基于Comsol的肺部电阻抗断层成像仿真研究
发布时间:2018-12-08 12:21
【摘要】:医学电阻抗成像技术(EIT)是当今生物医学界重要的研究领域之一。本文利用Comsol软件建立16电极圆形场仿真模型,分三种情况分析了有限元剖分的疏密对测量电极电压的影响,对场域内不同位置的成像对象做了正问题分析。利用共轭梯度图像重建算法,针对正问题仿真数据,利用Matlab编程实现对不同位置、不同大小的成像对象的图像重建。对共轭梯度法收敛性进行了分析,并采用设定的迭代停止条件,进行了圆形场重建实验,分别针对单个成像对象和两个成像对象进行分辨能力的评估。结合人体肺部组织的结构特征,利用人体胸部CT扫描图,建立更为精确的胸部仿真模型,实现了肺部连续呼吸过程中的图像重建,采用三种模型对呼吸过程中所重建的图像质量进行对比分析,得出了肺部呼吸过程中电导率和测量电极电压之间的变化关系。应用小波分析方法对肺功能成像过程中EIT电压矩阵数据进行分析,得出了心肺变化信息和频率特性,从中提取出了低频信息和高频信息,从而为临床研究提供依据。
[Abstract]:Medical Electrical Impedance Imaging (EIT) is one of the most important research fields in biomedical field. In this paper, a 16-electrode circular field simulation model is established by using Comsol software. The influence of the density of finite element method on the electrode voltage is analyzed in three cases, and the forward problem of the imaging object at different positions in the field is analyzed. Based on the conjugate gradient image reconstruction algorithm and the simulation data of positive problem, the image reconstruction of different positions and sizes of imaging objects is realized by Matlab programming. The convergence of the conjugate gradient method is analyzed and the circular field reconstruction experiment is carried out using the set iterative stopping conditions. The resolution of the single imaging object and the two imaging objects are evaluated respectively. Combined with the structural characteristics of human lung tissue, a more accurate chest simulation model was established by using the human chest CT scan, which realized the image reconstruction in the process of continuous lung respiration. Three models were used to compare and analyze the quality of the reconstructed images during respiration, and the relationship between electrical conductivity and electrode voltage was obtained. Wavelet analysis was used to analyze the EIT voltage matrix data during pulmonary function imaging. The changes and frequency characteristics of heart and lung were obtained, and the low frequency and high frequency information were extracted from the data, which provided the basis for clinical research.
【学位授予单位】:天津大学
【学位级别】:硕士
【学位授予年份】:2012
【分类号】:R318.0;TP391.41
本文编号:2368340
[Abstract]:Medical Electrical Impedance Imaging (EIT) is one of the most important research fields in biomedical field. In this paper, a 16-electrode circular field simulation model is established by using Comsol software. The influence of the density of finite element method on the electrode voltage is analyzed in three cases, and the forward problem of the imaging object at different positions in the field is analyzed. Based on the conjugate gradient image reconstruction algorithm and the simulation data of positive problem, the image reconstruction of different positions and sizes of imaging objects is realized by Matlab programming. The convergence of the conjugate gradient method is analyzed and the circular field reconstruction experiment is carried out using the set iterative stopping conditions. The resolution of the single imaging object and the two imaging objects are evaluated respectively. Combined with the structural characteristics of human lung tissue, a more accurate chest simulation model was established by using the human chest CT scan, which realized the image reconstruction in the process of continuous lung respiration. Three models were used to compare and analyze the quality of the reconstructed images during respiration, and the relationship between electrical conductivity and electrode voltage was obtained. Wavelet analysis was used to analyze the EIT voltage matrix data during pulmonary function imaging. The changes and frequency characteristics of heart and lung were obtained, and the low frequency and high frequency information were extracted from the data, which provided the basis for clinical research.
【学位授予单位】:天津大学
【学位级别】:硕士
【学位授予年份】:2012
【分类号】:R318.0;TP391.41
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