• DocumentCode
    2919064
  • Title

    A Genetic Algorithm approach for selecting Tikhonov regularization parameter

  • Author

    Wu, Chuansheng ; He, Jinrong ; Zou, Xiufen

  • Author_Institution
    Sch. of Sci., Wuhan Univ. of Technol., Wuhan
  • fYear
    2008
  • fDate
    1-6 June 2008
  • Firstpage
    3980
  • Lastpage
    3983
  • Abstract
    This paper presents a genetic algorithm approach for selecting a Tikhonov regularization parameter. In using Tikhonov parameters regularization for solving ill problems, in terms of inverse problems of the first category, we could first apply discrete regularization method to transfer it into linear algebraic equations, and then get regular solutions by solving of Euler equations which is of minimum functional equivalence for Tikhonov. As to the selection of regularization parameter, this paper choose a genetic algorithm approach, which takes Morozov deviation equation as fitness function for genetic algorithm approach, and dynamically selects regularization parameter by designing genetic operation like crossover, mutation and genetic selection. Numerical results show that it is a feasible as well as an effective approach for selecting regularization parameter.
  • Keywords
    genetic algorithms; inverse problems; linear algebra; Euler equations; Morozov deviation equation; Tikhonov regularization parameter; discrete regularization method; fitness function; genetic algorithm; genetic operation; inverse problems; linear algebraic equations; Algorithm design and analysis; Binary sequences; Biological cells; Decoding; Encoding; Equations; Genetic algorithms; Genetic mutations; Helium; Inverse problems;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Evolutionary Computation, 2008. CEC 2008. (IEEE World Congress on Computational Intelligence). IEEE Congress on
  • Conference_Location
    Hong Kong
  • Print_ISBN
    978-1-4244-1822-0
  • Electronic_ISBN
    978-1-4244-1823-7
  • Type

    conf

  • DOI
    10.1109/CEC.2008.4631339
  • Filename
    4631339