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Estimating Preferential Flow in Karstic Aquifers Using Statistical Mixed Models

机译:使用统计混合模型估算岩溶含水层中的优先流量

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摘要

Karst aquifers are highly productive groundwater systems often associated with conduit flow. These systems can be highly vulnerable to contamination, resulting in a high potential for contaminant exposure to humans and ecosystems. This work develops statistical models to spatially characterize flow and transport patterns in karstified limestone and determines the effect of aquifer flow rates on these patterns. A laboratory-scale Geo-HydroBed model is used to simulate flow and transport processes in a karstic limestone unit. The model consists of stainless-steel tanks containing a karstified limestone block collected from a karst aquifer formation in northern Puerto Rico. Experimental work involves making a series of flow and tracer injections, while monitoring hydraulic and tracer response spatially and temporally. Statistical mixed models are applied to hydraulic data to determine likely pathways of preferential flow in the limestone units. The models indicate a highly heterogeneous system with dominant, flow-dependent preferential flow regions. Results indicate that regions of preferential flow tend to expand at higher groundwater flow rates, suggesting a greater volume of the system being flushed by flowing water at higher rates. Spatial and temporal distribution of tracer concentrations indicates the presence of conduit-like and diffuse flow transport in the system, supporting the notion of both combined transport mechanisms in the limestone unit. The temporal response of tracer concentrations at different locations in the model coincide with, and confirms the preferential flow distribution generated with the statistical mixed models used in the study.
机译:岩溶含水层是高生产力的地下水系统,通常与管道流量有关。这些系统极易受到污染,导致人类和生态系统受到污染的可能性很高。这项工作开发了统计模型,以空间表征岩溶石灰岩中的水流和运移模式,并确定含水层流速对这些模式的影响。实验室规模的Geo-HydroBed模型用于模拟岩溶石灰岩单元中的流动和运输过程。该模型由不锈钢水箱组成,其中包含从波多黎各北部的岩溶含水层中收集的岩溶石灰岩块。实验工作包括进行一系列流量和示踪剂注入,同时在空间和时间上监视液压和示踪剂响应。将统计混合模型应用于水力数据,以确定石灰岩单元中优先流动的可能途径。这些模型表明,系统具有高度异构的系统,具有优先的,与流量相关的优先流动区域。结果表明,优先流量区域倾向于在较高的地下水流量下扩展,这表明较大的系统被较高流量的流动水冲刷。示踪剂浓度的时空分布表明系统中存在导管状和分散流传输,这支持了石灰石单元中两种组合传输机制的概念。示踪剂浓度在模型中不同位置的时间响应一致,并确认了研究中使用的统计混合模型生成的优先流动分布。

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