• DocumentCode
    3727510
  • Title

    Analysis on stability conditions for the gravitational search algorithm

  • Author

    Lu Han; Weiyi Qian

  • Author_Institution
    College of Mathematics and physics, Bohai University, Jinzhou, China
  • fYear
    2015
  • Firstpage
    462
  • Lastpage
    467
  • Abstract
    In the gravitational search algorithm (GSA), there are many random parameters which influence particle´s trajectory. In this paper, the iterative process of particle´s position is modeled as a second order difference equation with variable coefficients. Then, we study the stability analysis of the difference equation by using Lyapunov stability theory. Based on the results obtained from the analysis, the conditions about random parameters selection are obtained. According to these conditions, numerical experiments are carried out. Simulation results show that the particle´s trajectory can stable convergence.
  • Keywords
    "Trajectory","Stability analysis","Mathematical model","Difference equations","Algorithm design and analysis","Lyapunov methods","Asymptotic stability"
  • Publisher
    ieee
  • Conference_Titel
    Natural Computation (ICNC), 2015 11th International Conference on
  • Electronic_ISBN
    2157-9563
  • Type

    conf

  • DOI
    10.1109/ICNC.2015.7378033
  • Filename
    7378033