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Comparison of Measured and PTF Predictions of SWCCs for Loess Soils in China

机译:中国黄土SWCCs实测值与PTF预测值的比较

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There are significant advantages in using indirect pedo-transfer functions, (PTFs) for the estimation of unsaturated soil properties. The pedo-transfer functions can be used for the estimation of the soil–water characteristic curve (SWCC) which in turn is used for the estimation of other unsaturated soil properties. The accuracy of the indirect pedo-transfer function method for the estimation of the SWCC depends on the PTF and the equation used to best-fit the particle-size distribution (PSD) data. The objectives of this study are to: (1) evaluate the performance of the Fredlund et al. (Can Geotech J 37:817–827, 2000) equation for best-fitting the particle-size distribution, (PSD) data, and, (2) compare the predictions made by two of the commonly used PTFs; namely, Arya and Paris (Soil Sci Soc Am J 45:1023–1030, 1981) and Fredlund et al. (Can Geotech J 39:1103–1117, 2002), for estimating the SWCC from the PSD. The authors used 258 measured PSDs and SWCC datasets from the Loess Plateau, China, for this study. The dataset consisted of 187 silt–loam soils, 41 loam soils, 11 silt–clay–loam soils, 10 sand–loam soils, 6 silt–clay soils, and 3 loam–sand soils. The SWCC and PSD datasets were measured using a Pressure Plate apparatus and the pipette method, respectively. The comparison between the estimated and measured particle-size distribution curves showed that the Fredlund et al. (Can Geotech J 37:817–827, 2000) equation closely prepresented the PSD for all soils in the Loess Plateau, with a lower root mean square error (RMSE) of 0.869%. The comparison between the estimated and measured water contents at the same suction showed that the Fredlund et al. (Can Geotech J 39:1103–1117, 2002) PTF performed somewhat better than the Arya and Paris (Soil Sci Soc Am J 45:1023–1030, 1981) function. The Fredlund et al. method had RMSE value of 0.039 cm3 cm−3 as opposed to 0.046 cm3 cm−3 for the Arya and Paris (Soil Sci Soc Am J 45:1023–1030, 1981) method. The Fredlund et al. (Can Geotech J 39:1103–1117, 2002) PTF produced the closest predictions for sand–loam, loam–sand, and loam soils, with a lower RMSE for gravimetric water content ranging from 0.006 to 0.036 cm3 cm−3. There were consistent over-estimations observed for silt–loam, silt–clay–loam, and slit–clay soils with RMSE values for gravimetric water content ranging from 0.037 to 0.043 cm3 cm−3. The measured and estimated air-entry values were closest when using the Fredlund et al. (Can Geotech J 39:1103–1117, 2002) PTF. The measured and estimated maximum slopes on the SWCC were closest when using the Arya and Paris (Soil Sci Soc Am J 45:1023–1030, 1981) PTF.
机译:使用间接的pedo传递函数(PTF)估算非饱和土壤特性具有显着优势。踏板传递函数可用于估算土壤-水特征曲线(SWCC),而该曲线又可用于估算其他非饱和土壤特性。间接脚步传递函数方法用于估算SWCC的准确性取决于PTF和用于最佳拟合粒度分布(PSD)数据的方程式。这项研究的目的是:(1)评价Fredlund等人的性能。 (Can Geotech J 37:817–827,2000)最适合拟合粒度分布(PSD)数据的方程,并且(2)比较两个常用PTF的预测;分别是Arya和Paris(Soil Sci Soc Am J 45:1023-1030,1981)和Fredlund等。 (Can Geotech J 39:1103-1117,2002),用于根据PSD估算SWCC。作者使用来自中国黄土高原的258个测得的PSD和SWCC数据集进行了这项研究。该数据集包括187个粉壤土,41个壤土,11个泥土,壤土,10个砂壤土,6个泥土和3个壤土。分别使用压板设备和移液器方法测量SWCC和PSD数据集。估计的和测量的粒度分布曲线之间的比较表明,Fredlund等人。 (Can Geotech J 37:817–827,2000)方程紧密地代表了黄土高原所有土壤的PSD,其均方根误差(RMSE)较低,为0.869%。在相同的吸力下,估计的含水量和测量的含水量之间的比较表明,Fredlund等人。 (Can Geotech J 39:1103-1117,2002)PTF的性能要比Arya和Paris(Soil Sci Soc Am J 45:1023-1030,1981)更好。 Fredlund等。该方法的RMSE值为0.039 cm 3 cm -3 ,而0.046 cm 3 cm -3 Arya and Paris(Soil Sci Soc Am J 45:1023-1030,1981)方法。 Fredlund等。 (Can Geotech J 39:1103-1117,2002)PTF对砂壤土,壤土砂和壤土的预测最接近,重量水含量从0.006到0.036 cm 3 较低。 sup> cm −3 。对于重量-水分含量范围为0.037至0.043 cm 3 cm −3的RMSE值,对淤泥壤土,淤泥粘土壤土和裂隙粘土土壤观察到一致的高估。当使用Fredlund等人的方法时,测得的和估计的进气值最接近。 (Can Geotech J 39:1103-1117,2002)PTF。当使用Arya和Paris(Soil Sci Soc Am J 45:1023-1030,1981)PTF时,SWCC上测得和估计的最大斜率最接近。

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