重建三维数字副本模型的误差评估:从计算机断层扫描数据到孔隙尺度模拟

IF 2.5 3区 工程技术 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS
Abdelkader Hammouti , Fatna Oukaili , Damien Pham Van Bang
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引用次数: 0

摘要

通过计算机断层扫描(CT)重建多孔介质的流动模拟,已成为计算岩石渗透性的常用方法。然而,主要由于缺乏统一的程序,为岩石样本构建合适的三维模型确实是一项挑战。事实上,要确保精确的结果,必须满足特定的先决条件。本文提出了一种方法,用于评估从 CT 数据到孔隙尺度模拟的计算解决方案的收敛性和准确性。从 X 射线 CT 获得的三维体积数据出发,我们开发了一套工作流程,用于研究重建形状对由玻璃珠组成的颗粒多孔介质渗透性的影响。事实上,CT 扫描分辨率和数字岩石离散度的选择会影响数值结果的质量和计算成本。特别是在多孔介质的配置中,固体体积分数高,多孔空间非常狭窄,如在固体/固体接触区观察到的情况,根据所使用的数值工具,可能会出现分辨率不足或分辨率过高的情况。高分辨率直接数值模拟(DNS)用于求解通过多孔介质的不可压缩纳维-斯托克斯方程。采用体拟合网格来精确解析不规则形状,确保即使使用较粗网格也能获得精确结果。该方法结合各种几何表面建模技术,对通过简单立方紧密堆积颗粒的流动进行了高难度模拟验证。对于低到中等雷诺数的流动,结果与网格分辨率趋同。数值结果表明,渗透率计算在很大程度上取决于表面处理。最后,我们将这些建议应用于构建精确的数字复制模型,该模型是由管中随机排列的玻璃珠组件的 CT 数据生成的。对压降收敛性的研究表明,该模型与经验相关性非常吻合。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Error assessment of reconstructed 3D Digital Replica Models: From Computed Tomography data to pore-scale simulations
The application of flow simulations on porous media, reconstructed through Computerized Tomography (CT) scans, has emerged as a prevalent methodology for the computation of rock permeability. However, constructing a proper 3D model of a rock sample is a real challenge, mainly due to the lack of a unified procedure. Indeed, to ensure precise outcomes, specific prerequisites must be fulfilled. This paper proposes a methodology to assess the convergence and accuracy of computed solutions from CT data to pore-scale simulations. Starting from 3D volume data obtained by X-ray CT, we develop a workflow to investigate the effects of the reconstructed shape on the permeability of a granular porous medium composed of glass beads. Indeed, the choices of CT scan resolution and digital rock discretization can compromise the quality and computational cost of numerical results. Especially in configurations of porous media with high solid volume fractions and very narrow porous spaces, as observed in solid/solid contact zones, which can be either under or over-resolved depending on the numerical tools used. Highly resolved Direct Numerical Simulations (DNS) are conducted to solve incompressible Navier–Stokes equations through porous media. Body-fitted meshes are employed to resolve irregular shapes accurately, ensuring precise results even with coarser meshes. The methodology is validated with challenging simulations of flows through simple cubic close packing of particles, incorporating various geometric surface modeling techniques. A convergence of the results with respect to grid resolution is obtained for low- to moderate-Reynolds-number flows. The numerical results indicate that permeability calculation strongly depends on surface processing. Finally, we apply these recommendations to construct accurate digital replica models generated from CT data of our assembly of randomly arranged glass beads in a tube. The study of the pressure drop convergence demonstrates an excellent agreement with the empirical correlation.
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来源期刊
Computers & Fluids
Computers & Fluids 物理-计算机:跨学科应用
CiteScore
5.30
自引率
7.10%
发文量
242
审稿时长
10.8 months
期刊介绍: Computers & Fluids is multidisciplinary. The term ''fluid'' is interpreted in the broadest sense. Hydro- and aerodynamics, high-speed and physical gas dynamics, turbulence and flow stability, multiphase flow, rheology, tribology and fluid-structure interaction are all of interest, provided that computer technique plays a significant role in the associated studies or design methodology.
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