Electrode configurations for improved spatial resolution in electrical impedance tomography

被引:38
作者
Polydorides, N [1 ]
McCann, H [1 ]
机构
[1] Univ Manchester, Inst Sci & Technol, Dept Elect Engn & Elect, Manchester M60 1QD, Lancs, England
关键词
singular values; Picard criterion; electrode segmentation; regularized total least squares;
D O I
10.1088/0957-0233/13/12/309
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This study addresses the numerical treatment applied to the singular values of the sensitivity matrix in the presence of noisy measurements, subsequently suggesting electrode configurations that provide sensitivities with improved characteristics. We begin by examining the impact of the individual singular values on the spatial resolution of the image and then proceed to express the generalized Tikhonov regularization in terms of the generalized singular value decomposition in order to demonstrate how the reconstructed image is synthesized from the individual energy components. The electrode segmentation scheme is then introduced as a feasible configuration offering efficient and improved resolution impedance imaging. Finally, the regularized total least squares algorithm is implemented to provide the linear step solution within Newton's iterative scheme. Images of several reconstructed inhomogeneities are presented, using simulated measurements obtained from the segmented electrodes system.
引用
收藏
页码:1862 / 1870
页数:9
相关论文
共 14 条
[1]  
BRECKON WR, 1988, NATO ASI SERIES MATH, V39
[2]   Electrical resistance tomography for process applications [J].
Dickin, F ;
Wang, M .
MEASUREMENT SCIENCE AND TECHNOLOGY, 1996, 7 (03) :247-260
[3]   Tikhonov regularization and total least squares [J].
Golub, GH ;
Hansen, PC ;
O'Leary, DP .
SIAM JOURNAL ON MATRIX ANALYSIS AND APPLICATIONS, 1999, 21 (01) :185-194
[4]  
Hansen P., 1998, Rank-Deficient and Discrete Ill-Posed Problems
[5]  
HUA P, 1993, IEEE T BIOMED ENG, V40
[6]   DISTINGUISHABILITY OF CONDUCTIVITIES BY ELECTRIC-CURRENT COMPUTED-TOMOGRAPHY [J].
ISAACSON, D .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 1986, 5 (02) :91-95
[7]  
ISAACSON D, 1987, CLIN PHYS PHYSL ME A, V8, P39
[8]   Near-optimal parameters for Tikhonov and other regularization methods [J].
O'Leary, DP .
SIAM JOURNAL ON SCIENTIFIC COMPUTING, 2001, 23 (04) :1161-1171
[9]   ELECTRODE MODELING IN ELECTRICAL-IMPEDANCE TOMOGRAPHY [J].
PAULSON, K ;
BRECKON, W ;
PIDCOCK, M .
SIAM JOURNAL ON APPLIED MATHEMATICS, 1992, 52 (04) :1012-1022
[10]  
PINHEIRO PAT, 1998, ELECT LETT, V34