• DocumentCode
    2788121
  • Title

    A neural network for solving nonlinear multilevel programming problems

  • Author

    Xiangdong, Feng ; Guanghua, Hu

  • Author_Institution
    Sch. of Math. & Stat., Yunnan Univ., Kunming, China
  • fYear
    2009
  • fDate
    17-19 June 2009
  • Firstpage
    1521
  • Lastpage
    1526
  • Abstract
    This paper aims at utilizing the dynamic behavior of artificial neural networks to solve nonlinear multilevel programming (MLP) problems. Across complementarily slackness conditions base on entropic regularization, the optimization problem is converted into a system of nonlinear differential equations through use of an energy function and Lagrange multipliers. To solve the resulting differential equations, a steepest descent search technique is used. This proposed nontraditional algorithm is efficient for solving complex problems, and MLP problems can be solved on a real time basis. To illustrate the approach, several numerical examples are solved and compared.
  • Keywords
    mathematics computing; neural nets; nonlinear differential equations; nonlinear programming; Lagrange multipliers; artificial neural networks; complementarily slackness conditions; dynamic behavior; energy function; entropic regularization; nonlinear differential equations; nonlinear multilevel programming problems; optimization problem; steepest descent search technique; Artificial neural networks; Differential equations; Dynamic programming; Educational institutions; Functional programming; Linear programming; Mathematics; Neural networks; Smoothing methods; Statistics; artificial neural networks; entropic regularization; multilevel programming problems; optimal solution;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Control and Decision Conference, 2009. CCDC '09. Chinese
  • Conference_Location
    Guilin
  • Print_ISBN
    978-1-4244-2722-2
  • Electronic_ISBN
    978-1-4244-2723-9
  • Type

    conf

  • DOI
    10.1109/CCDC.2009.5192190
  • Filename
    5192190