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A sequential inverse approach for hydraulic tomography and electrical resistivity tomography: An effective method for site characterization.

机译:液压层析成像和电阻率层析成像的顺序逆方法:一种有效的现场表征方法。

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Hydraulic tomography (i.e., a sequential aquifer test) has recently been proposed as a method for characterizing aquifer heterogeneity. In this study a sequential inverse approach is developed to interpret results of hydraulic tomography. The approach uses an iterative geostatistical inverse method to yield the effective hydraulic conductivity of an aquifer, conditioned on each set of head/discharge data. To efficiently include all the head/discharge data sets, a sequential conditioning method is employed.; Two-dimensional numerical experiments were conducted to investigate the optimal sampling scheme for the hydraulic tomography. The effects of measurement errors and uncertainties in statistical parameters required by the inverse model were also investigated. The robustness of this inverse approach was demonstrated through its application to a hypothetical, three-dimensional, heterogeneous aquifer.; Two sandbox experiments were conducted to evaluate the performance of the sequential geostatistical inverse approach under realistic conditions. One sandbox was packed with layered sands to represent a stratified aquifer while the other with discontinuous sand bodies of different shapes and sizes to represent a more complex and realistic heterogeneous aquifer. The tomography was found ineffective if abundant head measurements were collected at closely spaced intervals in a highly stratified aquifer. While it was found beneficial when head measurements were limited and the geological structure was discontinuous.; The sequential inverse approach for hydraulic tomography was extended for electrical resistivity tomography. Numerical experiments were conducted to demonstrate the robustness of this approach for delineating the resistivity distribution in the subsurface and to investigate effectiveness of different sampling arrays of the ERT: the surface, the down-hole, and the combination of the surface and down-hole array. Orientation of bedding was found to dictate the effectiveness of the ERT layout.; Samples were collected to quantify spatial variability of the resistivity-moisture relationship in the field. Numerical experiments then illustrated how the spatially varying relationship exacerbated the level of uncertainty in the interpretation of change of moisture content based on the estimated change in resistivity. A sequential inverse approach was then developed to estimate water content with less uncertainty by considering the spatial variability of the resistivity-moisture relationship and incorporating point moisture measurements and ERT data sets.
机译:最近已经提出了液压层析成像(即,顺序含水层测试)作为表征含水层非均质性的方法。在这项研究中,开发了一种顺序逆方法来解释液压层析成像的结果。该方法使用迭代地统计反演方法得出含水层的有效水力传导率,其条件取决于每组扬程/流量数据。为了有效地包括所有压头/放电数据集,采用了顺序调节方法。进行了二维数值实验,以研究液压层析成像的最佳采样方案。还研究了逆模型所需的测量误差和不确定性对统计参数的影响。通过将其应用于假设的三维异质含水层,证明了这种反演方法的鲁棒性。进行了两个沙盒实验,以评估在实际条件下顺序地统计反演方法的性能。一个沙箱装有分层的沙子,代表了一个分层的含水层,另一个沙箱则填充了不同形状和大小的不连续的砂体,代表了一个更加复杂和现实的非均质含水层。如果在高度分层的含水层中以紧密间隔的间隔收集大量头部测量值,则断层扫描无效。当发现头部测量受到限制并且地质结构不连续时,这是有益的。液压层析成像的顺序逆方法扩展为电阻层析成像。进行了数值实验,以证明该方法用于描述地下电阻率分布的鲁棒性,并研究了ERT的不同采样阵列(表面,井下以及表面和井下阵列的组合)的有效性。 。发现床上用品的方向决定了ERT布局的有效性。收集样品以量化田间电阻率-湿度关系的空间变异性。然后,数值实验说明了空间变化关系如何根据估算的电阻率变化加剧了水分含量变化的不确定性水平。然后,通过考虑电阻率-水分关系的空间变异性,并结合点水分测量和ERT数据集,开发了一种顺序反演方法来估计水含量,不确定性较小。

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