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
来源
SIAM JOURNAL ON IMAGING SCIENCES | 2016年 / 9卷 / 04期
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.
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页码:1619 / 1654
页数:36
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