Nonlinear reconstruction constrained by image properties in electrical impedance tomography

被引:9
作者
Blott, BH [1 ]
Daniell, GJ [1 ]
Meeson, S [1 ]
机构
[1] Univ Southampton, Dept Phys & Astron, Southampton SO17 1BJ, Hants, England
关键词
D O I
10.1088/0031-9155/43/5/012
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
It is proposed that image quality, for example the degree of roughness, in electrical impedance tomography is the essential measure required to regularize nonlinear reconstruction. Most previously published work has addressed efficiency, stabilization and speed of reconstruction and has overlooked the targeted image qualities. The measure of quality adopted is the mean square gradient of the logarithm of resistivity which, in combination with the chi(2) statistic as a measure of the fit to the data, is minimized by iteration until convergence to a stable image is achieved. This penalty function is invariant to the scale of the resistivity and to the interchange of resistivity and conductivity. The algorithm is tested on computer simulated data and on measurements from a cylindrical tank of electrolyte. The results demonstrate the increased image definition that it would be possible to achieve as data acquisition systems are improved. The images show how a reduction in resolution can be traded for reduced noise artefacts, by selecting an appropriate target chi(2).
引用
收藏
页码:1215 / 1224
页数:10
相关论文
共 40 条
[1]   Electrical impedance tomography: Regularized imaging and contrast detection [J].
Adler, A ;
Guardo, R .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 1996, 15 (02) :170-179
[2]   BROYDEN QUASI-NEWTON METHOD APPLIED TO ELECTRICAL-IMPEDANCE TOMOGRAPHY [J].
ARTOLA, J ;
DELL, J .
ELECTRONICS LETTERS, 1994, 30 (01) :27-28
[3]  
BARBER DC, 1990, SIAM PROC S, P151
[4]   EXPERIMENTAL VALIDATION OF A NOVEL RECONSTRUCTION ALGORITHM FOR ELECTRICAL-IMPEDANCE TOMOGRAPHY BASED ON BACKPROJECTION OF LAGRANGE MULTIPLIERS [J].
BAYFORD, R ;
HANQUAN, Y ;
BOONE, K ;
HOLDER, DS .
PHYSIOLOGICAL MEASUREMENT, 1995, 16 :A237-A247
[5]  
BLOTT BH, 1998, PHYS MED BIOL, V43
[6]   Current approaches to analogue instrumentation design in electrical impedance tomography [J].
Boone, KG ;
Holder, DS .
PHYSIOLOGICAL MEASUREMENT, 1996, 17 (04) :229-247
[7]  
BOONE KG, 1995, TECH BIOL MED, V16, P49
[8]   OCCAMS INVERSION - A PRACTICAL ALGORITHM FOR GENERATING SMOOTH MODELS FROM ELECTROMAGNETIC SOUNDING DATA [J].
CONSTABLE, SC ;
PARKER, RL ;
CONSTABLE, CG .
GEOPHYSICS, 1987, 52 (03) :289-300
[9]   RESOLUTION AND STABILITY ANALYSIS OF AN INVERSE PROBLEM IN ELECTRICAL-IMPEDANCE TOMOGRAPHY - DEPENDENCE ON THE INPUT CURRENT PATTERNS [J].
DOBSON, DC ;
SANTOSA, F .
SIAM JOURNAL ON APPLIED MATHEMATICS, 1994, 54 (06) :1542-1560
[10]   OPTIMIZING THE TIME TO SOLUTION IN ELECTRICAL-IMPEDANCE TOMOGRAPHY [J].
FULTON, WS ;
LIPCZYNSKI, RT .
IEE PROCEEDINGS-SCIENCE MEASUREMENT AND TECHNOLOGY, 1995, 142 (06) :433-441