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Adaptive multiscale permeability estimation

机译:自适应多尺度渗透率估算

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With multiscale permeability estimation one does not select parameterization prior to the estimation. Instead, one performs a hierarchical search for the right parameterization while solving a sequence of estimation problems with an increasing parameterization dimension. In some previous works on the subject, the same refinement is applied all over the porous medium. This may lead to over-parameterization, and subsequently, to unrealistic permeability estimates and excessive computational work. With adaptive multiscale permeability estimation, the new parameterization at an arbitrary stage in the estimation sequence is such that new degrees of freedom are not necessarily introduced all over the porous medium. The aim is to introduce new degrees of freedom only where it is warranted by the data. In this paper, we introduce a novel adaptive multiscale estimation. The approach is used to estimate absolute permeability from two-phase pressure data in several numerical examples.
机译:对于多尺度渗透率估计,人们不会在估计之前选择参数化。取而代之的是,在解决参数估计维数增加的一系列估计问题的同时,对正确的参数化执行分层搜索。在先前关于该主题的一些工作中,对整个多孔介质进行了相同的改进。这可能导致过度参数化,进而导致不切实际的渗透率估算和过多的计算工作。通过自适应多尺度渗透率估算,估算序列中任意阶段的新参数设置都使得不必在整个多孔介质中引入新的自由度。目的是仅在数据需要的地方引入新的自由度。在本文中,我们介绍了一种新颖的自适应多尺度估计。在几个数值示例中,该方法用于根据两相压力数据估算绝对渗透率。

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