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Upscaling: Effective Medium Theory, Numerical Methods and the Fractal Dream

机译:升级:有效的介质理论,数值方法和分形梦想

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Upscaling is a major issue regarding mechanical and transport properties of rocks. This paper examines three issues relative to upscaling. The first one is a brief overview of Effective Medium Theory (EMT), which is a key tool to predict average rock properties at a macroscopic scale in the case of a statistically homogeneous medium. EMT is of particular interest in the calculation of elastic properties. As discussed in this paper, EMT can thus provide a possible way to perform upscaling, although it is by no means the only one, and in particular it is irrelevant if the medium does not adhere to statistical homogeneity. This last circumstance is examined in part two of the paper. We focus on the example of constructing a hydrocarbon reservoir model. Such a construction is a required step in the process of making reasonable predictions for oil production. Taking into account rock permeability, lithological units and various structural discontinuities at different scales is part of this construction. The result is that stochastic reservoir models are built that rely on various numerical upscaling methods. These methods are reviewed. They provide techniques which make it possible to deal with upscaling on a general basis. Finally, a last case in which upscaling is trivial is considered in the third part of the paper. This is the fractal case. Fractal models have become popular precisely because they are free of the assumption of statistical homogeneity and yet do not involve numerical methods. It is suggested that using a physical criterion as a means to discriminate whether fractality is a dream or reality would be more satisfactory than relying on a limited data set alone.
机译:扩容是关于岩石的机械和传输特性的主要问题。本文研究了与升级有关的三个问题。第一个是有效介质理论(EMT)的简要概述,它是在统计均质介质情况下预测宏观尺度平均岩石性质的关键工具。 EMT在弹性性能的计算中特别重要。正如本文所讨论的那样,EMT因此可以提供一种进行升频的可能方法,尽管它绝不是唯一的一种,尤其是如果介质不遵循统计均匀性,则无关紧要。本文的第二部分对最后一种情况进行了研究。我们集中在构造油气藏模型的例子上。在合理预测石油产量的过程中,这种构造是必需的步骤。考虑到岩石的渗透性,岩性单位和不同尺度下的各种结构不连续性是该构造的一部分。结果是建立了依赖于各种数值放大方法的随机油藏模型。这些方法进行了审查。它们提供的技术可以使一般情况下的升级处理成为可能。最后,在本文的第三部分中考虑了最后一个微不足道的情况。这是分形的情况。分形模型之所以成为流行,恰好是因为它们没有统计同质性的假设,但不涉及数值方法。建议使用物理准则来区分分形性是梦想还是现实,比仅依赖有限的数据集更为令人满意。

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