Volume 3 Number 1
January 2006
Article Contents
Jie Chen, Feng Pan and Tao Cai. Acceleration Factor Harmonious Particle Swarm Optimizer. International Journal of Automation and Computing, vol. 3, no. 1, pp. 41-46, 2006 doi:  10.1007/s11633-006-0041-9
Cite as: Jie Chen, Feng Pan and Tao Cai. Acceleration Factor Harmonious Particle Swarm Optimizer. International Journal of Automation and Computing, vol. 3, no. 1, pp. 41-46, 2006 doi:  10.1007/s11633-006-0041-9

Acceleration Factor Harmonious Particle Swarm Optimizer

  • Received: 2005-03-01
Fund Project:

The work was supported by the Teaching and Research Award Program for Outstanding Young Teachers in Higher Education Institutes of MOE, PRC

通讯作者: 陈斌, bchen63@163.com
  • 1. 

    沈阳化工大学材料科学与工程学院 沈阳 110142

  1. 本站搜索
  2. 百度学术搜索
  3. 万方数据库搜索
  4. CNKI搜索

Metrics

Abstract Views (4307) PDF downloads (2509) Citations (0)

Acceleration Factor Harmonious Particle Swarm Optimizer

Fund Project:

The work was supported by the Teaching and Research Award Program for Outstanding Young Teachers in Higher Education Institutes of MOE, PRC

Abstract: A Particle Swarm Optimizer (PSO) exhibits good performance for optimization problems, although it cannot guarantee convergence to a global, or even local minimum. However, there are some adjustable parameters, and restrictive conditions, which can affect the performance of the algorithm. In this paper, the sufficient conditions for the asymptotic stability of an acceleration factor and inertia weight are deduced, the value of the inertia weight is enhanced to (-1,1). Furthermore a new adaptive PSO algorithm - Acceleration Factor Harmonious PSO (AFHPSO) is proposed, and is proved to be a global search algorithm. AFHPSO is used for the parameter design of a fuzzy controller for a linear motor driving servo system. The performance of the nonlinear model for the servo system demonstrates the effectiveness of the optimized fuzzy controller and AFHPSO.

Jie Chen, Feng Pan and Tao Cai. Acceleration Factor Harmonious Particle Swarm Optimizer. International Journal of Automation and Computing, vol. 3, no. 1, pp. 41-46, 2006 doi:  10.1007/s11633-006-0041-9
Citation: Jie Chen, Feng Pan and Tao Cai. Acceleration Factor Harmonious Particle Swarm Optimizer. International Journal of Automation and Computing, vol. 3, no. 1, pp. 41-46, 2006 doi:  10.1007/s11633-006-0041-9
Reference (7)

Catalog

    /

    DownLoad:  Full-Size Img  PowerPoint
    Return
    Return