A D-Bar Algorithm with A Priori Information for 2-Dimensional Electrical Impedance Tomography

被引:35
作者
Alsaker, Melody [1 ,2 ]
Mueller, Jennifer L. [1 ,3 ]
机构
[1] Colorado State Univ, Dept Math, Ft Collins, CO 80523 USA
[2] Gonzaga Univ, Dept Math, Spokane, WA 99258 USA
[3] Colorado State Univ, Sch Biomed Engn, Ft Collins, CO 80523 USA
关键词
electrical impedance tomography; inverse problems; D-bar algorithm; INVERSE CONDUCTIVITY PROBLEM; NONSYMMETRIC LINEAR-SYSTEMS; HUMAN CHEST; RECONSTRUCTIONS; EIT; RESISTIVITIES;
D O I
10.1137/15M1020137
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A method for including a priori information in the 2-dimensional D-bar algorithm is presented. It is shown that this method also constitutes a nonlinear regularization strategy for the D-bar method that converges to the true conductivity as the noise level tends to zero in the case of a correct prior. An explicit rate of convergence in the appropriate Banach space is derived. Two methods of assigning conductivity values to the prior are presented, each corresponding to a different scenario in applications. The method is tested on several numerical examples with and without noise and is demonstrated to be highly effective in improving the spatial resolution of the D-bar method.
引用
收藏
页码:1619 / 1654
页数:36
相关论文
共 37 条
[1]  
[Anonymous], 1996, INTRO MATH THEORY IN
[2]  
[Anonymous], COMPUT SCI ENG
[3]   Calderon's inverse conductivity problem in the plane [J].
Astala, Kari ;
Paivarinta, Lassi .
ANNALS OF MATHEMATICS, 2006, 163 (01) :265-299
[4]   DIRECT ELECTRICAL IMPEDANCE TOMOGRAPHY FOR NONSMOOTH CONDUCTIVITIES [J].
Astala, Kari ;
Mueller, Jennifer L. ;
Paivarinta, Lassi ;
Peramaki, Allan ;
Siltanen, Samuli .
INVERSE PROBLEMS AND IMAGING, 2011, 5 (03) :531-549
[5]   INCORPORATING A-PRIORI INFORMATION INTO THE SHEFFIELD FILTERED BACKPROJECTION ALGORITHM [J].
AVIS, NJ ;
BARBER, DC .
PHYSIOLOGICAL MEASUREMENT, 1995, 16 :A111-A122
[6]   Use of a priori information in estimating tissue resistivities -: a simulation study [J].
Baysal, U ;
Eyüboglu, BM .
PHYSICS IN MEDICINE AND BIOLOGY, 1998, 43 (12) :3589-3606
[7]  
Camargo Jr E. B., 2013, THESIS
[8]   2D D-bar reconstructions of human chest and tank data using an improved approximation to the scattering transform [J].
DeAngelo, M. ;
Mueller, J. L. .
PHYSIOLOGICAL MEASUREMENT, 2010, 31 (02) :221-232
[9]   Incorporating a priori anatomical information into image reconstruction in electrical impedance tomography [J].
Dehghani, H ;
Barber, DC ;
Basarab-Horwath, I .
PHYSIOLOGICAL MEASUREMENT, 1999, 20 (01) :87-102
[10]   AN IMAGE-ENHANCEMENT TECHNIQUE FOR ELECTRICAL-IMPEDANCE TOMOGRAPHY [J].
DOBSON, DC ;
SANTOSA, F .
INVERSE PROBLEMS, 1994, 10 (02) :317-334