Level set and total variation regularization for elliptic inverse problems with discontinuous coefficients

被引:143
|
作者
Chan, TF
Tai, XC
机构
[1] Univ Bergen, Dept Math, N-5007 Bergen, Norway
[2] Univ Calif Los Angeles, Dept Math, Los Angeles, CA 90095 USA
基金
美国国家卫生研究院;
关键词
D O I
10.1016/j.jcp.2003.08.003
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
We propose a level set approach for elliptic inverse problems with piecewise constant coefficients. The geometry of the discontinuity of the coefficient is represented implicitly by level set functions. The inverse problem is solved using a variational augmented Lagrangian formulation with total variation regularization of the coefficient. The corresponding Euler-Lagrange equation gives the evolution equation for the level set functions and the constant values of the coefficients. We use a multiple level set representation which allows the coefficient to have multiple constant regions. Knowledge of the exact number of regions is not required, only an upper bound is needed. Numerical experiments show that the method can recover coefficients with rather complicated geometries of discontinuities under moderate amount of noise in the observation data. The method is also robust with respect to the initial guess for the geometry of the coefficient discontinuities. (C) 2003 Elsevier B.V. All rights reserved.
引用
收藏
页码:40 / 66
页数:27
相关论文
共 50 条
  • [1] Identification of discontinuous coefficients in elliptic problems using total variation regularization
    Chan, TF
    Tai, XC
    SIAM JOURNAL ON SCIENTIFIC COMPUTING, 2003, 25 (03): : 881 - 904
  • [2] A binary level set model for elliptic inverse problems with discontinuous coefficients
    Nielsen, Lars Kristian
    Tai, Xue-Cheng
    Aanonsen, Sigurd Ivar
    Espedal, Magne
    INTERNATIONAL JOURNAL OF NUMERICAL ANALYSIS AND MODELING, 2007, 4 (01) : 74 - 99
  • [3] Regularization of linear inverse problems with total generalized variation
    Bredies, Kristian
    Holler, Martin
    JOURNAL OF INVERSE AND ILL-POSED PROBLEMS, 2014, 22 (06): : 871 - 913
  • [4] On multiple level-set regularization methods for inverse problems
    DeCezaro, A.
    Leitao, A.
    Tai, X-C
    INVERSE PROBLEMS, 2009, 25 (03)
  • [5] Parametric derivatives in inverse conductivity problems with total variation regularization
    Wade, J. Gordon
    Senior, Kenneth
    Seubert, Steven
    INTERNATIONAL JOURNAL OF APPLIED ELECTROMAGNETICS AND MECHANICS, 2022, 69 (03) : 431 - 442
  • [6] Inverse Potential Problems for Divergence of Measures with Total Variation Regularization
    L. Baratchart
    C. Villalobos Guillén
    D. P. Hardin
    M. C. Northington
    E. B. Saff
    Foundations of Computational Mathematics, 2020, 20 : 1273 - 1307
  • [7] Total Deep Variation: A Stable Regularization Method for Inverse Problems
    Kobler, Erich
    Effland, Alexander
    Kunisch, Karl
    Pock, Thomas
    IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2022, 44 (12) : 9163 - 9180
  • [8] SEMI-LOCAL TOTAL VARIATION FOR REGULARIZATION OF INVERSE PROBLEMS
    Condat, Laurent
    2014 PROCEEDINGS OF THE 22ND EUROPEAN SIGNAL PROCESSING CONFERENCE (EUSIPCO), 2014, : 1806 - 1810
  • [9] Inverse Potential Problems for Divergence of Measures with Total Variation Regularization
    Baratchart, L.
    Guillen, C. Villalobos
    Hardin, D. P.
    Northington, M. C.
    Saff, E. B.
    FOUNDATIONS OF COMPUTATIONAL MATHEMATICS, 2020, 20 (05) : 1273 - 1307
  • [10] Iterative regularization for elliptic inverse problems
    Khan, A. A.
    Rouhani, B. D.
    COMPUTERS & MATHEMATICS WITH APPLICATIONS, 2007, 54 (06) : 850 - 860