Propagation of measurement noise through backprojection reconstruction in electrical impedance tomography

被引:18
作者
Frangi, AF
Riu, PJ
Rosell, J
Viergever, MA
机构
[1] Univ Zaragoza, Dept Ingn Elect & Comunicac, E-50018 Zaragoza, Spain
[2] Univ Zaragoza, Aragon Inst Engn Res I3A, E-50018 Zaragoza, Spain
[3] Univ Politecn Cataluna, Dept Ingn Elect, Div Instrumentac & Bioingn, Barcelona 08034, Spain
[4] Univ Utrecht, Image Sci Inst, NL-3508 GA Utrecht, Netherlands
关键词
backprojection reconstruction; electrical impedance tomography; error propagation theory; reconstruction error characterization;
D O I
10.1109/TMI.2002.800612
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
A framework to analyze the propagation of measurement noise through backprojection reconstruction algorithms in electrical impedance tomography (EIT) is presented. Two measurement noise sources were considered: noise in the current drivers and in the voltage detectors. The influence of the acquisition system architecture (serial/semi-parallel) is also discussed. Three variants of backprojection reconstruction are studied: basic (unweighted), weighted and exponential backprojection. The results of error propagation theory have been compared with those obtained from simulated and experimental data. This comparison shows that the approach provides a good estimate of the reconstruction error variance. It is argued that the reconstruction error in EIT images obtained via backprojection can be approximately modeled as a spatially nonstationary Gaussian distribution. This methodology allows us to develop a spatial characterization of the reconstruction error in EIT images.
引用
收藏
页码:566 / 578
页数:13
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