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A New Logistic Dynamic Particle Swarm Optimization Algorithm Based on Random Topology
Joint Authors
Source
Issue
Vol. 2013, Issue 2013 (31 Dec. 2013), pp.1-8, 8 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2013-05-30
Country of Publication
Egypt
No. of Pages
8
Main Subjects
Medicine
Information Technology and Computer Science
Abstract EN
Population topology of particle swarm optimization (PSO) will directly affect the dissemination of optimal information during the evolutionary process and will have a significant impact on the performance of PSO.
Classic static population topologies are usually used in PSO, such as fully connected topology, ring topology, star topology, and square topology.
In this paper, the performance of PSO with the proposed random topologies is analyzed, and the relationship between population topology and the performance of PSO is also explored from the perspective of graph theory characteristics in population topologies.
Further, in a relatively new PSO variant which named logistic dynamic particle optimization, an extensive simulation study is presented to discuss the effectiveness of the random topology and the design strategies of population topology.
Finally, the experimental data are analyzed and discussed.
And about the design and use of population topology on PSO, some useful conclusions are proposed which can provide a basis for further discussion and research.
American Psychological Association (APA)
Ni, Qingjian& Deng, Jianming. 2013. A New Logistic Dynamic Particle Swarm Optimization Algorithm Based on Random Topology. The Scientific World Journal،Vol. 2013, no. 2013, pp.1-8.
https://search.emarefa.net/detail/BIM-1012200
Modern Language Association (MLA)
Ni, Qingjian& Deng, Jianming. A New Logistic Dynamic Particle Swarm Optimization Algorithm Based on Random Topology. The Scientific World Journal No. 2013 (2013), pp.1-8.
https://search.emarefa.net/detail/BIM-1012200
American Medical Association (AMA)
Ni, Qingjian& Deng, Jianming. A New Logistic Dynamic Particle Swarm Optimization Algorithm Based on Random Topology. The Scientific World Journal. 2013. Vol. 2013, no. 2013, pp.1-8.
https://search.emarefa.net/detail/BIM-1012200
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1012200