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Dynamic Voltage Frequency Scaling Simulator for Real Workflows Energy-Aware Management in Green Cloud Computing

Nowadays, the growing computational capabilities of Cloud systems rely on the reduction of the consumed power of their data centers to make them sustainable and economically profitable. The efficient management of computing resources is at the heart of any energy-aware data center and of special rel...

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Autores principales: Cotes-Ruiz, Iván Tomás, Prado, Rocío P., García-Galán, Sebastián, Muñoz-Expósito, José Enrique, Ruiz-Reyes, Nicolás
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5234838/
https://www.ncbi.nlm.nih.gov/pubmed/28085932
http://dx.doi.org/10.1371/journal.pone.0169803
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author Cotes-Ruiz, Iván Tomás
Prado, Rocío P.
García-Galán, Sebastián
Muñoz-Expósito, José Enrique
Ruiz-Reyes, Nicolás
author_facet Cotes-Ruiz, Iván Tomás
Prado, Rocío P.
García-Galán, Sebastián
Muñoz-Expósito, José Enrique
Ruiz-Reyes, Nicolás
author_sort Cotes-Ruiz, Iván Tomás
collection PubMed
description Nowadays, the growing computational capabilities of Cloud systems rely on the reduction of the consumed power of their data centers to make them sustainable and economically profitable. The efficient management of computing resources is at the heart of any energy-aware data center and of special relevance is the adaptation of its performance to workload. Intensive computing applications in diverse areas of science generate complex workload called workflows, whose successful management in terms of energy saving is still at its beginning. WorkflowSim is currently one of the most advanced simulators for research on workflows processing, offering advanced features such as task clustering and failure policies. In this work, an expected power-aware extension of WorkflowSim is presented. This new tool integrates a power model based on a computing-plus-communication design to allow the optimization of new management strategies in energy saving considering computing, reconfiguration and networks costs as well as quality of service, and it incorporates the preeminent strategy for on host energy saving: Dynamic Voltage Frequency Scaling (DVFS). The simulator is designed to be consistent in different real scenarios and to include a wide repertory of DVFS governors. Results showing the validity of the simulator in terms of resources utilization, frequency and voltage scaling, power, energy and time saving are presented. Also, results achieved by the intra-host DVFS strategy with different governors are compared to those of the data center using a recent and successful DVFS-based inter-host scheduling strategy as overlapped mechanism to the DVFS intra-host technique.
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spelling pubmed-52348382017-02-06 Dynamic Voltage Frequency Scaling Simulator for Real Workflows Energy-Aware Management in Green Cloud Computing Cotes-Ruiz, Iván Tomás Prado, Rocío P. García-Galán, Sebastián Muñoz-Expósito, José Enrique Ruiz-Reyes, Nicolás PLoS One Research Article Nowadays, the growing computational capabilities of Cloud systems rely on the reduction of the consumed power of their data centers to make them sustainable and economically profitable. The efficient management of computing resources is at the heart of any energy-aware data center and of special relevance is the adaptation of its performance to workload. Intensive computing applications in diverse areas of science generate complex workload called workflows, whose successful management in terms of energy saving is still at its beginning. WorkflowSim is currently one of the most advanced simulators for research on workflows processing, offering advanced features such as task clustering and failure policies. In this work, an expected power-aware extension of WorkflowSim is presented. This new tool integrates a power model based on a computing-plus-communication design to allow the optimization of new management strategies in energy saving considering computing, reconfiguration and networks costs as well as quality of service, and it incorporates the preeminent strategy for on host energy saving: Dynamic Voltage Frequency Scaling (DVFS). The simulator is designed to be consistent in different real scenarios and to include a wide repertory of DVFS governors. Results showing the validity of the simulator in terms of resources utilization, frequency and voltage scaling, power, energy and time saving are presented. Also, results achieved by the intra-host DVFS strategy with different governors are compared to those of the data center using a recent and successful DVFS-based inter-host scheduling strategy as overlapped mechanism to the DVFS intra-host technique. Public Library of Science 2017-01-13 /pmc/articles/PMC5234838/ /pubmed/28085932 http://dx.doi.org/10.1371/journal.pone.0169803 Text en © 2017 Cotes-Ruiz 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
Cotes-Ruiz, Iván Tomás
Prado, Rocío P.
García-Galán, Sebastián
Muñoz-Expósito, José Enrique
Ruiz-Reyes, Nicolás
Dynamic Voltage Frequency Scaling Simulator for Real Workflows Energy-Aware Management in Green Cloud Computing
title Dynamic Voltage Frequency Scaling Simulator for Real Workflows Energy-Aware Management in Green Cloud Computing
title_full Dynamic Voltage Frequency Scaling Simulator for Real Workflows Energy-Aware Management in Green Cloud Computing
title_fullStr Dynamic Voltage Frequency Scaling Simulator for Real Workflows Energy-Aware Management in Green Cloud Computing
title_full_unstemmed Dynamic Voltage Frequency Scaling Simulator for Real Workflows Energy-Aware Management in Green Cloud Computing
title_short Dynamic Voltage Frequency Scaling Simulator for Real Workflows Energy-Aware Management in Green Cloud Computing
title_sort dynamic voltage frequency scaling simulator for real workflows energy-aware management in green cloud computing
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5234838/
https://www.ncbi.nlm.nih.gov/pubmed/28085932
http://dx.doi.org/10.1371/journal.pone.0169803
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