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A study of fluctuations in genetic algorithm optimized network in data centre

Study of fluctuation in genetic algorithm has been a sub-objective in genetic algorithm implementations. The reliability of genetic algorithm may vary based on implementation case, hence it is necessary to investigate its performance pattern for each implementation case. The purpose of this study is...

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Main Authors: Nurika, O., Hassan, M.F., Zakaria, N., Jung, L.T.
Format: Article
Published: EAI 2017
Online Access:https://www.scopus.com/inward/record.uri?eid=2-s2.0-85032336611&partnerID=40&md5=f33606e4e5c6db54609b581b1852a633
http://eprints.utp.edu.my/20121/
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spelling my.utp.eprints.201212018-04-22T14:41:38Z A study of fluctuations in genetic algorithm optimized network in data centre Nurika, O. Hassan, M.F. Zakaria, N. Jung, L.T. Study of fluctuation in genetic algorithm has been a sub-objective in genetic algorithm implementations. The reliability of genetic algorithm may vary based on implementation case, hence it is necessary to investigate its performance pattern for each implementation case. The purpose of this study is to observe the reliability of genetic algorithm in our previously simulated network optimization in a data centre. Previous researchers found fluctuation as random occurrence, mainly within small population. This paper's fluctuation observation revolves around our recent optimization of data centre's network. Our findings agree with the nature of genetic algorithm and other researches, where it is found that the fluctuation of fitness values in our case happened randomly in general, but it had higher probability with small population size. However, regardless of fluctuations that in average occurred during early stage of population generation, the near-optimal solutions with near maximum fitness values were able to be generated. This fact has proven the robustness of genetic algorithm itself. EAI 2017 Article PeerReviewed https://www.scopus.com/inward/record.uri?eid=2-s2.0-85032336611&partnerID=40&md5=f33606e4e5c6db54609b581b1852a633 Nurika, O. and Hassan, M.F. and Zakaria, N. and Jung, L.T. (2017) A study of fluctuations in genetic algorithm optimized network in data centre. COMPSE 2016 - 1st EAI International Conference on Computer Science and Engineering . http://eprints.utp.edu.my/20121/
institution Universiti Teknologi Petronas
building UTP Resource Centre
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Petronas
content_source UTP Institutional Repository
url_provider http://eprints.utp.edu.my/
description Study of fluctuation in genetic algorithm has been a sub-objective in genetic algorithm implementations. The reliability of genetic algorithm may vary based on implementation case, hence it is necessary to investigate its performance pattern for each implementation case. The purpose of this study is to observe the reliability of genetic algorithm in our previously simulated network optimization in a data centre. Previous researchers found fluctuation as random occurrence, mainly within small population. This paper's fluctuation observation revolves around our recent optimization of data centre's network. Our findings agree with the nature of genetic algorithm and other researches, where it is found that the fluctuation of fitness values in our case happened randomly in general, but it had higher probability with small population size. However, regardless of fluctuations that in average occurred during early stage of population generation, the near-optimal solutions with near maximum fitness values were able to be generated. This fact has proven the robustness of genetic algorithm itself.
format Article
author Nurika, O.
Hassan, M.F.
Zakaria, N.
Jung, L.T.
spellingShingle Nurika, O.
Hassan, M.F.
Zakaria, N.
Jung, L.T.
A study of fluctuations in genetic algorithm optimized network in data centre
author_facet Nurika, O.
Hassan, M.F.
Zakaria, N.
Jung, L.T.
author_sort Nurika, O.
title A study of fluctuations in genetic algorithm optimized network in data centre
title_short A study of fluctuations in genetic algorithm optimized network in data centre
title_full A study of fluctuations in genetic algorithm optimized network in data centre
title_fullStr A study of fluctuations in genetic algorithm optimized network in data centre
title_full_unstemmed A study of fluctuations in genetic algorithm optimized network in data centre
title_sort study of fluctuations in genetic algorithm optimized network in data centre
publisher EAI
publishDate 2017
url https://www.scopus.com/inward/record.uri?eid=2-s2.0-85032336611&partnerID=40&md5=f33606e4e5c6db54609b581b1852a633
http://eprints.utp.edu.my/20121/
_version_ 1738656166644285440
score 13.211869

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