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...
Saved in:
Main Authors: | , , , , |
---|---|
Format: | Article |
Language: | English |
Published: |
Praise Worthy Prize
2014
|
Subjects: | |
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/ |
Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
id |
my.utem.eprints.14084 |
---|---|
record_format |
eprints |
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 |