An analysis of the parameter modifications in varieties of harmony search algorithm

A Harmony Search (HS) algorithm is a population based-meta-heuristics approach that is superior in solving diversified and large scale optimization problems. Several studies have pointed out that Harmony Search is an efficient and flexible tool to resolve optimization problems in diverse areas of...

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Main Authors: Mansor, N. F., Abal Abas, Zuraida, Abdul Rahman, Ahmad Fadzli Nizam, Shibghatullah, Abdul Samad, Safiah , Sidek
Format: Article
Language:English
Published: Praise Worthy Prize 2014
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Online Access:http://eprints.utem.edu.my/id/eprint/14084/1/an_analysis_of_the_parameter_modifications_in_varieties_of_HS_algorithm.pdf
http://eprints.utem.edu.my/id/eprint/14084/
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spelling my.utem.eprints.140842015-05-28T04:36:11Z http://eprints.utem.edu.my/id/eprint/14084/ An analysis of the parameter modifications in varieties of harmony search algorithm Mansor, N. F. Abal Abas, Zuraida Abdul Rahman, Ahmad Fadzli Nizam Shibghatullah, Abdul Samad Safiah , Sidek QA75 Electronic computers. Computer science QA76 Computer software A Harmony Search (HS) algorithm is a population based-meta-heuristics approach that is superior in solving diversified and large scale optimization problems. Several studies have pointed out that Harmony Search is an efficient and flexible tool to resolve optimization problems in diverse areas of construction, engineering, robotics, telecommunication, health and energy. Considering its increasing usage in diverse areas, this paper aims to present the historical development of HS, highlighting on its different features, modifications for improvements and limitations. Based on the description of the fundamental concept of HS, recent variations of the extended HS were analyzed focusing on its algorithm’s theory as well as its fundamental and primary concepts. It was found that the enhancements made on the extended HS are mainly on the modification of the parameters, such as the harmony memory consideration rate (HMCR), pitch adjusting rate (PAR) and distance bandwidth (BW). This analysis provides a useful motivation for researchers interested to improve the achievement of the standard HS algorithm and enhance the solution convergence rate and flexibility. Praise Worthy Prize 2014 Article PeerReviewed application/pdf en http://eprints.utem.edu.my/id/eprint/14084/1/an_analysis_of_the_parameter_modifications_in_varieties_of_HS_algorithm.pdf Mansor, N. F. and Abal Abas, Zuraida and Abdul Rahman, Ahmad Fadzli Nizam and Shibghatullah, Abdul Samad and Safiah , Sidek (2014) An analysis of the parameter modifications in varieties of harmony search algorithm. International Review on Computers and Software (IRECOS) , 9 (10). pp. 1736-1749. ISSN 1828-6003
institution Universiti Teknikal Malaysia Melaka
building UTEM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknikal Malaysia Melaka
content_source UTEM Institutional Repository
url_provider http://eprints.utem.edu.my/
language English
topic QA75 Electronic computers. Computer science
QA76 Computer software
spellingShingle QA75 Electronic computers. Computer science
QA76 Computer software
Mansor, N. F.
Abal Abas, Zuraida
Abdul Rahman, Ahmad Fadzli Nizam
Shibghatullah, Abdul Samad
Safiah , Sidek
An analysis of the parameter modifications in varieties of harmony search algorithm
description A Harmony Search (HS) algorithm is a population based-meta-heuristics approach that is superior in solving diversified and large scale optimization problems. Several studies have pointed out that Harmony Search is an efficient and flexible tool to resolve optimization problems in diverse areas of construction, engineering, robotics, telecommunication, health and energy. Considering its increasing usage in diverse areas, this paper aims to present the historical development of HS, highlighting on its different features, modifications for improvements and limitations. Based on the description of the fundamental concept of HS, recent variations of the extended HS were analyzed focusing on its algorithm’s theory as well as its fundamental and primary concepts. It was found that the enhancements made on the extended HS are mainly on the modification of the parameters, such as the harmony memory consideration rate (HMCR), pitch adjusting rate (PAR) and distance bandwidth (BW). This analysis provides a useful motivation for researchers interested to improve the achievement of the standard HS algorithm and enhance the solution convergence rate and flexibility.
format Article
author Mansor, N. F.
Abal Abas, Zuraida
Abdul Rahman, Ahmad Fadzli Nizam
Shibghatullah, Abdul Samad
Safiah , Sidek
author_facet Mansor, N. F.
Abal Abas, Zuraida
Abdul Rahman, Ahmad Fadzli Nizam
Shibghatullah, Abdul Samad
Safiah , Sidek
author_sort Mansor, N. F.
title An analysis of the parameter modifications in varieties of harmony search algorithm
title_short An analysis of the parameter modifications in varieties of harmony search algorithm
title_full An analysis of the parameter modifications in varieties of harmony search algorithm
title_fullStr An analysis of the parameter modifications in varieties of harmony search algorithm
title_full_unstemmed An analysis of the parameter modifications in varieties of harmony search algorithm
title_sort analysis of the parameter modifications in varieties of harmony search algorithm
publisher Praise Worthy Prize
publishDate 2014
url http://eprints.utem.edu.my/id/eprint/14084/1/an_analysis_of_the_parameter_modifications_in_varieties_of_HS_algorithm.pdf
http://eprints.utem.edu.my/id/eprint/14084/
_version_ 1665905575259537408
score 13.209306