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MoHRiPA—An Architecture for Hybrid Resources Management of Private Cloud Environments

The high demand for data processing in web applications has grown in recent years due to the increased computing infrastructure supply as a service in a cloud computing ecosystem. This ecosystem offers benefits such as broad network access, elasticity, and resource sharing, among others. However, pr...

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Autores principales: Andreazi, Gabriel Tomiatti, Estrella, Júlio Cezar, Bruschi, Sarita Mazzini, Immich, Roger, Guidoni, Daniel, Alves Pereira Júnior, Lourenço, Meneguette, Rodolfo Ipolito
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8537690/
https://www.ncbi.nlm.nih.gov/pubmed/34696070
http://dx.doi.org/10.3390/s21206857
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author Andreazi, Gabriel Tomiatti
Estrella, Júlio Cezar
Bruschi, Sarita Mazzini
Immich, Roger
Guidoni, Daniel
Alves Pereira Júnior, Lourenço
Meneguette, Rodolfo Ipolito
author_facet Andreazi, Gabriel Tomiatti
Estrella, Júlio Cezar
Bruschi, Sarita Mazzini
Immich, Roger
Guidoni, Daniel
Alves Pereira Júnior, Lourenço
Meneguette, Rodolfo Ipolito
author_sort Andreazi, Gabriel Tomiatti
collection PubMed
description The high demand for data processing in web applications has grown in recent years due to the increased computing infrastructure supply as a service in a cloud computing ecosystem. This ecosystem offers benefits such as broad network access, elasticity, and resource sharing, among others. However, properly exploiting these benefits requires optimized provisioning of computational resources in the target infrastructure. Several studies in the literature improve the quality of this management, which involves enhancing the scalability of the infrastructure, either through cost management policies or strategies aimed at resource scaling. However, few studies adequately explore performance evaluation mechanisms. In this context, we present the MoHRiPA—Management of Hybrid Resources in Private cloud Architecture. MoHRiPA has a modular design encompassing scheduling algorithms, virtualization tools, and monitoring tools. The proposed architecture solution allows assessing the overall system’s performance by using complete factorial planning to identify the general behavior of architecture under high demand of requests. It also evaluates workload behavior, the number of virtualized resources, and provides an elastic resource manager. A composite metric is also proposed and adopted as a criterion for resource scaling. This work presents a performance evaluation by using formal techniques, which analyses the scheduling algorithms of architecture and the experiment bottlenecks analysis, average response time, and latency. In summary, the proposed MoHRiPA mapping resources algorithm (HashRefresh) showed significant improvement results than the analyzed competitor, decreasing about [Formula: see text] percent in the uniform average compared to ListSheduling (LS).
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spelling pubmed-85376902021-10-24 MoHRiPA—An Architecture for Hybrid Resources Management of Private Cloud Environments Andreazi, Gabriel Tomiatti Estrella, Júlio Cezar Bruschi, Sarita Mazzini Immich, Roger Guidoni, Daniel Alves Pereira Júnior, Lourenço Meneguette, Rodolfo Ipolito Sensors (Basel) Article The high demand for data processing in web applications has grown in recent years due to the increased computing infrastructure supply as a service in a cloud computing ecosystem. This ecosystem offers benefits such as broad network access, elasticity, and resource sharing, among others. However, properly exploiting these benefits requires optimized provisioning of computational resources in the target infrastructure. Several studies in the literature improve the quality of this management, which involves enhancing the scalability of the infrastructure, either through cost management policies or strategies aimed at resource scaling. However, few studies adequately explore performance evaluation mechanisms. In this context, we present the MoHRiPA—Management of Hybrid Resources in Private cloud Architecture. MoHRiPA has a modular design encompassing scheduling algorithms, virtualization tools, and monitoring tools. The proposed architecture solution allows assessing the overall system’s performance by using complete factorial planning to identify the general behavior of architecture under high demand of requests. It also evaluates workload behavior, the number of virtualized resources, and provides an elastic resource manager. A composite metric is also proposed and adopted as a criterion for resource scaling. This work presents a performance evaluation by using formal techniques, which analyses the scheduling algorithms of architecture and the experiment bottlenecks analysis, average response time, and latency. In summary, the proposed MoHRiPA mapping resources algorithm (HashRefresh) showed significant improvement results than the analyzed competitor, decreasing about [Formula: see text] percent in the uniform average compared to ListSheduling (LS). MDPI 2021-10-15 /pmc/articles/PMC8537690/ /pubmed/34696070 http://dx.doi.org/10.3390/s21206857 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
Andreazi, Gabriel Tomiatti
Estrella, Júlio Cezar
Bruschi, Sarita Mazzini
Immich, Roger
Guidoni, Daniel
Alves Pereira Júnior, Lourenço
Meneguette, Rodolfo Ipolito
MoHRiPA—An Architecture for Hybrid Resources Management of Private Cloud Environments
title MoHRiPA—An Architecture for Hybrid Resources Management of Private Cloud Environments
title_full MoHRiPA—An Architecture for Hybrid Resources Management of Private Cloud Environments
title_fullStr MoHRiPA—An Architecture for Hybrid Resources Management of Private Cloud Environments
title_full_unstemmed MoHRiPA—An Architecture for Hybrid Resources Management of Private Cloud Environments
title_short MoHRiPA—An Architecture for Hybrid Resources Management of Private Cloud Environments
title_sort mohripa—an architecture for hybrid resources management of private cloud environments
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8537690/
https://www.ncbi.nlm.nih.gov/pubmed/34696070
http://dx.doi.org/10.3390/s21206857
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