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A Comprehensive Review of Bat Inspired Algorithm: Variants, Applications, and Hybridization

Bat algorithm (BA) is one of the promising metaheuristic algorithms. It proved its efficiency in dealing with various optimization problems in diverse fields, such as power and energy systems, economic load dispatch problems, engineering design, image processing and medical applications. Thus, this...

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Autores principales: Shehab, Mohammad, Abu-Hashem, Muhannad A., Shambour, Mohd Khaled Yousef, Alsalibi, Ahmed Izzat, Alomari, Osama Ahmad, Gupta, Jatinder N. D., Alsoud, Anas Ratib, Abuhaija, Belal, Abualigah, Laith
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Netherlands 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9490733/
https://www.ncbi.nlm.nih.gov/pubmed/36157973
http://dx.doi.org/10.1007/s11831-022-09817-5
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author Shehab, Mohammad
Abu-Hashem, Muhannad A.
Shambour, Mohd Khaled Yousef
Alsalibi, Ahmed Izzat
Alomari, Osama Ahmad
Gupta, Jatinder N. D.
Alsoud, Anas Ratib
Abuhaija, Belal
Abualigah, Laith
author_facet Shehab, Mohammad
Abu-Hashem, Muhannad A.
Shambour, Mohd Khaled Yousef
Alsalibi, Ahmed Izzat
Alomari, Osama Ahmad
Gupta, Jatinder N. D.
Alsoud, Anas Ratib
Abuhaija, Belal
Abualigah, Laith
author_sort Shehab, Mohammad
collection PubMed
description Bat algorithm (BA) is one of the promising metaheuristic algorithms. It proved its efficiency in dealing with various optimization problems in diverse fields, such as power and energy systems, economic load dispatch problems, engineering design, image processing and medical applications. Thus, this review introduces a comprehensive and exhaustive review of the BA, as well as evaluates its main characteristics by comparing it with other optimization algorithms. The review paper highlights the performance of BA in different applications and the modifications that have been conducted by researchers (i.e., variants of BA). At the end, the conclusions focus on the current work on BA, highlighting its weaknesses, and suggest possible future research directions. The review paper will be helpful for the researchers and practitioners of BA belonging to a wide range of audiences from the domains of optimization, engineering, medical, data mining and clustering. As well, it is wealthy in research on health, environment and public safety. Also, it will aid those who are interested by providing them with potential future research.
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spelling pubmed-94907332022-09-21 A Comprehensive Review of Bat Inspired Algorithm: Variants, Applications, and Hybridization Shehab, Mohammad Abu-Hashem, Muhannad A. Shambour, Mohd Khaled Yousef Alsalibi, Ahmed Izzat Alomari, Osama Ahmad Gupta, Jatinder N. D. Alsoud, Anas Ratib Abuhaija, Belal Abualigah, Laith Arch Comput Methods Eng Review Article Bat algorithm (BA) is one of the promising metaheuristic algorithms. It proved its efficiency in dealing with various optimization problems in diverse fields, such as power and energy systems, economic load dispatch problems, engineering design, image processing and medical applications. Thus, this review introduces a comprehensive and exhaustive review of the BA, as well as evaluates its main characteristics by comparing it with other optimization algorithms. The review paper highlights the performance of BA in different applications and the modifications that have been conducted by researchers (i.e., variants of BA). At the end, the conclusions focus on the current work on BA, highlighting its weaknesses, and suggest possible future research directions. The review paper will be helpful for the researchers and practitioners of BA belonging to a wide range of audiences from the domains of optimization, engineering, medical, data mining and clustering. As well, it is wealthy in research on health, environment and public safety. Also, it will aid those who are interested by providing them with potential future research. Springer Netherlands 2022-09-21 2023 /pmc/articles/PMC9490733/ /pubmed/36157973 http://dx.doi.org/10.1007/s11831-022-09817-5 Text en © The Author(s) under exclusive licence to International Center for Numerical Methods in Engineering (CIMNE) 2022, Springer Nature or its licensor holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law. This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic.
spellingShingle Review Article
Shehab, Mohammad
Abu-Hashem, Muhannad A.
Shambour, Mohd Khaled Yousef
Alsalibi, Ahmed Izzat
Alomari, Osama Ahmad
Gupta, Jatinder N. D.
Alsoud, Anas Ratib
Abuhaija, Belal
Abualigah, Laith
A Comprehensive Review of Bat Inspired Algorithm: Variants, Applications, and Hybridization
title A Comprehensive Review of Bat Inspired Algorithm: Variants, Applications, and Hybridization
title_full A Comprehensive Review of Bat Inspired Algorithm: Variants, Applications, and Hybridization
title_fullStr A Comprehensive Review of Bat Inspired Algorithm: Variants, Applications, and Hybridization
title_full_unstemmed A Comprehensive Review of Bat Inspired Algorithm: Variants, Applications, and Hybridization
title_short A Comprehensive Review of Bat Inspired Algorithm: Variants, Applications, and Hybridization
title_sort comprehensive review of bat inspired algorithm: variants, applications, and hybridization
topic Review Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9490733/
https://www.ncbi.nlm.nih.gov/pubmed/36157973
http://dx.doi.org/10.1007/s11831-022-09817-5
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