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Server Consolidation Based on Culture Multiple-Ant-Colony Algorithm in Cloud Computing
High-energy consumption in data centers has become a critical issue. The dynamic server consolidation has significant effects on saving energy of a data center. An effective way to consolidate virtual machines is to migrate virtual machines in real time so that some light load physical machines can...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6631791/ https://www.ncbi.nlm.nih.gov/pubmed/31213035 http://dx.doi.org/10.3390/s19122724 |
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author | Yuan, Chunmiao Sun, Xuemei |
author_facet | Yuan, Chunmiao Sun, Xuemei |
author_sort | Yuan, Chunmiao |
collection | PubMed |
description | High-energy consumption in data centers has become a critical issue. The dynamic server consolidation has significant effects on saving energy of a data center. An effective way to consolidate virtual machines is to migrate virtual machines in real time so that some light load physical machines can be turned off or switched to low-power mode. The present challenge is to reduce the energy consumption of cloud data centers. In this paper, for the first time, a server consolidation algorithm based on the culture multiple-ant-colony algorithm was proposed for dynamic execution of virtual machine migration, thus reducing the energy consumption of cloud data centers. The server consolidation algorithm based on the culture multiple-ant-colony algorithm (CMACA) finds an approximate optimal solution through a specific target function. The simulation results show that the proposed algorithm not only reduces the energy consumption but also reduces the number of virtual machine migration. |
format | Online Article Text |
id | pubmed-6631791 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-66317912019-08-19 Server Consolidation Based on Culture Multiple-Ant-Colony Algorithm in Cloud Computing Yuan, Chunmiao Sun, Xuemei Sensors (Basel) Article High-energy consumption in data centers has become a critical issue. The dynamic server consolidation has significant effects on saving energy of a data center. An effective way to consolidate virtual machines is to migrate virtual machines in real time so that some light load physical machines can be turned off or switched to low-power mode. The present challenge is to reduce the energy consumption of cloud data centers. In this paper, for the first time, a server consolidation algorithm based on the culture multiple-ant-colony algorithm was proposed for dynamic execution of virtual machine migration, thus reducing the energy consumption of cloud data centers. The server consolidation algorithm based on the culture multiple-ant-colony algorithm (CMACA) finds an approximate optimal solution through a specific target function. The simulation results show that the proposed algorithm not only reduces the energy consumption but also reduces the number of virtual machine migration. MDPI 2019-06-17 /pmc/articles/PMC6631791/ /pubmed/31213035 http://dx.doi.org/10.3390/s19122724 Text en © 2019 by the authors. 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 (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Yuan, Chunmiao Sun, Xuemei Server Consolidation Based on Culture Multiple-Ant-Colony Algorithm in Cloud Computing |
title | Server Consolidation Based on Culture Multiple-Ant-Colony Algorithm in Cloud Computing |
title_full | Server Consolidation Based on Culture Multiple-Ant-Colony Algorithm in Cloud Computing |
title_fullStr | Server Consolidation Based on Culture Multiple-Ant-Colony Algorithm in Cloud Computing |
title_full_unstemmed | Server Consolidation Based on Culture Multiple-Ant-Colony Algorithm in Cloud Computing |
title_short | Server Consolidation Based on Culture Multiple-Ant-Colony Algorithm in Cloud Computing |
title_sort | server consolidation based on culture multiple-ant-colony algorithm in cloud computing |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6631791/ https://www.ncbi.nlm.nih.gov/pubmed/31213035 http://dx.doi.org/10.3390/s19122724 |
work_keys_str_mv | AT yuanchunmiao serverconsolidationbasedonculturemultipleantcolonyalgorithmincloudcomputing AT sunxuemei serverconsolidationbasedonculturemultipleantcolonyalgorithmincloudcomputing |