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Comparison of smoothness-constrained and geostatistically based cross-borehole electrical resistivity tomography for characterization of solute tracer plumes

机译:光滑度受限和基于地统计学的跨孔电阻率层析成像技术在溶质示踪羽流表征中的比较

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摘要

Experiments using electrical resistivity tomography (ERT) have shown promising results in reducing the uncertainty of solute plume characteristics related to estimates based on the analysis of local point measurements only. To explore the similarities and differences between two cross-borehole ERT inversion approaches for characterizing salt tracer plumes, namely the classical smoothness-constrained inversion and a geostatistically based approach, we performed two-dimensional synthetic experiments. Simplifying assumptions about the solute transport model and the electrical forward and inverse model allowed us to study the sensitivity of the ERT inversion approaches towards a variety of basic conditions, including the number of boreholes, measurement schemes, contrast between the plume and background electrical conductivity, use of a priori knowledge, and point conditioning. The results show that geostatistically based and smoothness-constrained inversions of electrical resistance data yield plume characteristics of similar quality, which can be further improved when point measurements are incorporated and advantageous measurement schemes are chosen. As expected, an increased number of boreholes included in the ERT measurement layout can highly improve the quality of inferred plume characteristics, while in this case the benefits of point conditioning and advantageous measurement schemes diminish. Both ERT inversion approaches are similarly sensitive to the noise level of the data and the contrast between the solute plume and background electrical conductivity, and robust with regard to biased input parameters, such as mean concentration, variance, and correlation length of the plume. Although sophisticated inversion schemes have recently become available, in which flow and transport as well as electrical forward models are coupled, these schemes effectively rely on a relatively simple geometrical parameterization of the hydrogeological model. Therefore, we believe that standard uncoupled ERT inverse approaches, like the ones discussed and assessed in this paper, will continue to be important to the imaging and characterization of solute plumes in many real-world applications. (C) 2016 Hohai University. Production and hosting by Elsevier B.V.
机译:使用电阻层析成像(ERT)进行的实验已显示出令人鼓舞的结果,可以减少与仅基于局部点分析的估计有关的溶质羽流特性的不确定性。为了探究两种用于表征盐示踪剂羽流的跨孔ERT反演方法之间的异同,即经典的光滑度受限反演和基于地统计的方法,我们进行了二维合成实验。关于溶质运移模型以及电正反模型的简化假设使我们能够研究ERT反演方法对各种基本条件的敏感性,包括钻孔数量,测量方案,羽流和背景电导率之间的对比,使用先验知识和点条件。结果表明,基于地统计方法和平滑度受限的电阻数据反演可产生相似质量的羽状特征,当结合点测量并选择有利的测量方案时,可以进一步改善该羽状特征。不出所料,包括在ERT测量布局中的钻孔数量的增加可以极大地提高推断出的羽状流特征的质量,而在这种情况下,点调节和有利的测量方案的好处就会减少。两种ERT反演方法对数据的噪声水平以及溶质羽流和背景电导率之间的对比都同样敏感,并且对于偏向输入参数(例如羽流的平均浓度,方差和相关长度)具有鲁棒性。尽管最近已经可以使用复杂的反演方案,其中将流动和运输以及电正向模型耦合在一起,但是这些方案有效地依赖于水文地质模型的相对简单的几何参数化。因此,我们认为,与本文中讨论和评估的方法一样,标准的未耦合ERT逆方法将继续对许多实际应用中的溶质羽流成像和表征非常重要。 (C)2016河海大学。 Elsevier B.V.的制作和托管

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