• DocumentCode
    412668
  • Title

    Investigating the existence of function roots using particle swarm optimization

  • Author

    Parsopoulos, Konstantinos E. ; Vrahatis, Michael N.

  • Author_Institution
    Dept. of Math., Patras Univ., Greece
  • Volume
    2
  • fYear
    2003
  • fDate
    8-12 Dec. 2003
  • Firstpage
    1448
  • Abstract
    The existence of roots of functions is a topic of major significance in nonlinear analysis, and it is directly related to the problem of detection of extrema of a function. The topological degree of a function is a mathematical tool of great importance for investigating the existence and the number of roots of a function with certainty. For the computation of the topological degree according to Stenger´s theorem, a sufficient refinement of the boundary of the polyhedron under consideration is needed. The sufficient refinement can be computed using the optimal complexity algorithm of Boult and Sikorski. However, the application of this algorithm requires the computation of the infinity norm on the boundary of the polyhedron under consideration as well as an estimation of the Lipschitz constant of the function. We introduced a new technique for the computation of the infinity norm on the polyhedron´s boundary as well as for the estimation of the Lipschitz constant. The proposed approach is illustrated on several test problems and the results are reported and discussed.
  • Keywords
    computational complexity; evolutionary computation; functional analysis; optimisation; Lipschitz constant estimation; Stenger theorem; function root; mathematical tool; nonlinear analysis; optimal complexity algorithm; particle swarm optimization; polyhedron boundary; Artificial intelligence; H infinity control; Mathematics; Optimization methods; Particle swarm optimization; Performance analysis; Stochastic processes; Testing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Evolutionary Computation, 2003. CEC '03. The 2003 Congress on
  • Print_ISBN
    0-7803-7804-0
  • Type

    conf

  • DOI
    10.1109/CEC.2003.1299841
  • Filename
    1299841