A Fusion Multiobjective Empire Split Algorithm
Author
Source
Journal of Control Science and Engineering
Issue
Vol. 2020, Issue 2020 (31 Dec. 2020), pp.1-14, 14 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2020-12-14
Country of Publication
Egypt
No. of Pages
14
Main Subjects
Electronic engineering
Information Technology and Computer Science
Abstract EN
In the last two decades, swarm intelligence optimization algorithms have been widely studied and applied to multiobjective optimization problems.
In multiobjective optimization, reproduction operations and the balance of convergence and diversity are two crucial issues.
Imperialist competitive algorithm (ICA) and sine cosine algorithm (SCA) are two potential algorithms for handling single-objective optimization problems, but the research of them in multiobjective optimization is scarce.
In this paper, a fusion multiobjective empire split algorithm (FMOESA) is proposed.
First, an initialization operation based on opposition-based learning strategy is hired to generate a good initial population.
A new reproduction of offspring is introduced, which combines ICA and SCA.
Besides, a novel power evaluation mechanism is proposed to identify individual performance, which takes into account both convergence and diversity of population.
Experimental studies on several benchmark problems show that FMOESA is competitive compared with the state-of-the-art algorithms.
Given both good performance and nice properties, the proposed algorithm could be an alternative tool when dealing with multiobjective optimization problems.
American Psychological Association (APA)
Liang, Liang. 2020. A Fusion Multiobjective Empire Split Algorithm. Journal of Control Science and Engineering،Vol. 2020, no. 2020, pp.1-14.
https://search.emarefa.net/detail/BIM-1182738
Modern Language Association (MLA)
Liang, Liang. A Fusion Multiobjective Empire Split Algorithm. Journal of Control Science and Engineering No. 2020 (2020), pp.1-14.
https://search.emarefa.net/detail/BIM-1182738
American Medical Association (AMA)
Liang, Liang. A Fusion Multiobjective Empire Split Algorithm. Journal of Control Science and Engineering. 2020. Vol. 2020, no. 2020, pp.1-14.
https://search.emarefa.net/detail/BIM-1182738
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1182738