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Load balancing using dynamic ant colony system based fault tolerance in grid computing

Load balancing is often disregarded when implementing fault tolerance capability in grid computing. Effective load balancing ensures that a fair amount of load is assigned to each resource, based on its fitness rather than assigning a majority of tasks to the most fitting resources. Proper load bala...

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Main Authors: Bukhari, Saufi, Ku-Mahamud, Ku Ruhana, Morino, Hiroaki
Format: Article
Language:English
Published: Institute of IInstituteof IInformation Technology, Kohat University of Science and Technologynformation Technology, Kohat University of Science and Technology 2019
Subjects:
QA75 Electronic computers. Computer science
Online Access:http://repo.uum.edu.my/27863/1/IJCNIS%2011%202%202019%20297%20303.pdf
http://repo.uum.edu.my/27863/
https://www.ijcnis.org/index.php/ijcnis/article/view/3861
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spelling my.uum.repo.278632020-11-10T05:54:13Z http://repo.uum.edu.my/27863/ Load balancing using dynamic ant colony system based fault tolerance in grid computing Bukhari, Saufi Ku-Mahamud, Ku Ruhana Morino, Hiroaki QA75 Electronic computers. Computer science Load balancing is often disregarded when implementing fault tolerance capability in grid computing. Effective load balancing ensures that a fair amount of load is assigned to each resource, based on its fitness rather than assigning a majority of tasks to the most fitting resources. Proper load balancing in a fault tolerance system would also reduce the bottleneck at the most fit resources and increase utilization of other resources. This paper presents a fault tolerance algorithm based on ant colony system, that considers load balancing based on resource fitness with re submission and checkpoint technique, to improve fault tolerance capability in grid computing. Experimental results indicated that the proposed fault tolerance algorithm has better execution time, throughput, make span, latency, load balancing and success rate. Institute of IInstituteof IInformation Technology, Kohat University of Science and Technologynformation Technology, Kohat University of Science and Technology 2019 Article PeerReviewed application/pdf en http://repo.uum.edu.my/27863/1/IJCNIS%2011%202%202019%20297%20303.pdf Bukhari, Saufi and Ku-Mahamud, Ku Ruhana and Morino, Hiroaki (2019) Load balancing using dynamic ant colony system based fault tolerance in grid computing. International Journal of Communication Networks and Information Security (IJCNIS), 11 (2). pp. 297-303. ISSN 2076-0930 https://www.ijcnis.org/index.php/ijcnis/article/view/3861
institution Universiti Utara Malaysia
building UUM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Utara Malaysia
content_source UUM Institutional Repository
url_provider http://repo.uum.edu.my/
language English
topic QA75 Electronic computers. Computer science
spellingShingle QA75 Electronic computers. Computer science
Bukhari, Saufi
Ku-Mahamud, Ku Ruhana
Morino, Hiroaki
Load balancing using dynamic ant colony system based fault tolerance in grid computing
description Load balancing is often disregarded when implementing fault tolerance capability in grid computing. Effective load balancing ensures that a fair amount of load is assigned to each resource, based on its fitness rather than assigning a majority of tasks to the most fitting resources. Proper load balancing in a fault tolerance system would also reduce the bottleneck at the most fit resources and increase utilization of other resources. This paper presents a fault tolerance algorithm based on ant colony system, that considers load balancing based on resource fitness with re submission and checkpoint technique, to improve fault tolerance capability in grid computing. Experimental results indicated that the proposed fault tolerance algorithm has better execution time, throughput, make span, latency, load balancing and success rate.
format Article
author Bukhari, Saufi
Ku-Mahamud, Ku Ruhana
Morino, Hiroaki
author_facet Bukhari, Saufi
Ku-Mahamud, Ku Ruhana
Morino, Hiroaki
author_sort Bukhari, Saufi
title Load balancing using dynamic ant colony system based fault tolerance in grid computing
title_short Load balancing using dynamic ant colony system based fault tolerance in grid computing
title_full Load balancing using dynamic ant colony system based fault tolerance in grid computing
title_fullStr Load balancing using dynamic ant colony system based fault tolerance in grid computing
title_full_unstemmed Load balancing using dynamic ant colony system based fault tolerance in grid computing
title_sort load balancing using dynamic ant colony system based fault tolerance in grid computing
publisher Institute of IInstituteof IInformation Technology, Kohat University of Science and Technologynformation Technology, Kohat University of Science and Technology
publishDate 2019
url http://repo.uum.edu.my/27863/1/IJCNIS%2011%202%202019%20297%20303.pdf
http://repo.uum.edu.my/27863/
https://www.ijcnis.org/index.php/ijcnis/article/view/3861
_version_ 1684655810308734976
score 13.211869

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