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Effects of various input levels and different soil water retention curve models on water content estimation using different statistical methods

机译:不同投入水平和不同土壤保水曲线模型对不同统计方法估算含水量的影响

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This study investigated the impact of different input variables on the predictability of the water content using soil water retention curve (SWRC) models. The particle and aggregate size distribution model parameters were calculated by fitting the Perrier model to the related distributions for 75 soil samples. Nine SWRC models were fitted to the experimental data and their coefficients were obtained. The regression method was used to estimate the coefficients for nine SWRC models at three input levels. Cluster analysis classified the SWRC models into more homogeneous groups according to the accuracy of their predictions. The SWRC estimated using the Gardner model had the highest accuracy, but it was not an appropriate model for the soils because of its low fitting accuracy. Boltzman, Campbell, and Fermi models obtained the highest accuracy after the Gardner model. The Durner model yielded the lowest prediction accuracy due to the lack of correlation between the input variables and coefficients in this model. Thus, the water content predictions obtained using different SWRC models varied because different input variables were employed.
机译:本研究使用土壤保水曲线(SWRC)模型研究了不同输入变量对含水量可预测性的影响。通过将Perrier模型拟合到75个土壤样品的相关分布来计算颗粒和聚集体尺寸分布模型参数。将9个SWRC模型拟合到实验数据中,并获得了它们的系数。回归方法用于估计三个输入级别的九个SWRC模型的系数。聚类分析根据其预测的准确性将SWRC模型分为更均一的组。使用Gardner模型估算的SWRC精度最高,但由于拟合精度低,因此不适用于土壤模型。 Boltzman,Campbell和Fermi模型获得了继Gardner模型之后的最高准确性。由于该模型中输入变量和系数之间缺乏相关性,因此Durner模型产生的预测精度最低。因此,由于采用了不同的输入变量,因此使用不同的SWRC模型获得的含水量预测会有所不同。

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