An adaptive pruning algorithm for the discrete L-curve criterion

被引:161
作者
Hansen, Per Christian
Jensen, Toke Koldborg
Rodriguez, Giuseppe
机构
[1] Tech Univ Denmark, DK-2800 Lyngby, Denmark
[2] Univ Cagliari, Dipartimento Matemat & Informat, I-09123 Cagliari, Italy
关键词
discrete ill-posed problems; L-curve criterion; regularization; parameter-choice method;
D O I
10.1016/j.cam.2005.09.026
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
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. (c) 2005 Elsevier B.V. All rights reserved.
引用
收藏
页码:483 / 492
页数:10
相关论文
共 10 条
[1]   Efficient determination of multiple regularization parameters in a generalized L-curve framework [J].
Belge, M ;
Kilmer, ME ;
Miller, EL .
INVERSE PROBLEMS, 2002, 18 (04) :1161-1183
[2]   The triangle method for finding the corner of the L-curve [J].
Castellanos, JL ;
Gómez, S ;
Guerra, V .
APPLIED NUMERICAL MATHEMATICS, 2002, 43 (04) :359-373
[3]   Limitations of the L-curve method in ill-posed problems [J].
Hanke, M .
BIT NUMERICAL MATHEMATICS, 1996, 36 (02) :287-301
[4]  
Hansen P. C., 1994, Numerical Algorithms, V6, P1, DOI 10.1007/BF02149761
[5]  
Hansen P. C., 1998, Rank-Deficient and Discrete Ill-Posed Problems
[6]  
Hansen PC, 2001, ADV COMP BIOENG, V5, P119
[7]   Deconvolution and regularization with Toeplitz matrices [J].
Hansen, PC .
NUMERICAL ALGORITHMS, 2002, 29 (04) :323-378
[8]   THE USE OF THE L-CURVE IN THE REGULARIZATION OF DISCRETE III-POSED PROBLEMS [J].
HANSEN, PC ;
OLEARY, DP .
SIAM JOURNAL ON SCIENTIFIC COMPUTING, 1993, 14 (06) :1487-1503
[9]   X-linked retinoschisis in three females from the same family:: A phenotype-genotype correlation [J].
Rodríguez, FJ ;
Rodríguez, A ;
Mendoza-Londoño, R ;
Tamayo, ML .
RETINA-THE JOURNAL OF RETINAL AND VITREOUS DISEASES, 2005, 25 (01) :69-74
[10]   Non-convergence of the L-curve regularization parameter selection method [J].
Vogel, CR .
INVERSE PROBLEMS, 1996, 12 (04) :535-547