Cargando…

Improving Convergence Speed of Bat Algorithm Using Multiple Pulse Emissions along Multiple Directions

Metaheuristic algorithms are effectively used in searching some optical solution space. for optical solution. It is basically the type of local search generalization that can provide useful solutions for issues related to optimization. Several benefits are associated with this type of algorithms due...

Descripción completa

Detalles Bibliográficos
Autores principales: Younas, Waqar, Ali, Gauhar, Ahmad, Naveed, Abbas, Qamar, Masood, Muhammad Talha, Munir, Asim, ElAffendi, Mohammed
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9736267/
https://www.ncbi.nlm.nih.gov/pubmed/36502215
http://dx.doi.org/10.3390/s22239513
_version_ 1784846981720440832
author Younas, Waqar
Ali, Gauhar
Ahmad, Naveed
Abbas, Qamar
Masood, Muhammad Talha
Munir, Asim
ElAffendi, Mohammed
author_facet Younas, Waqar
Ali, Gauhar
Ahmad, Naveed
Abbas, Qamar
Masood, Muhammad Talha
Munir, Asim
ElAffendi, Mohammed
author_sort Younas, Waqar
collection PubMed
description Metaheuristic algorithms are effectively used in searching some optical solution space. for optical solution. It is basically the type of local search generalization that can provide useful solutions for issues related to optimization. Several benefits are associated with this type of algorithms due to that such algorithms can be better to solve many issues in an effective way. To provide fast and accurate solutions to huge range of complex issues is one main benefit metaheuristic algorithms. Some metaheuristic algorithms are effectively used to classify the problems and BAT Algorithm (BA) is one of them is more popular in use to sort out issues related to optimization of theoretical and realistic. Sometimes BA fails to find global optima and gets stuck in local optima because of the absence of investigation and manipulation. We have improved the BA to boost its local searching ability and diminish the premature problem. An improved equation of search with more necessary information through the search is set for the generation of the solution. Test set of benchmark functions are utilized to verify the proposed method’s performance. The results of simulation showed that proposed methods are best optimal solution as compare to others.
format Online
Article
Text
id pubmed-9736267
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-97362672022-12-11 Improving Convergence Speed of Bat Algorithm Using Multiple Pulse Emissions along Multiple Directions Younas, Waqar Ali, Gauhar Ahmad, Naveed Abbas, Qamar Masood, Muhammad Talha Munir, Asim ElAffendi, Mohammed Sensors (Basel) Article Metaheuristic algorithms are effectively used in searching some optical solution space. for optical solution. It is basically the type of local search generalization that can provide useful solutions for issues related to optimization. Several benefits are associated with this type of algorithms due to that such algorithms can be better to solve many issues in an effective way. To provide fast and accurate solutions to huge range of complex issues is one main benefit metaheuristic algorithms. Some metaheuristic algorithms are effectively used to classify the problems and BAT Algorithm (BA) is one of them is more popular in use to sort out issues related to optimization of theoretical and realistic. Sometimes BA fails to find global optima and gets stuck in local optima because of the absence of investigation and manipulation. We have improved the BA to boost its local searching ability and diminish the premature problem. An improved equation of search with more necessary information through the search is set for the generation of the solution. Test set of benchmark functions are utilized to verify the proposed method’s performance. The results of simulation showed that proposed methods are best optimal solution as compare to others. MDPI 2022-12-05 /pmc/articles/PMC9736267/ /pubmed/36502215 http://dx.doi.org/10.3390/s22239513 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Younas, Waqar
Ali, Gauhar
Ahmad, Naveed
Abbas, Qamar
Masood, Muhammad Talha
Munir, Asim
ElAffendi, Mohammed
Improving Convergence Speed of Bat Algorithm Using Multiple Pulse Emissions along Multiple Directions
title Improving Convergence Speed of Bat Algorithm Using Multiple Pulse Emissions along Multiple Directions
title_full Improving Convergence Speed of Bat Algorithm Using Multiple Pulse Emissions along Multiple Directions
title_fullStr Improving Convergence Speed of Bat Algorithm Using Multiple Pulse Emissions along Multiple Directions
title_full_unstemmed Improving Convergence Speed of Bat Algorithm Using Multiple Pulse Emissions along Multiple Directions
title_short Improving Convergence Speed of Bat Algorithm Using Multiple Pulse Emissions along Multiple Directions
title_sort improving convergence speed of bat algorithm using multiple pulse emissions along multiple directions
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9736267/
https://www.ncbi.nlm.nih.gov/pubmed/36502215
http://dx.doi.org/10.3390/s22239513
work_keys_str_mv AT younaswaqar improvingconvergencespeedofbatalgorithmusingmultiplepulseemissionsalongmultipledirections
AT aligauhar improvingconvergencespeedofbatalgorithmusingmultiplepulseemissionsalongmultipledirections
AT ahmadnaveed improvingconvergencespeedofbatalgorithmusingmultiplepulseemissionsalongmultipledirections
AT abbasqamar improvingconvergencespeedofbatalgorithmusingmultiplepulseemissionsalongmultipledirections
AT masoodmuhammadtalha improvingconvergencespeedofbatalgorithmusingmultiplepulseemissionsalongmultipledirections
AT munirasim improvingconvergencespeedofbatalgorithmusingmultiplepulseemissionsalongmultipledirections
AT elaffendimohammed improvingconvergencespeedofbatalgorithmusingmultiplepulseemissionsalongmultipledirections