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A level-set corrector to an adaptive multiscale permeability prediction

机译:自适应多尺度渗透率预测的水平集校正器

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We consider the inverse problem of permeability estimation for two-phase porous-media flow. The novel approach is based on regularization by zona-tion, where the geometry and size of the regions are chosen adaptively during the optimization procedure. To achieve this, we have utilized level-set functions to represent the permeability. The available data are sparsely distributed in space; hence, it is reasonable to confine the estimation to coarse-scale structures. The level-set approach is able to alter the boundaries between regions of different permeability without strict restrictions on their shape; however, when the data are sparse, a reasonable initial guess for the permeability is required. For this task, we use adaptive multiscale permeability estimation, which has the potential of identifying main permeability variations. These are described by a piecewise constant function, where the constant values are attained on rectangular zones. In the current work, we develop a level-set corrector strategy, assuming adaptive multiscale permeability estimation as a predictor.
机译:我们考虑两相多孔介质流渗透率估算的反问题。新颖的方法基于分区的正则化,在优化过程中自适应选择区域的几何形状和大小。为了达到这个目的,我们利用水平集函数来表示渗透率。现有数据稀疏地分布在空间中;因此,将估计范围限制在粗尺度结构是合理的。水平集方法能够更改不同磁导率区域之间的边界,而无需严格限制其形状;但是,当数据稀疏时,需要对渗透率进行合理的初始猜测。对于此任务,我们使用自适应多尺度渗透率估算,该潜力具有识别主要渗透率变化的潜力。这些由分段常数函数描述,其中在矩形区域上获得常数值。在当前工作中,我们假设自适应多尺度渗透率估算作为预测指标,从而开发出一种水平集校正策略。

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