• DocumentCode
    2557772
  • Title

    Application of particle filter algorithm in nonlinear constraint optimization problems

  • Author

    Wu, Xinjie ; Huang, Guoxing

  • Author_Institution
    Coll. of Phys., Liaoning Univ., Shenyang, China
  • fYear
    2012
  • fDate
    29-31 May 2012
  • Firstpage
    822
  • Lastpage
    826
  • Abstract
    To overcome the shortcomings of low solution precision of the nonlinear constraint optimization problems, a new optimization algorithm based on the particle filter, which is used to solve nonlinear constraint optimization problems, is brought forward in this paper. And the model and mechanism of particle filter are combined in this optimization algorithm. Firstly, the basic principle of the particle filter algorithm is systematically introduced. Secondly, a new optimization method based on particle filter is enunciated in detail and its design idea and operation steps are given. Moreover, the nonlinear constraint optimization problems are converted into function optimization problems, and a mathematical model of the particle filter optimization algorithm for solving nonlinear constraint optimization problems is established. Finally, the simulation examples are finished to prove the validity of the new algorithm. The simulation results have shown that the new optimization method based on particle filter can solve the nonlinear constraint optimization problems effectively and accurately, which also provides a new method for the nonlinear constraint optimization research.
  • Keywords
    constraint theory; nonlinear programming; particle filtering (numerical methods); function optimization problem; mathematical model; nonlinear constraint optimization problem; optimization algorithm; particle filter algorithm; Algorithm design and analysis; Constraint optimization; Heuristic algorithms; Mathematical model; Particle filters; Probability density function; multi-dimensional function; nonlinear constraint optimization; optimization algorithm; particle filter;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Natural Computation (ICNC), 2012 Eighth International Conference on
  • Conference_Location
    Chongqing
  • ISSN
    2157-9555
  • Print_ISBN
    978-1-4577-2130-4
  • Type

    conf

  • DOI
    10.1109/ICNC.2012.6234587
  • Filename
    6234587