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Travel-Time Ultrasonic Computed Tomography Applied to Quantitative 2-D Imaging of Standing Trees: A Comparative Numerical Modeling Study

机译:时差超声波计算机断层摄影技术在立木的定量二维成像中的应用:比较数值建模研究

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摘要

The quality of the Ultrasonic Computed Tomography (UCT) imaging device, in term of spatial resolution, sensitivity or dynamic, is a function of the wavelength, the number of transducers, the ultrasonic field generated and the inversion algorithm. This latter factor was studied using four inversion techniques for the tomography of trees. Two new methods, Partial Least Squares method - PLS, and Layer Stripping - LS, are compared to two classical methods, Filtered Backprojection - FBP, and Simultaneous Iterative Reconstruction Technique - SIRT. An original numerical phantom of tree was used and the effects of the variation of the number of transducers and the noise level were analyzed. The PLS was found to converge slowly but reached a high performance for the reconstruction of the projection values (slowness). PLS method was also characterized by a fast computation time. However, the PLS method gave a poor image quality (high sensitivity to noise level and presence of outlier values). The main advantage of the LS method was its high robustness to the noise level. The computing time was however the weakest point of LS method. A combination of the two classic FBP-SIRT methods seemed the most suitable except for the computation time. However, an improvement of the convergence conditions of PLS method (very fast computing time; including also curved rays), with the use of SIRT method, would constitute a promising solution.
机译:在空间分辨率,灵敏度或动态性方面,超声计算机断层扫描(UCT)成像设备的质量是波长,换能器数量,产生的超声场和反演算法的函数。使用四种反演技术对树木的层析成像研究了后一个因素。比较了两种新方法,偏最小二乘方法(PLS)和层剥离法(LS)与两种经典方法,滤波反投影(FBP)和同时迭代重建技术(SIRT)。使用树的原始数字幻影,并分析了换能器数量变化和噪声水平的影响。发现PLS收敛缓慢,但是在重建投影值(慢度)方面达到了高性能。 PLS方法还具有计算时间短的特点。但是,PLS方法的图像质量较差(对噪声水平的灵敏度很高,并且存在异常值)。 LS方法的主要优点是对噪声水平的高鲁棒性。但是,计算时间是LS方法的最薄弱环节。除了计算时间外,两种经典的FBP-SIRT方法的组合似乎最合适。但是,使用SIRT方法改善PLS方法的收敛条件(非常快的计算时间;还包括弯曲射线)将构成一个有希望的解决方案。

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