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Strategic oscillation for exploitation and exploration of ACS algorithm for job scheduling in static grid computing

Exploitation and exploration mechanisms are the main components in metaheuristics algorithms. These mechanisms are implemented explicitly in ant colony system algorithm.The rate between the exploitation and exploration mechanisms is controlled using a parameter set by the users of the algorithm. Ho...

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Main Authors: Alobaedy, Mustafa Muwafak, Ku-Mahamud, Ku Ruhana
Format: Conference or Workshop Item
Language:English
Published: 2015
Subjects:
QA76 Computer software
Online Access:http://repo.uum.edu.my/15011/1/paper%20mustafa%20ICCTIM.pdf
http://repo.uum.edu.my/15011/
http://sdiwc.net/conferences/icctim2015/
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spelling my.uum.repo.150112016-04-27T01:07:32Z http://repo.uum.edu.my/15011/ Strategic oscillation for exploitation and exploration of ACS algorithm for job scheduling in static grid computing Alobaedy, Mustafa Muwafak Ku-Mahamud, Ku Ruhana QA76 Computer software Exploitation and exploration mechanisms are the main components in metaheuristics algorithms. These mechanisms are implemented explicitly in ant colony system algorithm.The rate between the exploitation and exploration mechanisms is controlled using a parameter set by the users of the algorithm. However, the rate remains unchanged during the algorithm iterations, which makes the algorithm either bias toward exploitation or exploration.Hence, this study proposes a strategic oscillation rate to control the exploitation and exploration in ant colony system.The proposed algorithm was evaluated with job scheduling problem benchmarks on grid computing.Experimental results show that the proposed algorithm outperforms other metaheuristics algorithms in terms of makespan and flowtime. The strategic oscillation has improved the exploration and exploitation in ant colony system. 2015 Conference or Workshop Item PeerReviewed application/pdf en http://repo.uum.edu.my/15011/1/paper%20mustafa%20ICCTIM.pdf Alobaedy, Mustafa Muwafak and Ku-Mahamud, Ku Ruhana (2015) Strategic oscillation for exploitation and exploration of ACS algorithm for job scheduling in static grid computing. In: Second International Conference on Computing Technology and Information Management (ICCTIM2015), April 21-23, 2015, Universiti Tun Hussein Onn Malaysia. http://sdiwc.net/conferences/icctim2015/
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
Alobaedy, Mustafa Muwafak
Ku-Mahamud, Ku Ruhana
Strategic oscillation for exploitation and exploration of ACS algorithm for job scheduling in static grid computing
description Exploitation and exploration mechanisms are the main components in metaheuristics algorithms. These mechanisms are implemented explicitly in ant colony system algorithm.The rate between the exploitation and exploration mechanisms is controlled using a parameter set by the users of the algorithm. However, the rate remains unchanged during the algorithm iterations, which makes the algorithm either bias toward exploitation or exploration.Hence, this study proposes a strategic oscillation rate to control the exploitation and exploration in ant colony system.The proposed algorithm was evaluated with job scheduling problem benchmarks on grid computing.Experimental results show that the proposed algorithm outperforms other metaheuristics algorithms in terms of makespan and flowtime. The strategic oscillation has improved the exploration and exploitation in ant colony system.
format Conference or Workshop Item
author Alobaedy, Mustafa Muwafak
Ku-Mahamud, Ku Ruhana
author_facet Alobaedy, Mustafa Muwafak
Ku-Mahamud, Ku Ruhana
author_sort Alobaedy, Mustafa Muwafak
title Strategic oscillation for exploitation and exploration of ACS algorithm for job scheduling in static grid computing
title_short Strategic oscillation for exploitation and exploration of ACS algorithm for job scheduling in static grid computing
title_full Strategic oscillation for exploitation and exploration of ACS algorithm for job scheduling in static grid computing
title_fullStr Strategic oscillation for exploitation and exploration of ACS algorithm for job scheduling in static grid computing
title_full_unstemmed Strategic oscillation for exploitation and exploration of ACS algorithm for job scheduling in static grid computing
title_sort strategic oscillation for exploitation and exploration of acs algorithm for job scheduling in static grid computing
publishDate 2015
url http://repo.uum.edu.my/15011/1/paper%20mustafa%20ICCTIM.pdf
http://repo.uum.edu.my/15011/
http://sdiwc.net/conferences/icctim2015/
_version_ 1644281605299109888
score 13.211869

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