CSI-EPT 的改进乘法正则化

IF 3 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC IEEE Journal of Electromagnetics RF and Microwaves in Medicine and Biology Pub Date : 2024-02-16 DOI:10.1109/JERM.2024.3363428
Florens Helfferich;Peter M. van den Berg;Rob F. Remis
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引用次数: 0

摘要

我们提出了一种用于电特性断层扫描(EPT)的改进型乘法对比源反演(CSI)方法。在 EPT 中,身体部位的电导率和介电常数剖面是根据已知的磁场圆极化部分($B_{1}^+$-场)重建的,该磁场在相关身体部位内部有支撑点。CSI 方法试图以迭代和交替的方式重建这些剖面,首先固定对比度并更新对比度源(组织对比度与电场的乘积),然后固定对比度源并更新对比度。本文采用类似于标准乘法 CSI-EPT 方法的乘法正则化方法。不过,正则化的目标函数有所不同,对比度的更新是通过对基于更新对比度源的最小二乘重建进行一步雅可比滤波获得的。对一个女性人体模型的电导率和介电常数组织剖面进行的二维数值实验表明,与标准的乘法 CSI-EPT 相比,对于各种噪声水平的数据,所提出的正则化方法一般都能提供更好的组织重建。
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Improved Multiplicative Regularization for CSI-EPT
We present an improved multiplicative Contrast Source Inversion (CSI) approach for Electrical Properties Tomography (EPT). In EPT, the conductivity and permittivity profiles of a body part are reconstructed based on a known circularly polarized part of the magnetic field (the $B_{1}^+$ -field) that has its support inside the body part of interest. The CSI method attempts to reconstruct these profiles in an iterative and alternating manner by first fixing the contrast and updating the contrast source (product of tissue contrast and electric field) and subsequently fixing the contrast source and updating the contrast. In this paper, regularization is included in a multiplicative way similar to the standard multiplicative CSI-EPT method. However, the regularized objective function is different and an update for the contrast is obtained through one-step Jacobi filtering of a least-squares reconstruction that is based on the updated contrast source. Two-dimensional numerical experiments for conductivity and permittivity tissue profiles of a female body model show that, for data with various noise levels, the proposed regularization approach generally provides improved tissue reconstructions compared with standard multiplicative CSI-EPT.
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CiteScore
5.80
自引率
9.40%
发文量
58
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Front Cover Table of Contents IEEE Journal of Electromagnetics, RF, and Microwaves in Medicine and Biology About this Journal IEEE Journal of Electromagnetics, RF and Microwaves in Medicine and Biology Publication Information Front Cover
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