Enhanced quadratic approximation integrated with butterfly optimization: a new search algorithm tested on structural and mathematical problems

Abstract The Butterfly Optimization Algorithm (BOA) is a swarm-based technique, inspired by mating and food searching process of butterflies, developed last year. Experiments indicate that the BOA provides substantial exploration capability on conventional unconstrained benchmark problems, however f...

Descripción completa

Guardado en:

Detalles Bibliográficos
Autores principales:	Mortazavi,Ali, Şeker,Soner
Lenguaje:	English
Publicado:	Escuela de Construcción Civil, Pontificia Universidad Católica de Chile 2021
Materias:	quadratic approximation butterfly optimization algorithm hybrid methods
Acceso en línea:	http://www.scielo.cl/scielo.php?script=sci_arttext&pid=S0718-915X2021000200215
Etiquetas:	Agregar Etiqueta Sin Etiquetas, Sea el primero en etiquetar este registro!

id	oai:scielo:S0718-915X2021000200215
record_format	dspace
spelling	oai:scielo:S0718-915X20210002002152021-09-15Enhanced quadratic approximation integrated with butterfly optimization: a new search algorithm tested on structural and mathematical problemsMortazavi,AliŞeker,Soner quadratic approximation butterfly optimization algorithm hybrid methods Abstract The Butterfly Optimization Algorithm (BOA) is a swarm-based technique, inspired by mating and food searching process of butterflies, developed last year. Experiments indicate that the BOA provides substantial exploration capability on conventional unconstrained benchmark problems, however for the cases with more complex and noisy domains the algorithm can easily be trapped into local minima due to its restricted exploitation behavior. To tackle this issue, the current study deals with introducing an alternative search strategy to explore the region of the search domain with high certainty. Such that, firstly a weighted agent is defined and then a quadratic search is performed in the vicinity of this pre-defined agent. This alternative search strategy is named Enhanced Quadratic Approximation (EQA) and it is combined with the BOA method to improve its exploitation behavior and provide an efficient search algorithm. Thus, obtained new method is named as Enhanced Quadratic Approximation Integrated with Butterfly Optimization (EQB) algorithm. Different properties of the proposed EQB are tested on mathematical and structural benchmark problems. Acquired results show that the introduced algorithm, in comparison with its parent method and some other well- established reported algorithms in the literature, provides a competitive performance in terms of stability, accuracy and convergence rate.info:eu-repo/semantics/openAccessEscuela de Construcción Civil, Pontificia Universidad Católica de ChileRevista de la construcción v.20 n.2 20212021-09-01text/htmlhttp://www.scielo.cl/scielo.php?script=sci_arttext&pid=S0718-915X2021000200215en10.7764/rdlc.20.2.215
institution	Scielo Chile
collection	Scielo Chile
language	English
topic	quadratic approximation butterfly optimization algorithm hybrid methods
spellingShingle	quadratic approximation butterfly optimization algorithm hybrid methods Mortazavi,Ali Şeker,Soner Enhanced quadratic approximation integrated with butterfly optimization: a new search algorithm tested on structural and mathematical problems
description	Abstract The Butterfly Optimization Algorithm (BOA) is a swarm-based technique, inspired by mating and food searching process of butterflies, developed last year. Experiments indicate that the BOA provides substantial exploration capability on conventional unconstrained benchmark problems, however for the cases with more complex and noisy domains the algorithm can easily be trapped into local minima due to its restricted exploitation behavior. To tackle this issue, the current study deals with introducing an alternative search strategy to explore the region of the search domain with high certainty. Such that, firstly a weighted agent is defined and then a quadratic search is performed in the vicinity of this pre-defined agent. This alternative search strategy is named Enhanced Quadratic Approximation (EQA) and it is combined with the BOA method to improve its exploitation behavior and provide an efficient search algorithm. Thus, obtained new method is named as Enhanced Quadratic Approximation Integrated with Butterfly Optimization (EQB) algorithm. Different properties of the proposed EQB are tested on mathematical and structural benchmark problems. Acquired results show that the introduced algorithm, in comparison with its parent method and some other well- established reported algorithms in the literature, provides a competitive performance in terms of stability, accuracy and convergence rate.
author	Mortazavi,Ali Şeker,Soner
author_facet	Mortazavi,Ali Şeker,Soner
author_sort	Mortazavi,Ali
title	Enhanced quadratic approximation integrated with butterfly optimization: a new search algorithm tested on structural and mathematical problems
title_short	Enhanced quadratic approximation integrated with butterfly optimization: a new search algorithm tested on structural and mathematical problems
title_full	Enhanced quadratic approximation integrated with butterfly optimization: a new search algorithm tested on structural and mathematical problems
title_fullStr	Enhanced quadratic approximation integrated with butterfly optimization: a new search algorithm tested on structural and mathematical problems
title_full_unstemmed	Enhanced quadratic approximation integrated with butterfly optimization: a new search algorithm tested on structural and mathematical problems
title_sort	enhanced quadratic approximation integrated with butterfly optimization: a new search algorithm tested on structural and mathematical problems
publisher	Escuela de Construcción Civil, Pontificia Universidad Católica de Chile
publishDate	2021
url	http://www.scielo.cl/scielo.php?script=sci_arttext&pid=S0718-915X2021000200215
work_keys_str_mv	AT mortazaviali enhancedquadraticapproximationintegratedwithbutterflyoptimizationanewsearchalgorithmtestedonstructuralandmathematicalproblems AT 350ekersoner enhancedquadraticapproximationintegratedwithbutterflyoptimizationanewsearchalgorithmtestedonstructuralandmathematicalproblems
_version_	1718324138386391040

Enhanced quadratic approximation integrated with butterfly optimization: a new search algorithm tested on structural and mathematical problems

Ejemplares similares