Frangi Alejandro F, Riu Pere J, Rosell Javier, Viergever Max A
Departamento de Ingeniería Electrónica y Comunicaciones, Universidad de Zaragoza, Spain.
IEEE Trans Med Imaging. 2002 Jun;21(6):566-78. doi: 10.1109/TMI.2002.800612.
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.
提出了一种用于分析测量噪声在电阻抗断层成像(EIT)中通过反投影重建算法传播的框架。考虑了两个测量噪声源:电流驱动器中的噪声和电压探测器中的噪声。还讨论了采集系统架构(串行/半并行)的影响。研究了反投影重建的三种变体:基本(未加权)、加权和指数反投影。将误差传播理论的结果与从模拟和实验数据中获得的结果进行了比较。这种比较表明,该方法能很好地估计重建误差方差。有人认为,通过反投影获得的EIT图像中的重建误差可以近似建模为空间非平稳高斯分布。这种方法使我们能够对EIT图像中的重建误差进行空间表征。