Loli Piccolomini, Elena ; Zama, Fabiana
(2009)
An Iterative Method for the Solution of Nonlinear Regularization Problems with Regularization Parameter Estimation.
[Preprint]
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Abstract
Ill posed problems constitute the mathematical model of a large
variety of applications. Aim of this paper is to define an
iterative algorithm finding the solution of a regularization
problem. The method minimizes a function constituted by a least
squares term and a generally nonlinear regularization term, weighted
by a regularization parameter. The proposed method computes a
sequence of iterates approximating the regularization parameter and
a sequence of iterates approximating the solution. The numerical
experiments performed on 1D test problems show that the algorithm
gives good results with different regularization functions both in
terms of precision and computational efficiency. Moreover, it could
be easily applied to large size regularization problems.
Abstract
Ill posed problems constitute the mathematical model of a large
variety of applications. Aim of this paper is to define an
iterative algorithm finding the solution of a regularization
problem. The method minimizes a function constituted by a least
squares term and a generally nonlinear regularization term, weighted
by a regularization parameter. The proposed method computes a
sequence of iterates approximating the regularization parameter and
a sequence of iterates approximating the solution. The numerical
experiments performed on 1D test problems show that the algorithm
gives good results with different regularization functions both in
terms of precision and computational efficiency. Moreover, it could
be easily applied to large size regularization problems.
Document type
Preprint
Creators
Subjects
DOI
Deposit date
30 Sep 2009 12:46
Last modified
16 May 2011 12:11
URI
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Document type
Preprint
Creators
Subjects
DOI
Deposit date
30 Sep 2009 12:46
Last modified
16 May 2011 12:11
URI
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