An Effective Hybrid Butterfly Optimization Algorithm with Artificial Bee Colony for Numerical Optimization

TitleAn Effective Hybrid Butterfly Optimization Algorithm with Artificial Bee Colony for Numerical Optimization
Publication TypeJournal Article
Year of Publication2017
AuthorsArora, S., and S. Singh
JournalInternational Journal of Interactive Multimedia and Artificial Intelligence
ISSN1989-1660
IssueRegular Issue
Volume4
Number4
Date Published06/2017
Pagination14-21
Abstract

In this paper, a new hybrid optimization algorithm which combines the standard Butterfly Optimization Algorithm (BOA) with Artificial Bee Colony (ABC) algorithm is proposed. The proposed algorithm used the advantages of both the algorithms in order to balance the trade-off between exploration and exploitation. Experiments have been conducted on the proposed algorithm using ten benchmark problems having a broad range of dimensions and diverse complexities. The simulation results demonstrate that the convergence speed and accuracy of the proposed algorithm in finding optimal solutions is significantly better than BOA and ABC.

KeywordsAlgorithms, Bee Colony, Butterfly Algorithm, Optimization
DOI10.9781/ijimai.2017.442
URLhttp://www.ijimai.org/journal/sites/default/files/files/2016/12/ijimai20174_4_2_pdf_16914.pdf
AttachmentSize
ijimai20174_4_2.pdf1.6 MB