模式识别与人工智能
Wednesday, Apr. 23, 2025 Home      About Journal      Editorial Board      Instructions      Ethics Statement      Contact Us                   中文
  2020, Vol. 33 Issue (7): 660-669    DOI: 10.16451/j.cnki.issn1003-6059.202007008
Researches and Applications Current Issue| Next Issue| Archive| Adv Search |
Butterfly Optimization Algorithm Combining Sine Cosine and Iterative Chaotic Map with Infinite Collapses
WANG Yirou1, ZHANG Damin1
1. College of Big Data and Information Engineering, Guizhou Uni-versity, Guiyang 550025

Download: PDF (766 KB)   HTML (1 KB) 
Export: BibTeX | EndNote (RIS)      
Abstract  

To solve the problem of low precision and convergence speed of butterfly optimization algorithm, a butterfly optimization algorithm combining sine cosine and iterative chaotic map with infinite collapses(SIBOA) is proposed. Firstly, iterative chaotic map with infinite collapses is utilized to initialize the individual state of butterflies to avoid the algorithm falling into local optimum. Secondly, sine and cosine operators are introduced into the cognitive flight part to balance local and global search capability of the algorithm. Finally, the power index dependent on the size of fragrance is improved to adjust its absorption degree to obtain a better optimal solution. The results on 8 benchmark functions show that SIBOA achieves better global search capability, solution robustness and optimization accuracy with a higher convergence speed.

Key wordsSine Cosine Operator      Iterative Chaotic Map with Infinite Collapses(ICMIC)      Butterfly Optimization Algorithm     
Received: 03 January 2020     
ZTFLH: TP 301.6  
Fund:

Supported by Science and Technology Foundation of Guizhou Province(No.[2020]1Y254)

Corresponding Authors: ZHANG Damin, Ph.D., professor. His research interests include cognitive radio and optimized computing.   
About author:: WANG Yirou, master student. Her research interests include cognitive radio and optimized computing.
Service
E-mail this article
Add to my bookshelf
Add to citation manager
E-mail Alert
RSS
Articles by authors
WANG Yirou
ZHANG Damin
Cite this article:   
WANG Yirou,ZHANG Damin. Butterfly Optimization Algorithm Combining Sine Cosine and Iterative Chaotic Map with Infinite Collapses[J]. , 2020, 33(7): 660-669.
URL:  
http://manu46.magtech.com.cn/Jweb_prai/EN/10.16451/j.cnki.issn1003-6059.202007008      OR     http://manu46.magtech.com.cn/Jweb_prai/EN/Y2020/V33/I7/660
Copyright © 2010 Editorial Office of Pattern Recognition and Artificial Intelligence
Address: No.350 Shushanhu Road, Hefei, Anhui Province, P.R. China Tel: 0551-65591176 Fax:0551-65591176 Email: bjb@iim.ac.cn
Supported by Beijing Magtech  Email:support@magtech.com.cn