• Title of article

    An adaptive pruning algorithm for the discrete L-curve criterion

  • Author/Authors

    Hansen، نويسنده , , Per Christian and Jensen، نويسنده , , Toke Koldborg and Rodriguez، نويسنده , , Giuseppe، نويسنده ,

  • Issue Information
    روزنامه با شماره پیاپی سال 2007
  • Pages
    10
  • From page
    483
  • To page
    492
  • Abstract
    We describe a robust and adaptive implementation of the L-curve criterion. The algorithm locates the corner of a discrete L-curve which is a log–log plot of corresponding residual norms and solution norms of regularized solutions from a method with a discrete regularization parameter (such as truncated SVD or regularizing CG iterations). Our algorithm needs no predefined parameters, and in order to capture the global features of the curve in an adaptive fashion, we use a sequence of pruned L-curves that correspond to considering the curves at different scales. We compare our new algorithm to existing algorithms and demonstrate its robustness by numerical examples.
  • Keywords
    Parameter-choice method , regularization , L-curve criterion , discrete ill-posed problems
  • Journal title
    Journal of Computational and Applied Mathematics
  • Serial Year
    2007
  • Journal title
    Journal of Computational and Applied Mathematics
  • Record number

    1553581