Matching pursuit for imaging high-contrast conductivity

被引:24
作者
Borcea, L
Berryman, JG
Papanicolaou, GC
机构
[1] Rice Univ, Houston, TX 77005 USA
[2] Lawrence Livermore Natl Lab, Livermore, CA 94551 USA
[3] Stanford Univ, Dept Math, Stanford, CA 94305 USA
关键词
D O I
10.1088/0266-5611/15/4/301
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
We show that imaging an isotropic, high contrast, conductive medium is asymptotically equivalent to the identification of a unique resistor network, given measurements of currents and voltages at the boundary. We show that a matching pursuit approach can be used effectively towards the numerical solution of the high-contrast imaging problem, if the library of functions is constructed carefully and in accordance with the asymptotic theory. We also show how other libraries of functions that at first glance seem reasonable, in fact, do not work well. When the contrast in the conductivity is not so high, we show that wavelets can be used, especially nonorthogonal wavelet libraries. However, the library of functions that is based on the high-contrast asymptotic theory is more robust, even for intermediate contrasts, and especially so in the presence of noise.
引用
收藏
页码:811 / 849
页数:39
相关论文
共 42 条
[1]   NEW LOOK AT STATISTICAL-MODEL IDENTIFICATION [J].
AKAIKE, H .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1974, AC19 (06) :716-723
[2]  
[Anonymous], 1993, Ten Lectures of Wavelets
[3]  
BANK ER, 1997, PLTMG SOFTWARE PACK
[4]   THERMAL OR ELECTRICAL-CONDUCTION THROUGH A GRANULAR MATERIAL [J].
BATCHELOR, GK ;
OBRIEN, RW .
PROCEEDINGS OF THE ROYAL SOCIETY OF LONDON SERIES A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES, 1977, 355 (1682) :313-333
[5]  
Bender C.M., 1978, Advanced mathematical methods for scientists and engineers
[6]   VARIATIONAL CONSTRAINTS FOR ELECTRICAL-IMPEDANCE TOMOGRAPHY [J].
BERRYMAN, JG ;
KOHN, RV .
PHYSICAL REVIEW LETTERS, 1990, 65 (03) :325-328
[7]   CONVEXITY PROPERTIES OF INVERSE PROBLEMS WITH VARIATIONAL CONSTRAINTS [J].
BERRYMAN, JG .
JOURNAL OF THE FRANKLIN INSTITUTE-ENGINEERING AND APPLIED MATHEMATICS, 1991, 328 (01) :1-13
[8]   Network approximation for transport properties of high contrast materials [J].
Borcea, L ;
Papanicolaou, GC .
SIAM JOURNAL ON APPLIED MATHEMATICS, 1998, 58 (02) :501-539
[9]   A hybrid numerical method for high contrast conductivity problems [J].
Borcea, L ;
Papanicolaou, GC .
JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS, 1997, 87 (01) :61-77
[10]   Asymptotic analysis of quasi-static transport in high contrast conductive media [J].
Borcea, L .
SIAM JOURNAL ON APPLIED MATHEMATICS, 1998, 59 (02) :597-635