A Bayesian approach to crack detection in electrically conducting media

被引:17
作者
Andersen, KE
Brooks, SP
Hansen, MB
机构
[1] Univ Aalborg, Dept Math Sci, DK-9220 Aalborg 0, Denmark
[2] Ctr Math Sci, Stat Lab, Cambridge CB3 0WB, England
关键词
D O I
10.1088/0266-5611/17/1/310
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In this paper, we review powerful new computational techniques which facilitate the Bayesian approach to statistical inference and discuss how they may be used to solve general inverse problems. Their power and flexibility is illustrated by the problem of detecting a finite set of linear non-intersecting perfectly insulating cracks in a homogeneously electrically conducting medium. In this case, efficient algorithms only exist if the number of cracks is known a priori. However, in this paper we demonstrate how uncertainty about the number of cracks can be incorporated into the modelling process and assessed together with crack locations.
引用
收藏
页码:121 / 136
页数:16
相关论文
共 32 条
  • [11] Effects of parathyroid hormone infusion on glucose tolerance and glucose-stimulated insulin secretion in normal and uremic rats
    Chen, SM
    Young, TK
    Ho, LT
    [J]. DIABETES RESEARCH AND CLINICAL PRACTICE, 1998, 41 (02) : 85 - 94
  • [12] Past temperatures directly from the Greenland Ice Sheet
    DahlJensen, D
    Mosegaard, K
    Gundestrup, N
    Clow, GD
    Johnsen, SJ
    Hansen, AW
    Balling, N
    [J]. SCIENCE, 1998, 282 (5387) : 268 - 271
  • [13] Daley D. J., 2002, INTRO THEORY POINT P
  • [14] Efromovich S, 1999, NONPARAMETRIC CURVE
  • [15] SAMPLING-BASED APPROACHES TO CALCULATING MARGINAL DENSITIES
    GELFAND, AE
    SMITH, AFM
    [J]. JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1990, 85 (410) : 398 - 409
  • [16] Gelman A., 1992, STAT SCI, V7, P457, DOI DOI 10.1214/SS/1177011136
  • [17] STOCHASTIC RELAXATION, GIBBS DISTRIBUTIONS, AND THE BAYESIAN RESTORATION OF IMAGES
    GEMAN, S
    GEMAN, D
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1984, 6 (06) : 721 - 741
  • [18] ANNEALING MARKOV-CHAIN MONTE-CARLO WITH APPLICATIONS TO ANCESTRAL INFERENCE
    GEYER, CJ
    THOMPSON, EA
    [J]. JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1995, 90 (431) : 909 - 920
  • [19] GEYER CJ, 1994, SCAND J STAT, V21, P359
  • [20] Green PJ, 1995, BIOMETRIKA, V82, P711, DOI 10.2307/2337340