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首页> 外文期刊>Transport in Porous Media >Speeding-up Simulation of Multiphase Flow in Digital Images of Heterogeneous Porous Media by Curvelet Transformation
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Speeding-up Simulation of Multiphase Flow in Digital Images of Heterogeneous Porous Media by Curvelet Transformation

机译:Curvelet变换在异构多孔介质数字图像中多相流动的加速模拟

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Multiphase fluid flow in porous media is important to a wide variety of processes of fundamental scientific and practical importance. Developing a model for the pore space of porous media represents the first step for simulating such flows. With rapid increase in the computation power and advances in instrumentation and imaging processes, it has become feasible to carry out simulation of multiphase flow in two- and three-dimensional images of porous media, hence dispensing with development of models of pore space that are based on approximating their morphology. Image-based simulations are, however, very time consuming. We describe an approach for speeding-up image-based simulation of multiphase flow in porous media based on curvelet transformations, which are specifically designed for processing of images that contain complex curved surfaces. Most porous media contain correlations in their morphology and, therefore, their images carry redundant information that, in the curvelet transform space, can be removed efficiently and accurately in order to obtain a coarser image with which the computations are far less intensive. We utilize the methodology to simulate two-phase flow of oil and water in two-dimensional digital images of sandstone and carbonate samples, and demonstrate that while the results with the curvelet-processed images are as accurate as those with the original ones, the computations are speeded up by a factor of 110-150. Thus, the methodology opens the way toward achieving the ultimate goal of simulation of multiphase flow in porous media, namely, making image-based computations a standard practice.
机译:多相介质中的多相流体流动对各种各样的基本科学和实际重要性的过程非常重要。开发多孔介质的孔隙空间模型代表模拟这种流动的第一步。随着仪表和成像过程的计算能力和进步的快速增加,在多孔介质的两维图像中进行多相流动的模拟变得可行,因此分配了基于孔隙空间模型的开发逼近它们的形态学。然而,基于图像的模拟非常耗时。我们描述了一种基于Curvelet变换的多相介质中多相流动模拟基于图像的基于多相流的仿真方法,专门用于处理包含复杂弯曲表面的图像。大多数多孔介质在其形态中包含相关性,因此,它们的图像携带冗余信息,即可以有效且准确地去除曲线变换空间,以获得较粗糙的图像,计算远不那么密集。我们利用方法来模拟砂岩和碳酸盐样品的二维数字图像中的两相流量的油和水,并证明曲线处理图像的结果与原始的图像一样准确,计算加速了110-150倍。因此,该方法开启了实现多孔介质中多相流动模拟的最终目标的方式,即制作基于图像的计算标准实践。

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