Suppr超能文献

通过电阻抗断层成像测量对电阻/电导进行统计估计。

Statistical estimation of resistance/conductance by electrical impedance tomography measurements.

作者信息

Demidenko Eugene, Hartov Alex, Paulsen Keith

机构信息

Department of Mathematics, Dartmouth College, 7927 Rubin, DHMC, Lebanon, NH 03756, USA.

出版信息

IEEE Trans Med Imaging. 2004 Jul;23(7):829-38. doi: 10.1109/TMI.2004.827965.

Abstract

This paper is built upon the assumption that in electrical impedance tomography, vectors of voltages and currents are linearly dependent through a resistance matrix. This linear relationship was confirmed experimentally and may be derived analytically under certain assumptions regarding electrodes (Isaacson, 1991). Given measurement data consisting of voltages and currents, we treat this relationship as a linear statistical model. Thus, our goal is not to reconstruct the image but directly estimate its electromagnetic properties reflected in the resistance and/or conductance matrix using electrical impedance tomography (EIT) measurements of voltages and currents on the periphery of the body. Since no inverse problem is involved the algorithm for estimation merely reduces to one matrix inversion. We estimate the impedance resistance matrix using well established statistical inference techniques for linear regression models. We provide a comprehensive treatment for a two-dimensional homogeneous body of a circular shape, by which many concepts of electrical impedance tomography, such as width of electrodes, the difference between voltage-current and current-voltage systems are illustrated. Our theory may be applied to various tests including EIT hardware calibration and whether the medium is homogeneous. These tests are illustrated on phantom agar data.

摘要

本文基于这样一个假设

在电阻抗断层成像中,电压和电流向量通过一个电阻矩阵线性相关。这种线性关系已通过实验得到证实,并且在关于电极的某些假设下可以进行解析推导(艾萨克森,1991年)。给定由电压和电流组成的测量数据,我们将这种关系视为一个线性统计模型。因此,我们的目标不是重建图像,而是利用身体周边电压和电流的电阻抗断层成像(EIT)测量值,直接估计反映在电阻和/或电导矩阵中的电磁特性。由于不涉及反问题,估计算法仅简化为一次矩阵求逆。我们使用针对线性回归模型的成熟统计推断技术来估计阻抗电阻矩阵。我们对二维圆形均匀体进行了全面的处理,借此阐述了电阻抗断层成像的许多概念,如电极宽度、电压 - 电流系统与电流 - 电压系统之间的差异。我们的理论可应用于各种测试,包括EIT硬件校准以及介质是否均匀。这些测试通过模拟琼脂数据进行说明。

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验