Pore-Scale Simulation of Relative Permeability Hysteresis from a Workflow of Level-Set and Lattice-Boltzmann Methods: The Case of Consolidated Media with Low Pore-to-Throat Aspect Ratio

IF 2.7 3区 工程技术 Q3 ENGINEERING, CHEMICAL
Johan Olav Helland, Espen Jettestuen, Olav Aursjø
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Abstract

We present a workflow, based on level-set and lattice-Boltzmann methods, for numerical estimation of relative permeability and capillary pressure curves with hysteresis in capillary-dominated flow on segmented 3D rock images. Calculation of relative permeability from rock images has commonly been limited to studies of the bounding hysteresis loop and conventional porous media. Here, we demonstrate the workflow on an almost unexplored case, a consolidated sandstone with low pore-to-throat aspect ratio, and obtain a complex relative permeability hysteresis behavior, consistent with the few studies available for such media. The pore-scale simulations include primary drainage, followed by the main bounding hysteresis loop and scanning curves for secondary drainage and secondary imbibition. We also explore the impact of initial saturation after primary drainage on hysteresis and phase trapping. The relative permeability hysteresis is larger for the non-wetting phase than for the wetting phase, yet the extent of both decreases with increasing initial wetting-phase saturation. For the non-wetting-phase relative permeability, imbibition and drainage curves may cross, while scanning curves cross each other and exhibit a more significant hysteresis than the bounding loop. The role of trapped ganglia makes secondary processes different from primary. The behavior complies with hysteresis in phase connectivity, in which snap-off/coalescence breaks/recovers pathways. The results deviate significantly from the nested hysteresis loops seen for unconsolidated media and show that hysteresis in scanning curves cannot be neglected, indicating that flexible machine learning methods are better suited approaches than standard hysteresis models to implement this complex relative permeability behavior in reservoir simulators.

基于水平集和晶格玻尔兹曼方法工作流的孔隙尺度相对渗透率滞回模拟:低孔喉纵横比固结介质的情况
我们提出了一种基于水平集和格子玻尔兹曼方法的工作流程,用于在分割的三维岩石图像上对毛细管主导流的相对渗透率和毛细管压力曲线进行数值估计。从岩石图像计算相对渗透率通常局限于研究边界滞回线和常规多孔介质。在这里,我们展示了一个几乎未开发的案例,一个具有低孔喉宽高比的固结砂岩的工作流程,并获得了复杂的相对渗透率滞后行为,与此类介质的少数研究一致。孔隙尺度模拟包括一次排水,其次是主边界滞回线和二次排水和二次渗吸的扫描曲线。我们还探讨了初次排水后的初始饱和度对滞后和相位圈闭的影响。非润湿相的相对渗透率滞后大于润湿相,但两者的相对渗透率滞后程度随初始润湿相饱和度的增加而减小。对于非润湿相相对渗透率,吸排曲线可能交叉,而扫描曲线可能交叉,并表现出比边界环更明显的滞后。被困神经节的作用使得次级过程不同于初级过程。这种行为符合相位连接中的滞后,即断开/合并通路中断/恢复通路。结果与未固结介质的嵌套迟滞环明显偏离,表明扫描曲线中的迟滞不能被忽略,这表明灵活的机器学习方法比标准迟滞模型更适合在油藏模拟器中实现这种复杂的相对渗透率行为。
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来源期刊
Transport in Porous Media
Transport in Porous Media 工程技术-工程:化工
CiteScore
5.30
自引率
7.40%
发文量
155
审稿时长
4.2 months
期刊介绍: -Publishes original research on physical, chemical, and biological aspects of transport in porous media- Papers on porous media research may originate in various areas of physics, chemistry, biology, natural or materials science, and engineering (chemical, civil, agricultural, petroleum, environmental, electrical, and mechanical engineering)- Emphasizes theory, (numerical) modelling, laboratory work, and non-routine applications- Publishes work of a fundamental nature, of interest to a wide readership, that provides novel insight into porous media processes- Expanded in 2007 from 12 to 15 issues per year. Transport in Porous Media publishes original research on physical and chemical aspects of transport phenomena in rigid and deformable porous media. These phenomena, occurring in single and multiphase flow in porous domains, can be governed by extensive quantities such as mass of a fluid phase, mass of component of a phase, momentum, or energy. Moreover, porous medium deformations can be induced by the transport phenomena, by chemical and electro-chemical activities such as swelling, or by external loading through forces and displacements. These porous media phenomena may be studied by researchers from various areas of physics, chemistry, biology, natural or materials science, and engineering (chemical, civil, agricultural, petroleum, environmental, electrical, and mechanical engineering).
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