Convergence Time Analysis of Particle Swarm Optimization Based on Particle Interaction
Joint Authors
Chen, Chao-Hong
Chen, Ying-ping
Source
Advances in Artificial Intelligence
Issue
Vol. 2011, Issue 2011 (31 Dec. 2011), pp.1-7, 7 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2012-01-19
Country of Publication
Egypt
No. of Pages
7
Main Subjects
Electronic engineering
Information Technology and Computer Science
Topics
- Stochastic analysis
- Data processing
- Artificial intelligence
- Particles
- Clay
- Algorithms
- Bionics
- Logic machines
- Simulation methods
Abstract EN
We analyze the convergence time of particle swarm optimization (PSO) on the facet of particle interaction.
We firstly introduce a statistical interpretation of social-only PSO in order to capture the essence of particle interaction, which is one of the key mechanisms of PSO.
We then use the statistical model to obtain theoretical results on the convergence time.
Since the theoretical analysis is conducted on the social-only model of PSO, instead of on common models in practice, to verify the validity of our results, numerical experiments are executed on benchmark functions with a regular PSO program.
American Psychological Association (APA)
Chen, Chao-Hong& Chen, Ying-ping. 2012. Convergence Time Analysis of Particle Swarm Optimization Based on Particle Interaction. Advances in Artificial Intelligence،Vol. 2011, no. 2011, pp.1-7.
https://search.emarefa.net/detail/BIM-454274
Modern Language Association (MLA)
Chen, Chao-Hong& Chen, Ying-ping. Convergence Time Analysis of Particle Swarm Optimization Based on Particle Interaction. Advances in Artificial Intelligence No. 2011 (2011), pp.1-7.
https://search.emarefa.net/detail/BIM-454274
American Medical Association (AMA)
Chen, Chao-Hong& Chen, Ying-ping. Convergence Time Analysis of Particle Swarm Optimization Based on Particle Interaction. Advances in Artificial Intelligence. 2012. Vol. 2011, no. 2011, pp.1-7.
https://search.emarefa.net/detail/BIM-454274
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-454274