• DocumentCode
    342941
  • Title

    A constrained simultaneous perturbation stochastic approximation algorithm based on penalty functions

  • Author

    Wang, I-Jeng ; Spall, James C.

  • Author_Institution
    Appl. Phys. Lab., Johns Hopkins Univ., Laurel, MD, USA
  • Volume
    1
  • fYear
    1999
  • fDate
    1999
  • Firstpage
    393
  • Abstract
    In this paper, we present a stochastic approximation algorithm based on penalty function method and a simultaneous perturbation gradient estimate for solving stochastic optimization problems with general inequality constraints. We also present a very general convergence result for the proposed algorithm
  • Keywords
    approximation theory; convergence; optimisation; perturbation techniques; constrained simultaneous perturbation stochastic approximation algorithm; convergence; inequality constraints; penalty functions; Algorithm design and analysis; Approximation algorithms; Closed-form solution; Concrete; Constraint optimization; Convergence; Cost function; Laboratories; Physics; Stochastic processes;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    American Control Conference, 1999. Proceedings of the 1999
  • Conference_Location
    San Diego, CA
  • ISSN
    0743-1619
  • Print_ISBN
    0-7803-4990-3
  • Type

    conf

  • DOI
    10.1109/ACC.1999.782808
  • Filename
    782808