• DocumentCode
    1628975
  • Title

    Efficient initialization of a pseudo-Bayesian global optimization hybrid

  • Author

    Stuckman, Bruce ; Little, Derrick

  • Author_Institution
    Brooks & Kushman, Southfield, MI, USA
  • fYear
    1992
  • Firstpage
    571
  • Abstract
    The authors present an initialization procedure for a pseudo-Bayesian global optimization hybrid which allows initialization by a single point. The search space is modeled by a constrained electrostatic field. The resulting field is described by Laplace´s equation in n-dimensions which can be solved numerically to approximate critical function parameters in the initialization process. Results are given for the performance of the new algorithm on a series of standard test functions and compared to the performance of Bayesian as well as other classes of global optimization algorithms
  • Keywords
    Bayes methods; optimisation; search problems; Laplace´s equation; constrained electrostatic field; critical function parameters; initialization; multidimensional equation; pseudo-Bayesian global optimization hybrid; search space; standard test functions; Bayesian methods; Clustering algorithms; Computational complexity; Computational modeling; Electrostatics; Genetic algorithms; Genetic mutations; Laplace equations; Search methods; Simulated annealing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Systems, Man and Cybernetics, 1992., IEEE International Conference on
  • Conference_Location
    Chicago, IL
  • Print_ISBN
    0-7803-0720-8
  • Type

    conf

  • DOI
    10.1109/ICSMC.1992.271712
  • Filename
    271712