Ant colony algorithm for job scheduling in grid computing

Scheduling jobs to resources in grid computing is complicated due to the distributed and heterogeneous nature of the resources.Stagnation in grid computing system may occur when all jobs require or are assigned to the same resources.This will lead to resourccs having high workload and stagnation may...

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Main Authors: Ku-Mahamud, Ku Ruhana, Abdul Nasir, Husna Jamal
Format: Conference or Workshop Item
Language:English
Published: 2010
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Online Access:http://repo.uum.edu.my/3944/1/Ku_R.pdf
http://repo.uum.edu.my/3944/
http://dx.doi.org/10.1109/AMS.2010.21
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spelling my.uum.repo.39442013-01-21T02:10:55Z http://repo.uum.edu.my/3944/ Ant colony algorithm for job scheduling in grid computing Ku-Mahamud, Ku Ruhana Abdul Nasir, Husna Jamal QA76 Computer software Scheduling jobs to resources in grid computing is complicated due to the distributed and heterogeneous nature of the resources.Stagnation in grid computing system may occur when all jobs require or are assigned to the same resources.This will lead to resourccs having high workload and stagnation may occur if computational times of the processed jobs are high.This paper proposed an enhanced ant colony optimization algorithm for jobs and resources scheduling in grid computing.The proposed ant colony algorithm for job scheduling in the grid environment combines the techniques from Ant Colony System and Max - Min Ant System.The algorithm focuses on local pheromone trail update and the trail limit values. A matrix is used to record the status of the available resources.The agent concept is also integrated in this algorithm for the purpose of updating the grid resource table.Experimental results obtained showed that this is a promising ant colony algorithm for job scheduling in grid environment. 2010 Conference or Workshop Item PeerReviewed application/pdf en http://repo.uum.edu.my/3944/1/Ku_R.pdf Ku-Mahamud, Ku Ruhana and Abdul Nasir, Husna Jamal (2010) Ant colony algorithm for job scheduling in grid computing. In: th Asia International Conference on Mathematical/Analytical Modelling and Computer Simulation (AMS 2010), 26-28 May 2010 , Kota Kinabalu. http://dx.doi.org/10.1109/AMS.2010.21
institution Universiti Utara Malaysia
building UUM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Utara Malaysia
content_source UUM Institutionali Repository
url_provider http://repo.uum.edu.my/
language English
topic QA76 Computer software
spellingShingle QA76 Computer software
Ku-Mahamud, Ku Ruhana
Abdul Nasir, Husna Jamal
Ant colony algorithm for job scheduling in grid computing
description Scheduling jobs to resources in grid computing is complicated due to the distributed and heterogeneous nature of the resources.Stagnation in grid computing system may occur when all jobs require or are assigned to the same resources.This will lead to resourccs having high workload and stagnation may occur if computational times of the processed jobs are high.This paper proposed an enhanced ant colony optimization algorithm for jobs and resources scheduling in grid computing.The proposed ant colony algorithm for job scheduling in the grid environment combines the techniques from Ant Colony System and Max - Min Ant System.The algorithm focuses on local pheromone trail update and the trail limit values. A matrix is used to record the status of the available resources.The agent concept is also integrated in this algorithm for the purpose of updating the grid resource table.Experimental results obtained showed that this is a promising ant colony algorithm for job scheduling in grid environment.
format Conference or Workshop Item
author Ku-Mahamud, Ku Ruhana
Abdul Nasir, Husna Jamal
author_facet Ku-Mahamud, Ku Ruhana
Abdul Nasir, Husna Jamal
author_sort Ku-Mahamud, Ku Ruhana
title Ant colony algorithm for job scheduling in grid computing
title_short Ant colony algorithm for job scheduling in grid computing
title_full Ant colony algorithm for job scheduling in grid computing
title_fullStr Ant colony algorithm for job scheduling in grid computing
title_full_unstemmed Ant colony algorithm for job scheduling in grid computing
title_sort ant colony algorithm for job scheduling in grid computing
publishDate 2010
url http://repo.uum.edu.my/3944/1/Ku_R.pdf
http://repo.uum.edu.my/3944/
http://dx.doi.org/10.1109/AMS.2010.21
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score 13.149126