International Journal of Computational Intelligence Systems

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Volume 12, Issue 1, November 2018, Pages 149 - 163

Differential Evolution and Local Search based Monarch Butterfly Optimization Algorithm with Applications

Authors
Xingyue Cuixiechoah@mail.dlut.edu.cn, Zhe Chenzhechen@dlut.edu.cn, Fuliang Yin*, flyin@dlut.edu.cn
School of Information and Communication Engineering, Dalian University of Technology, Dalian 116023, China
*Corresponding author.
Corresponding Author
Received 23 April 2018, Accepted 8 August 2018, Available Online 1 November 2018.
DOI
10.2991/ijcis.2018.25905188How to use a DOI?
Keywords
Monarch butterfly optimization; local search strategy; differential evolution; PID tuning; FIR filter design
Abstract

Global optimization for nonlinear function is a challenging issue. In this paper, an improved monarch butterfly algorithm based on local search and differential evolution is proposed. Local search strategy is first embedded into original monarch butterfly optimization to enhance the searching capability. Then, differential evolution is incorporated with the aim of balancing the exploration and exploitation. To evaluate the performance of proposed algorithm, some widely-used benchmark functions are tested, and the experiment results show its significant superiority compared with other state-of-the-art methods. In addition, the proposed algorithm is applied to PID tuning and FIR filter design, the superiority of solving practical problems is verified.

Copyright
© 2018, the Authors. Published by Atlantis Press.
Open Access
This is an open access article under the CC BY-NC license (http://creativecommons.org/licences/by-nc/4.0/).

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<Previous Article In Issue
Next Article In Issue>
Journal
International Journal of Computational Intelligence Systems
Volume-Issue
12 - 1
Pages
149 - 163
Publication Date
2018/11/01
ISSN (Online)
1875-6883
ISSN (Print)
1875-6891
DOI
10.2991/ijcis.2018.25905188How to use a DOI?
Copyright
© 2018, the Authors. Published by Atlantis Press.
Open Access
This is an open access article under the CC BY-NC license (http://creativecommons.org/licences/by-nc/4.0/).

Cite this article

risenwbib
TY  - JOUR
AU  - Xingyue Cui
AU  - Zhe Chen
AU  - Fuliang Yin
PY  - 2018
DA  - 2018/11/01
TI  - Differential Evolution and Local Search based Monarch Butterfly Optimization Algorithm with Applications
JO  - International Journal of Computational Intelligence Systems
SP  - 149
EP  - 163
VL  - 12
IS  - 1
SN  - 1875-6883
UR  - https://doi.org/10.2991/ijcis.2018.25905188
DO  - 10.2991/ijcis.2018.25905188
ID  - Cui2018
ER  -