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Comparisons of three modelling methods for the forward problem in three-dimensional electrical capacitance tomography

机译:三维电容层析成像正问题的三种建模方法的比较

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摘要

Image reconstruction of electrical capacitance tomography (ECT) belongs to solving an inverse problem. The first step to solve the inverse problem is to establish a forward problem model which determines the capacitance values for known permittivity distribution. There are three main methods for ECT forward problem modelling. The first is based on the sensitivity definition. The second is based on the multiple linear regression (MLR) method. And the third is based on the electric field strength (EFS). In this study, comparisons of these three modelling methods for the forward problem in three-dimensional ECT are given in terms of modelling error, computational time and reconstruction quality. Comparison results show that the MLR method generates smallest modelling error and better reconstruction quality, especially for the very complex geometry with objects in the shape of letters H and U. However, the EFS method is significantly better than the other two methods in computational time.
机译:电容层析成像(ECT)的图像重建属于解决逆问题的方法。解决反问题的第一步是建立一个正向问题模型,该模型确定已知介电常数分布的电容值。 ECT正向问题建模有三种主要方法。第一个基于灵敏度定义。第二种基于多元线性回归(MLR)方法。第三是基于电场强度(EFS)。在这项研究中,从建模误差,计算时间和重建质量方面比较了这三种建模方法对三维ECT正向问题的比较。比较结果表明,MLR方法产生的建模误差最小,并且重建质量更好,特别是对于对象形状为字母H和U的非常复杂的几何体。然而,EFS方法在计算时间上明显优于其他两种方法。

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