L-Curve and Curvature Bounds for Tikhonov Regularization

被引:0
|
作者
D. Calvetti
L. Reichel
A. Shuibi
机构
[1] Case Western Reserve University,Department of Mathematics
[2] Kent State University,Department of Mathematical Sciences
来源
Numerical Algorithms | 2004年 / 35卷
关键词
ill-posed problem; regularization; L-curve;
D O I
暂无
中图分类号
学科分类号
摘要
The L-curve is a popular aid for determining a suitable value of the regularization parameter when solving linear discrete ill-posed problems by Tikhonov regularization. However, the computational effort required to determine the L-curve and its curvature can be prohibitive for large-scale problems. Recently, inexpensively computable approximations of the L-curve and its curvature, referred to as the L-ribbon and the curvature-ribbon, respectively, were proposed for the case when the regularization operator is the identity matrix. This note discusses the computation and performance of the L- and curvature-ribbons when the regularization operator is an invertible matrix.
引用
收藏
页码:301 / 314
页数:13
相关论文
共 50 条
  • [1] L-curve and curvature bounds for Tikhonov regularization
    Calvetti, D
    Reichel, L
    Shuibi, A
    NUMERICAL ALGORITHMS, 2004, 35 (2-4) : 301 - 314
  • [2] A new variant of L-curve for Tikhonov regularization
    Rezghi, Mansoor
    Hosseini, S. Mohammad
    JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS, 2009, 231 (02) : 914 - 924
  • [3] Selecting the corner in the L-curve approach to Tikhonov regularization
    Johnston, PR
    Gulrajani, RM
    IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2000, 47 (09) : 1293 - 1296
  • [4] L-curve curvature bounds via Lanczos bidiiagonalization
    Calvetti, D
    Hansen, PC
    Reichel, L
    ELECTRONIC TRANSACTIONS ON NUMERICAL ANALYSIS, 2002, 14 : 20 - 35
  • [5] Direct analytic model of the L-curve for Tikhonov regularization parameter selection
    Mc Carthy, PJ
    INVERSE PROBLEMS, 2003, 19 (03) : 643 - 663
  • [6] Tikhonov regularization and the L-curve for large discrete ill-posed problems
    Calvetti, D
    Morigi, S
    Reichel, L
    Sgallari, F
    JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS, 2000, 123 (1-2) : 423 - 446
  • [7] Aeromagnetic Compensation Based on Tikhonov Regularization with Limited L-curve Parameter-choice Algorithm
    Fu Mengyin
    Li Jie
    Wu Tailin
    Liu Tong
    Wang Meiling
    Wang Kai
    Kang Jiapeng
    2018 37TH CHINESE CONTROL CONFERENCE (CCC), 2018, : 1834 - 1838
  • [8] Computation of distribution of relaxation times by Tikhonov regularization for Li ion batteries: usage of L-curve method
    Paul, T.
    Chi, P. W.
    Wu, Phillip M.
    Wu, M. K.
    SCIENTIFIC REPORTS, 2021, 11 (01)
  • [9] Computation of distribution of relaxation times by Tikhonov regularization for Li ion batteries: usage of L-curve method
    T. Paul
    P. W. Chi
    Phillip M. Wu
    M. K. Wu
    Scientific Reports, 11
  • [10] L-Curve Based Tikhonov's Regularization Method for Determining Relaxation Modulus From Creep Test
    Zhu, Yaoting
    Sun, Lu
    Xu, Huilin
    JOURNAL OF APPLIED MECHANICS-TRANSACTIONS OF THE ASME, 2011, 78 (03):