
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4976937/
https://www.ncbi.nlm.nih.gov/pubmed/27501046
http://dx.doi.org/10.1371/journal.pone.0160456
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