Recent advances of bat-inspired algorithm, its versions and applications.

Autor: Alyasseri ZAA; ECE Department, Faculty of Engineering, University of Kufa, P.O. Box 21, Najaf, Iraq.; College of Engineering, University of Warith Al-Anbiyaa, Karbala, Iraq.; Information Research and Development Center (ITRDC), University of Kufa, Najaf, Iraq., Alomari OA; MLALP Research Group, University of Sharjah, Sharjah, United Arab Emirates., Al-Betar MA; Artificial Intelligence Research Center (AIRC), College of Engineering and Information Technology, Ajman University, Ajman, United Arab Emirates.; Department of Information Technology, Al-Huson University College, Al-Balqa Applied University, Irbid, Jordan., Makhadmeh SN; Artificial Intelligence Research Center (AIRC), College of Engineering and Information Technology, Ajman University, Ajman, United Arab Emirates., Doush IA; Department of Computing, College of Engineering and Applied Sciences, American University of Kuwait, Salmiya, Kuwait.; Computer Science Department, Yarmouk University, Irbid, Jordan., Awadallah MA; Department of Computer Science, Al-Aqsa University, P.O. Box 4051, Gaza, Palestine.; Artificial Intelligence Research Center (AIRC), Ajman University, Ajman, United Arab Emirates., Abasi AK; Machine Learning Department, Mohamed Bin Zayed University of Artificial Intelligence (MBZUAI), Abu Dhabi, United Arab Emirates., Elnagar A; Department of Computer Science, University of Sharjah, Sharjah, United Arab Emirates.
Jazyk: angličtina
Zdroj: Neural computing & applications [Neural Comput Appl] 2022; Vol. 34 (19), pp. 16387-16422. Date of Electronic Publication: 2022 Aug 11.
DOI: 10.1007/s00521-022-07662-y
Abstrakt: Bat-inspired algorithm (BA) is a robust swarm intelligence algorithm that finds success in many problem domains. The ecosystem of bat animals inspires the main idea of BA. This review paper scanned and analysed the state-of-the-art researches investigated using BA from 2017 to 2021. BA has very impressive characteristics such as its easy-to-use, simple in concepts, flexible and adaptable, consistent, and sound and complete. It has strong operators that incorporate the natural selection principle through survival-of-the-fittest rule within the intensification step attracted by local-best solution. Initially, the growth of the recent solid works published in Scopus indexed articles is summarized in terms of the number of BA-based Journal articles published per year, citations, top authors, work with BA, top institutions, and top countries. After that, the different versions of BA are highlighted to be in line with the complex nature of optimization problems such as binary, modified, hybridized, and multiobjective BA. The successful applications of BA are reviewed and summarized, such as electrical and power system, wireless and network system, environment and materials engineering, classification and clustering, structural and mechanical engineering, feature selection, image and signal processing, robotics, medical and healthcare, scheduling domain, and many others. The critical analysis of the limitations and shortcomings of BA is also mentioned. The open-source codes of BA code are given to build a wealthy BA review. Finally, the BA review is concluded, and the possible future directions for upcoming developments are suggested such as utilizing BA to serve in dynamic, robust, multiobjective, large-scaled optimization as well as improve BA performance by utilizing structure population, tuning parameters, memetic strategy, and selection mechanisms. The reader of this review will determine the best domains and applications used by BA and can justify their BA-related contributions.
Competing Interests: Conflict of interestThe authors declare that they have no conflict of interest.
(© The Author(s), under exclusive licence to Springer-Verlag London Ltd., part of Springer Nature 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.)
Databáze: MEDLINE
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