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A filtered backprojection algorithm with characteristics of the iterative landweber algorithm

机译:具有迭代土地韦伯算法特征的滤波反投影算法

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摘要

>Purpose: In order to eventually develop an analytical algorithm with noise characteristics of an iterative algorithm, this technical note develops a window function for the filtered backprojection (FBP) algorithm in tomography that behaves as an iterative Landweber algorithm.>Methods: Based on the formulation of the iterative Landweber algorithm, a frequency domain window function is derived for each iteration of the Landweber algorithm. The resultant window function has an index k, emulating the characteristics of the Landweber algorithm at the kth iteration. The window function is used to modify the ramp filter in the FBP algorithm.>Results: Computer simulations show that the windowed FBP algorithm with window function index k and the iterative Landweber algorithm iteration number k give similar reconstructions in terms of resolution and noise.>Conclusions: Analytical FBP algorithms are able to provide similar results to the iterative Landweber algorithm if the ramp filter in the FBP algorithm is modified by a set of specially designed window functions.
机译:>目的:为了最终开发出一种具有迭代算法噪声特征的分析算法,本技术说明为层析成像中的滤波反投影(FBP)算法开发了一种窗口函数,该函数用作迭代Landweber算法。 >方法:根据迭代Landweber算法的公式,为Landweber算法的每次迭代导出频域窗口函数。所得的窗口函数的索引为k,在第k次迭代时模拟Landweber算法的特征。 >结果:计算机仿真表明,窗口函数索引为k的窗口FBP算法和迭代Landweber算法迭代次数为k的FBP算法在形式上具有相似的重构。 >结论:如果FBP算法中的斜坡滤波器被一组专门设计的窗口函数修改,则FBP分析算法能够提供与迭代Landweber算法相似的结果。

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