Analysis of the Dynamics of Particle Swarm Optimization

• Yasuda Keiichiro

  Tokyo Metropolitan University

• Iwasaki Nobuhiro

  Tokyo Metropolitan University

Abstract

This paper deals with the stability analysis of PSO in order to obtain an understanding about how it searches a globally optimal solution and strategies about how to tune its parameters. While two types of generalized reduced models of PSO are proposed to analyze the dynamics of PSO, the stability analysis is carried out on the basis of both the eigenvalue analysis and the bounded input bounded output stability.

Journal

• IEEJ Transactions on Electronics, Information and Systems

  IEEJ Transactions on Electronics, Information and Systems 125 (5), 821-822, 2005

  The Institute of Electrical Engineers of Japan

Keywords

• Meta-heuristics
• Global Optimization
• Particle Swarm Optimization
• Stability Analysis

Details

• CRID: 1390282679582194432
• NII Article ID: 10015518389
• NII Book ID: AN10065950
• DOI: 10.1541/ieejeiss.125.821
• ISSN: 13488155
• ISSN: 03854221
• Web Site: http://www.jstage.jst.go.jp/article/ieejeiss/125/5/125_5_821/_pdf
• Text Lang: en
• Data Source:
  • JaLC
  • Crossref
  • CiNii Articles
• Abstract License Flag: Disallowed