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A data-adaptive probability-based fast ERT inversion method

机译:一种基于数据自适应概率的快速ERT反演方法

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摘要

An easy and fast Probability-based Electrical Resistivity Tomography Inversion (PERTI) algorithm is proposed. The simplest theory follows from the principles of the probability tomography imaging, previously developed for the ERT method of geophysical prospecting. The new inversion procedure is based on a formula which provides the resistivity at any point of the surveyed volume as a weighted average of the apparent resistivity data. The weights are obtained as the Frechet derivatives of the apparent resistivity function of a homogeneous half-space, where a resistivity perturbation is produced in an arbitrary small cell of the discretised surveyed volume. Some 2D and 3D synthetic examples are presented, for which the results of the PERTI method are compared with the inverted models derived from the application of the commercial inversion softwares ERTLAB by Multi-Phase Technologies and Geostudi Astier, and RES2DINV and RES3DINV by Geotomo Software. The comparison shows that the new approach is generally as efficacious as the previous methods in detecting, distinguishing and shaping the sources of the apparent resistivity anomalies. Less certain appears, however, its ability to approach the true resistivity of the source bodies. Main peculiarities of the new method are: (i) unnecessity of a priori information and hence full and unconstrained data-adaptability; (ii) decrease of computing time, even two orders of magnitude shorter than that required by commercial softwares in complex 3D cases using the same PC; (iii) real-time inversion directly in the field in complex 3D cases using the same PC; (iii) real-timein complex 3D cases using the same PC; (iii) real-timein complex 3D cases using the same PC; (iii) real-time; (iv) total independence from data acquisition techniques and spatial regularity, (v) possibility to be used as an optimum starting model in standard iterative inversion processes in order to speed up convergence.
机译:提出了一种基于概率的简便快速的电阻率层析成像反演(PERTI)算法。最简单的理论来自概率层析成像的原理,该原理以前是为地球物理勘探的ERT方法开发的。新的反演程序基于一个公式,该公式提供了所测体积任意点的电阻率,作为视电阻率数据的加权平均值。权重是作为均质半空间的视在电阻率函数的Frechet导数获得的,其中在离散测量体积的任意小单元中产生电阻率扰动。给出了一些2D和3D合成示例,将PERTI方法的结果与Multi-Phase Technologies和Geostudi Astier的商业反演软件ERTLAB以及Geotomo Software的RES2DINV和RES3DINV的应用得出的反演模型进行了比较。比较表明,新方法在检测,区分和整形视电阻率异常的来源方面通常与以前的方法一样有效。但是,它接近源体真实电阻率的能力似乎还不确定。新方法的主要特点是:(i)不需要先验信息,因此数据适应性强且不受限制; (ii)减少计算时间,比使用同一台PC的复杂3D情况下的商业软件所需的计算时间还要短两个数量级; (iii)使用同一台PC在复杂的3D情况下直接在现场进行实时反演; (iii)使用同一台PC实时处理复杂的3D情况; (iii)使用同一台PC实时处理复杂的3D情况; (iii)实时; (iv)完全独立于数据采集技术和空间规则性;(v)可以在标准迭代反演过程中用作最佳启动模型,以加快收敛速度​​。

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  • 作者

    Patella, Domenico;

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  • 年度 2009
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  • 原文格式 PDF
  • 正文语种 eng
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