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Can I read Analysis of Particle Interaction in Particle Swarm Optimization on EtoBox?
Analysis of Particle Interaction in Particle Swarm Optimization by Ying-ping Chen; Pei Jiang is a Computer Science article available to read on EtoBox.
What is Analysis of Particle Interaction in Particle Swarm Optimization about?
rate Convergence Sphere function a b s t r a c t In this paper, we analyze the behavior of particle swarm optimization (PSO) on the facet of particle interaction. We firstly propose a statistical interpretation of particle swarm optimization in order to capture the stochastic behavior of the entire swarm. Based on the statistical interpretation, we investigate the effect of particle interaction by focusing on the social-only model and derive the upper and lower bounds of the expected particle norm. Accordingly, the lower and upper bounds of the expected progress rate on the sphere function are also obtained. Furthermore, the sufficient and necessary condition for the swarm to converge is derived to demonstrate the PSO convergence caused by the effect of particle interaction.
Who reads Analysis of Particle Interaction in Particle Swarm Optimization?
It is typically read by researchers, students, and practitioners in Computer Science.
- Author
- Ying-ping Chen; Pei Jiang
- Publisher
- Elsevier Science; Elsevier ; Elsevier BV (ISSN 0304-3975)
- Published
- 2010
- Language
- EN
- Field
- Computer Science (Physical Sciences)