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Nonpoint source solute transport normal to aquifer bedding in heterogeneous, Markov chain random fields

机译:非均质马尔可夫链随机场中垂直于含水层地层的非点源溶质运移

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摘要

Facies-based geostatistical models have become important tools for analyzing flow and mass transport processes in heterogeneous aquifers. Yet little is known about the relationship between these latter processes and the parameters of facies-based geostatistical models. In this study, we examine the transport of a nonpoint source solute normal (perpendicular) to the major bedding plane of an alluvial aquifer medium that contains multiple geologic facies, including interconnected, high-conductivity (coarse textured) facies. We also evaluate the dependence of the transport behavior on the parameters of the constitutive facies model. A facies-based Markov chain geostatistical model is used to quantify the spatial variability of the aquifer system's hydrostratigraphy. It is integrated with a groundwater flow model and a random walk particle transport model to estimate the solute traveltime probability density function (pdf) for solute flux from the water table to the bottom boundary (the production horizon) of the aquifer. The cases examined include two-, three-, and four-facies models, with mean length anisotropy ratios for horizontal to vertical facies, ek, from 25:1 to 300:1 and with a wide range of facies volume proportions (e.g., from 5 to 95% coarse-textured facies). Predictions of traveltime pdfs are found to be significantly affected by the number of hydrostratigraphic facies identified in the aquifer. Those predictions of traveltime pdfs also are affected by the proportions of coarse-textured sediments, the mean length of the facies (particularly the ratio of length to thickness of coarse materials), and, to a lesser degree, the juxtapositional preference among the hydrostratigraphic facies. In transport normal to the sedimentary bedding plane, traveltime is not lognormally distributed as is often assumed. Also, macrodispersive behavior (variance of the traveltime) is found not to be a unique function of the conductivity variance. For the parameter range examined, the third moment of the traveltime pdf varies from negatively skewed to strongly positively skewed. We also show that the Markov chain approach may give significantly different traveltime distributions when compared to the more commonly used Gaussian random field approach, even when the first- and second-order moments in the geostatistical distribution of the lnK field are identical. The choice of the appropriate geostatistical model is therefore critical in the assessment of nonpoint source transport, and uncertainty about that choice must be considered in evaluating the results.
机译:基于相的地统计模型已经成为分析非均质含水层中水流和质量传输过程的重要工具。关于这些后期过程与基于相的地统计模型参数之间的关系知之甚少。在这项研究中,我们研究了非点源溶质法线(垂直)向冲积含水层介质的主要层理面的运移,冲积含水层介质包含多个地质相,包括相互连接的高电导率(粗纹理)相。我们还评估了运输行为对本构相模型参数的依赖性。基于相的马尔可夫链地统计模型用于量化含水层系统水文地层的空间变异性。它与地下水流模型和随机游动颗粒传输模型集成在一起,以估算从地下水位到含水层底部边界(生产层)的溶质通量的溶质传播时间概率密度函数(pdf)。所研究的案例包括二相,三相和四相模型,水平相与垂直相的平均长度各向异性比ek(ek)为25:1至300:1,并且相体积比例范围很广(例如, 5至95%的粗糙纹理相)。发现行进时间pdf的预测受含水层中确定的水文地层相数量的影响很大。 pdf的行进时间预测也受到粗糙构造沉积物的比例,相的平均长度(特别是粗糙材料的长度与厚度之比)以及水地层相中并置优先度的影响。 。在垂直于沉积层理平面的运输中,旅行时间不是通常所假设的对数正态分布。同样,发现宏观分散行为(行程时间的变化)不是电导率变化的唯一函数。对于所检查的参数范围,行程时间pdf的三阶矩从负偏斜到强烈正偏斜变化。我们还表明,与lnk场的地统计分布中的一阶和二阶矩相同时,与更常用的高斯随机场方法相比,马尔可夫链方法可能给出明显不同的传播时间分布。因此,选择合适的地统计模型对于评估非点源传输至关重要,在评估结果时必须考虑该选择的不确定性。

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