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Saturated water conductivity estimation based on X-ray CT images – evaluation of the impact of thresholding errors

机译:基于X射线CT图像的饱和排水估计 - 评估阈值误差的影响

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X-ray computed tomography soil studies rely on image analysis procedures that commonly begin with a thresholding step which is prone to errors and leads to uncertainty in the deduced values of soil characteristics, e.g ., total porosity, specific surface or simulated saturated water conductivity. In this paper, four 3D images of soil cores were thresholded using two different algorithms. Total porosity and specific surface were determined for binarized images whereas saturated water conductivity was numerically estimated using the Navier-Stokes equation-based modelling. The study shows that an erroneous thresholding step leads to uncertainty in the determination of soil pore system characteristics and saturated water conductivity estimation. The lowest relative error in the total porosity determination, which was obtained in our study, was 15%, and the highest 40%. The results of this study demonstrate that errors related to thresholding may have a huge impact on the estimation of saturated hydraulic conductivity in soils, easily reaching a relative error of 50% of the saturated water conductivity reference value. Even small shifts in the threshold level can cause huge changes in saturated water conductivity estimation (a threshold shift by 6.7% for sample 2 analysed in the study caused more than a two-fold increase in the estimated value of saturated hydraulic conductivity).
机译:X射线计算机断层扫描土壤研究依赖于图像分析程序,其通常以阈值平衡的步骤开始,其易于误差并导致在地推导的土壤特性值中的不确定性,例如,总孔隙率,比表面或模拟饱和导电性。在本文中,使用两个不同的算法阈值阈值的四维3D图像。确定总孔隙率和比表面为二值化图像,而基于基于Navier-Stokes等式的建模,数值估计饱和导电性。该研究表明,错误的阈值平面导致确定土壤孔隙系统特性和饱和排水估计的确定性的不确定性。在我们研究中获得的总孔隙度测定中最低的相对误差为15%,最高40%。该研究的结果表明,与阈值化相关的误差可能对土壤中饱和液压导电性的估计有巨大影响,容易达到饱和导电性参考值的50%的相对误差。阈值水平中的甚至小变化甚至可能导致饱和导电性估计的巨大变化(在研究中分析的样品2的样品2阈值移位导致饱和液压导电率的估计值增加超过两倍)。

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