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Investigation and Development of Algorithms And Techniques for Microwave Tomography.

机译:微波层析成像算法和技术的研究与开发。

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摘要

This thesis reports on research undertaken in the area of microwave tomography (MWT) where the goal is to find the dielectric profile of an object of interest using microwave measurements collected outside the object. The main focus of this research is on the development of inversion algorithms which solve the electromagnetic inverse scattering problem associated with MWT. These algorithms must deal with two different aspects of the inverse problem: its nonlinearity and ill-posedness. After providing an overview of some of the different possible formulations in terms of a nonlinear optimization problem, details on the use of the Gauss-Newton inversion algorithm which solves this problem are given. Various regularization techniques for the Gauss-Newton inversion algorithm are studied and classified. It is shown that these regularization techniques can be viewed from within a single consistent framework after applying some modifications. Within the framework of the two-dimensional MWT problem, the inversion of transverse magnetic and transverse electric data sets are considered and compared in terms of computational complexity, image quality and convergence rate.;The MWT problem is also formulated for MWT chambers made of conducting cylinders of arbitrary shapes. A Gauss-Newton inversion algorithm is utilized to invert the data collected in such configurations. It is then shown that collecting microwave scattered-field data inside MWT setups with different boundary conditions can provide a robust set of useful information for the reconstruction of the dielectric profile. To produce good quality reconstructions, the amount of data collected under each boundary condition can be relatively small if the number of different boundary condition configurations is sufficiently high. This leads to a novel MWT setup wherein a rotatable conductive triangular enclosure is used to generate scattered-field data. Antenna arrays, with as few as only four elements, that are fixed with respect to the object of interest can provide sufficient data to give good reconstructions, if the triangular enclosure is rotated a sufficient number of times.;Preliminary results of using the algorithms presented herein on data collected using two different MWT prototypes currently under development by the University of Manitoba's Electromagnetic Imaging Group are reported. Using the current open-region MWT prototype, an experimental resolution study using the Gauss-Newton inversion method was performed using various cylindrical targets. Results of this resolution study are reported herein and the separation resolution limit of this system is quantified.;A new solution to the contrast source inversion formulation of the microwave tomography problem for the case where the MWT chamber consists of a circular conductive enclosure is introduced. This solution is based on expressing the unknowns of the problem as truncated eigenfunction expansions corresponding to the Helmholtz operator for a homogeneous background medium with appropriate boundary conditions imposed at the chamber walls.
机译:本论文报告了在微波层析成像(MWT)领域中进行的研究,该领域的目标是使用在对象外部收集的微波测量值来找到目标对象的介电分布。这项研究的主要重点是开发反演算法,以解决与MWT相关的电磁反散射问题。这些算法必须处理反问题的两个不同方面:其非线性和不适定性。在根据非线性优化问题提供了一些不同的可能公式的概述之后,详细说明了使用高斯-牛顿反演算法解决该问题的方法。对高斯-牛顿反演算法的各种正则化技术进行了研究和分类。结果表明,在进行一些修改后,可以从单个一致的框架内查看这些正则化技术。在二维MWT问题的框架内,考虑了横向磁和横向电数据集的反演并从计算复杂度,图像质量和收敛速度方面进行了比较。任意形状的圆柱体。利用高斯-牛顿反演算法来反演以这种配置收集的数据。然后表明,在具有不同边界条件的MWT装置内部收集微波散射场数据可以为电介质轮廓的重建提供一组有用的信息。为了产生高质量的重构,如果不同边界条件配置的数量足够高,则在每个边界条件下收集的数据量可能相对较少。这导致了一种新颖的MWT设置,其中使用可旋转的导电三角形外壳来生成散射场数据。如果将三角形外壳旋转足够的次数,相对于感兴趣的对象固定的只有四个元素的天线阵列可以提供足够的数据,以提供良好的重建效果;使用所提出的算法的初步结果本文报道了曼尼托巴大学电磁成像小组目前正在使用两种不同的MWT原型收集的数据。使用当前的开放区域MWT原型,使用各种圆柱目标对使用高斯-牛顿反演方法的实验分辨率进行了研究。本文报道了该分辨率研究的结果,并对该系统的分离分辨率极限进行了量化。;针对微波断层扫描问题的对比源反演公式,针对MWT腔室由圆形导电罩组成的情况,提出了一种新的解决方案。该解决方案基于将问题的未知数表示为与均质背景介质对应的亥姆霍兹算子的截短的本征函数展开,并在腔室壁处施加了适当的边界条件。

著录项

  • 作者

    Mojabi, Puyan.;

  • 作者单位

    University of Manitoba (Canada).;

  • 授予单位 University of Manitoba (Canada).;
  • 学科 Engineering General.;Engineering Biomedical.
  • 学位 Ph.D.
  • 年度 2010
  • 页码 243 p.
  • 总页数 243
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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