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An image-reconstruction algorithm based on Landweber's iteration method for electrical-capacitance tomography

机译:基于Landweber迭代法的电容层析成像图像重建算法

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Electrical capacitance tomography (ECT) is a so-called 'soft-field' tomography technique. The linear back-projection (LBP) method is used widely for image reconstruction in ECT systems. It is numerically simple and computationally fast because itinvolves only a single matrix-vector multiplication. However, the images produced by the LBP algorithm are generally qualitative rather than quantitative. This paper presents an image-reconstruction algorithm based on a modified Landweber iteration method that can greatly enhance the quality of the image when two distinct phases are present. In this algorithm a simple constraint is used as a regularization for computing a stabilized solution, with a better immunity to noise and faster convergence.Experimental results are presented
机译:电容层析成像(ECT)是一种所谓的“软场”层析成像技术。线性反投影(LBP)方法被广泛用于ECT系统中的图像重建。由于它仅涉及单个矩阵向量乘法,因此它在数值上简单且计算速度快。但是,由LBP算法生成的图像通常是定性的,而不是定量的。本文提出了一种基于改进的Landweber迭代方法的图像重建算法,当存在两个不同的相位时,该算法可以大大提高图像质量。该算法将一个简单的约束条件用作计算稳定解的正则化方法,具有更好的抗噪性和更快的收敛性。

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