• DocumentCode
    2869840
  • Title

    An improved iterative regularization algorithm based on varying the singular values

  • Author

    Zhang, Rui ; Li, Gong-Sheng ; Hao, Lei

  • Author_Institution
    Sch. of Sci., Shandong Univ. of Technol., Zibo, China
  • Volume
    9
  • fYear
    2010
  • fDate
    22-24 Oct. 2010
  • Abstract
    We consider the numerical solution of the first kind Fredholm integral equations. Such integral equations occur in signal processing and image recovery problems among others. The common used methods to solve it are Tikhonov regularization and the iterative Tikhonov regularization methods. In this paper, we proposed an improved iterative Tikhonov regularization method. We compares traditional Tikhonov regularization, iterative Tikhonov regularization with our proposed method in numerical experiments. The results indicate that our proposed method can provide a decrease in error of about two orders of magnitude.
  • Keywords
    Fredholm integral equations; iterative methods; singular value decomposition; Fredholm integral equation; image recovery; improved iterative Tikhonov regularization method; numerical solution; signal processing; singular value; Approximation methods; Computer applications; Generators; Integral equations; Inverse problems; Mathematical model; Fredholm integral equation; Tikhonov regularization; inverse problem;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computer Application and System Modeling (ICCASM), 2010 International Conference on
  • Conference_Location
    Taiyuan
  • Print_ISBN
    978-1-4244-7235-2
  • Electronic_ISBN
    978-1-4244-7237-6
  • Type

    conf

  • DOI
    10.1109/ICCASM.2010.5622952
  • Filename
    5622952