Comprehensive review of the development of the harmony search algorithm and its applications

This paper presents a comprehensive overview of the development of the harmony search (HS) algorithm and its applications. HS is a well-known human-based meta-heuristic algorithm that mimics the process of creating a new harmony in music. This algorithm can be applied to different fields of research...

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Main Authors:	Al-Omoush, A.A., Alsewari, Abdulrahman A., Alamri, Hammoudeh S., Kamal Z., Zamli
Format:	Article
Language:	English
Published:	IEEE 2019
Subjects:	QA76 Computer software
Online Access:	http://umpir.ump.edu.my/id/eprint/24014/ http://umpir.ump.edu.my/id/eprint/24014/ http://umpir.ump.edu.my/id/eprint/24014/ http://umpir.ump.edu.my/id/eprint/24014/7/Comprehensive%20Review%20of%20the%20Development%20of%20the%20Harmony%20Search%20Algorithm%20and%20its%20Applications.pdf

id	ump-24014
recordtype	eprints
spelling	ump-240142019-03-07T08:00:59Z http://umpir.ump.edu.my/id/eprint/24014/ Comprehensive review of the development of the harmony search algorithm and its applications Al-Omoush, A.A. Alsewari, Abdulrahman A. Alamri, Hammoudeh S. Kamal Z., Zamli QA76 Computer software This paper presents a comprehensive overview of the development of the harmony search (HS) algorithm and its applications. HS is a well-known human-based meta-heuristic algorithm that mimics the process of creating a new harmony in music. This algorithm can be applied to different fields of research, owing to its ability to balance between exploitation (i.e., searching around the known best) and exploration (i.e., roaming the entire search space). Thus, numerous studies have been conducted to utilize HS in real-world optimization problems, and many variants and hybrid algorithms of HS have been developed to cope with different problems. In this paper, HS and its variants are reviewed from various aspects. First, we describe the HS algorithm and present how its parameters affect algorithm performance. Second, we describe HS classifications based on the well-known HS variants and hybrid algorithms, along with their applications. Finally, a discussion conducted on the strengths and weaknesses of the HS algorithm and the possibilities for its improvement. Focusing on related work from diverse fields (such as optimization, engineering, computer science, biology, and medicine), this paper can foster interests on the application of HS for multidisciplinary audiences. IEEE 2019 Article PeerReviewed pdf en http://umpir.ump.edu.my/id/eprint/24014/7/Comprehensive%20Review%20of%20the%20Development%20of%20the%20Harmony%20Search%20Algorithm%20and%20its%20Applications.pdf Al-Omoush, A.A. and Alsewari, Abdulrahman A. and Alamri, Hammoudeh S. and Kamal Z., Zamli (2019) Comprehensive review of the development of the harmony search algorithm and its applications. IEEE Access, 7. pp. 14233-14245. ISSN 2169-3536 https://doi.org/10.1109/ACCESS.2019.2893662 https://doi.org/10.1109/ACCESS.2019.2893662
repository_type	Digital Repository
institution_category	Local University
institution	Universiti Malaysia Pahang
building	UMP Institutional Repository
collection	Online Access
language	English
topic	QA76 Computer software
spellingShingle	QA76 Computer software Al-Omoush, A.A. Alsewari, Abdulrahman A. Alamri, Hammoudeh S. Kamal Z., Zamli Comprehensive review of the development of the harmony search algorithm and its applications
description	This paper presents a comprehensive overview of the development of the harmony search (HS) algorithm and its applications. HS is a well-known human-based meta-heuristic algorithm that mimics the process of creating a new harmony in music. This algorithm can be applied to different fields of research, owing to its ability to balance between exploitation (i.e., searching around the known best) and exploration (i.e., roaming the entire search space). Thus, numerous studies have been conducted to utilize HS in real-world optimization problems, and many variants and hybrid algorithms of HS have been developed to cope with different problems. In this paper, HS and its variants are reviewed from various aspects. First, we describe the HS algorithm and present how its parameters affect algorithm performance. Second, we describe HS classifications based on the well-known HS variants and hybrid algorithms, along with their applications. Finally, a discussion conducted on the strengths and weaknesses of the HS algorithm and the possibilities for its improvement. Focusing on related work from diverse fields (such as optimization, engineering, computer science, biology, and medicine), this paper can foster interests on the application of HS for multidisciplinary audiences.
format	Article
author	Al-Omoush, A.A. Alsewari, Abdulrahman A. Alamri, Hammoudeh S. Kamal Z., Zamli
author_facet	Al-Omoush, A.A. Alsewari, Abdulrahman A. Alamri, Hammoudeh S. Kamal Z., Zamli
author_sort	Al-Omoush, A.A.
title	Comprehensive review of the development of the harmony search algorithm and its applications
title_short	Comprehensive review of the development of the harmony search algorithm and its applications
title_full	Comprehensive review of the development of the harmony search algorithm and its applications
title_fullStr	Comprehensive review of the development of the harmony search algorithm and its applications
title_full_unstemmed	Comprehensive review of the development of the harmony search algorithm and its applications
title_sort	comprehensive review of the development of the harmony search algorithm and its applications
publisher	IEEE
publishDate	2019
url	http://umpir.ump.edu.my/id/eprint/24014/ http://umpir.ump.edu.my/id/eprint/24014/ http://umpir.ump.edu.my/id/eprint/24014/ http://umpir.ump.edu.my/id/eprint/24014/7/Comprehensive%20Review%20of%20the%20Development%20of%20the%20Harmony%20Search%20Algorithm%20and%20its%20Applications.pdf
first_indexed	2023-09-18T22:36:10Z
last_indexed	2023-09-18T22:36:10Z
_version_	1777416610074591232

Comprehensive review of the development of the harmony search algorithm and its applications

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