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Estimation of Hydrochemical Unsaturated Soil Parameters Using a Multivariational Objective Analysis

机译:多元目标分析法估算水化学不饱和土壤参数

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Numerical experiment involving both moisture and solute transport predictions is performed to estimate the hydrochemical characteristics of unsaturated porous soil. The moisture and solute transport in the soil are described by the flow and advection-dispersion transport equations. These transport equations are solved by the spectral element method, which is based on Legendre-Gauss-Lobatto quadrature rule and the fully implicit time scheme using the modified Picard iterative procedure constructed with the standard chord slope approximation. The estimation of hydraulic and solute transport parameters has been conducted using the Levenberg-Marquardt method. The goals of the inverse problem were to develop soil hydrochemical characteristics estimation strategies based on combined two of the following functional cost measurements: moisture content, pressure head, hydraulic conductivity, cumulative outflow, and solute concentration. The performance of the inverse algorithm was evaluated using the coefficient of determination, the root-mean-square error, and the relative error analysis which provide an optimal scheme for parameters estimation. The spectral element method was shown to provide good results with negligible error when compared to analytical values. The obtained results indicate excellent agreement of the method for estimating hydraulic and transport parameters with negligible relative error when compared estimated parameters and true values. The choice and the order of combination of objective functions affect crucially the inverse solution especially in case of large hydrochemical parameters estimates.
机译:进行了涉及水分和溶质运移预测的数值实验,以估算非饱和多孔土的水化学特征。土壤中的水分和溶质运移由流动和对流-弥散运移方程式描述。通过基于Legendre-Gauss-Lobatto正交规则和完全隐式时间方案的频谱元素方法,使用标准弦斜率近似构造的改进的Picard迭代程序,求解了这些输运方程。使用Levenberg-Marquardt方法进行了水力和溶质运移参数的估算。反问题的目标是根据以下两个功能成本的组合来开发土壤水化学特征估算策略:水分含量,压头,水力传导率,累积流出量和溶质浓度。使用确定系数,均方根误差和相对误差分析评估了逆算法的性能,这些参数为参数估计提供了最佳方案。与分析值相比,光谱元素法显示出良好的结果,误差可忽略不计。当比较估计的参数和真实值时,获得的结果表明该方法的水力和运输参数的估计具有极好的一致性,相对误差可忽略不计。目标函数组合的选择和顺序会严重影响逆解,特别是在较大的水化学参数估计值的情况下。

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