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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...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Netherlands
2022
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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. |
format | Online Article Text |
id | pubmed-9490733 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Springer Netherlands |
record_format | MEDLINE/PubMed |
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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