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Multiswarm Particle Swarm Optimization with Transfer of the Best Particle
Joint Authors
Zhang, Qiang
Wei, Xiaopeng
Zhang, Jian-xia
Zhou, Dong-sheng
Source
Computational Intelligence and Neuroscience
Issue
Vol. 2015, Issue 2015 (31 Dec. 2015), pp.1-9, 9 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2015-08-05
Country of Publication
Egypt
No. of Pages
9
Main Subjects
Abstract EN
We propose an improved algorithm, for a multiswarm particle swarm optimization with transfer of the best particle called BMPSO.
In the proposed algorithm, we introduce parasitism into the standard particle swarm algorithm (PSO) in order to balance exploration and exploitation, as well as enhancing the capacity for global search to solve nonlinear optimization problems.
First, the best particle guides other particles to prevent them from being trapped by local optima.
We provide a detailed description of BMPSO.
We also present a diversity analysis of the proposed BMPSO, which is explained based on the Sphere function.
Finally, we tested the performance of the proposed algorithm with six standard test functions and an engineering problem.
Compared with some other algorithms, the results showed that the proposed BMPSO performed better when applied to the test functions and the engineering problem.
Furthermore, the proposed BMPSO can be applied to other nonlinear optimization problems.
American Psychological Association (APA)
Wei, Xiaopeng& Zhang, Jian-xia& Zhou, Dong-sheng& Zhang, Qiang. 2015. Multiswarm Particle Swarm Optimization with Transfer of the Best Particle. Computational Intelligence and Neuroscience،Vol. 2015, no. 2015, pp.1-9.
https://search.emarefa.net/detail/BIM-1057777
Modern Language Association (MLA)
Wei, Xiaopeng…[et al.]. Multiswarm Particle Swarm Optimization with Transfer of the Best Particle. Computational Intelligence and Neuroscience No. 2015 (2015), pp.1-9.
https://search.emarefa.net/detail/BIM-1057777
American Medical Association (AMA)
Wei, Xiaopeng& Zhang, Jian-xia& Zhou, Dong-sheng& Zhang, Qiang. Multiswarm Particle Swarm Optimization with Transfer of the Best Particle. Computational Intelligence and Neuroscience. 2015. Vol. 2015, no. 2015, pp.1-9.
https://search.emarefa.net/detail/BIM-1057777
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1057777