电阻抗断层扫描:使用方差均匀化约束的正则化重建

C. Cohen-Bacrie, Y. Goussard
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引用次数: 0

摘要

本文提出了一种新的正则化方法来解决电阻抗层析成像(EIT)的病态逆问题。通信的主要焦点是正则化矩阵和正则化参数的选择。在正则化矩阵的选择上,采用方差均匀化准则,使测量噪声的影响均匀分布在整个估计中。然后,利用普通交叉验证(OCV)从观测数据中确定适当的正则化参数值。由于实际原因,本研究采用了直接问题的线性化方程。然而,该技术可以扩展到以迭代方式解决非线性直接问题的方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Electrical impedance tomography: regularized reconstruction using a variance uniformization constraint
This paper presents a new regularization approach to the ill-posed inverse problem of electrical impedance tomography (EIT). The main focus of the communication is on the choice of the regularization matrix and of the regularization parameters. To select the regularization matrix the authors use a variance uniformization criterion so as to distribute uniformly the effect of the measurement noise over the whole estimate. Then, adequate values of the regularization parameters are determined from the observed data using ordinary cross validation (OCV). For practical reasons, linearized equations of the direct problem are used in this study. However, the technique can be extended to methods that solve the nonlinear direct problem in an iterative manner.
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