Dynamic capillary pressure analysis of tight sandstone based on digital rock model

Q1 Physics and Astronomy Capillarity Pub Date : 2020-06-14 DOI:10.46690/capi.2020.02.02
Yixin Cao, Mingming Tang, Qian Zhang, Jiafan Tang, Shuangfang Lu
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引用次数: 27

Abstract

In recent studies, dynamic capillary pressure has shown significant impacts on the flow behaviors in porous media under transient flow condition. However, the effect of dynamic capillary pressure effect on tight sandstone is still not very clear. Since lattice Boltzmann method (LBM) is a very promising and widely used method in analyzing flow behaviors, therefore, a two-phase D3Q27 LBM model is adopted in this paper to simulate the flow behaviors and analyze the dynamic capillary pressure effect in tight sandstone. Moreover, a new pore segmentation method for tight sandstone base on U-net deep learning model is implemented in this study to improve the pore boundary qualities of pore space, which is crucial for two-phase LBM simulation of tight sandstone. A total of 3800 3D sub-volume data sets extracted from computed tomography data of 19 tight sandstone samples are selected as ground truth data to train the network and segment the pore space afterward. The simulation results based on the segmented digital rock model, show that nonwetting phase fluid prefer the path with lower dynamic capillary pressure in the seepage process before breaking through the porous model. Furthermore, the increase of injection rate causes the saturation changes more quickly, injection rate also shows apparent positive correlation relationship with capillary pressure, which implies that dynamic capillary pressure effect also exists in tight sandstone, and LBM based two-phase flow simulation could be used to quantitatively analyze such effect in tight sandstone. Cited as : Cao, Y., Tang, M., Zhang, Q., Tang, J., Lu, S. Dynamic capillary pressure analysis of tight sandstone based on digital rock model. Capillarity, 2020, 3(2): 28-35, doi: 10.46690/capi.2020.02.02.
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基于数字岩石模型的致密砂岩动毛管压力分析
近年来的研究表明,在瞬态流动条件下,动毛管压力对多孔介质的流动行为有重要影响。然而,动毛管压力效应对致密砂岩的影响还不是很清楚。由于晶格玻尔兹曼方法(lattice Boltzmann method, LBM)是一种非常有前途和广泛应用的流动特性分析方法,因此,本文采用两相D3Q27玻尔兹曼模型对致密砂岩的流动特性进行模拟,分析动态毛管压力效应。此外,本文还提出了一种基于U-net深度学习模型的致密砂岩孔隙分割新方法,以改善孔隙空间的孔隙边界质量,这对致密砂岩两相LBM模拟至关重要。选取19个致密砂岩样品的ct数据提取的3800个三维子体数据集作为地面真值数据,进行网络训练和孔隙空间分割。基于分段数字岩石模型的模拟结果表明,非润湿相流体在渗流过程中倾向于沿动毛管压力较低的路径突破多孔模型。注入速度的增加使饱和度变化更快,注入速度与毛管压力也呈现出明显的正相关关系,说明在致密砂岩中也存在动毛管压力效应,基于LBM的两相流模拟可以定量分析这种效应在致密砂岩中的作用。引用本文:曹勇,唐明,张强,唐军,陆生。基于数字岩石模型的致密砂岩动态毛管压力分析。毛细管学,2020,3(2):28-35,doi: 10.46690/capi.2020.02.02。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Capillarity
Capillarity Physics and Astronomy-Surfaces and Interfaces
CiteScore
7.10
自引率
0.00%
发文量
15
审稿时长
2~3 weeks
期刊介绍: Capillarity publishes high-quality original research articles and current reviews on fundamental scientific principles and innovations of capillarity in physics, chemistry, biology, environmental science and related emerging fields. All advances in theoretical, numerical and experimental approaches to capillarity in capillary tube and interface dominated structure and system area are welcome. The following topics are within (but not limited to) the scope of capillarity: i) Capillary-driven phenomenon in natural/artificial tubes, porous and nanoporous materials ii) Fundamental mechanisms of capillarity aided by theory and experiments iii) Spontaneous imbibition, adsorption, wicking and related applications of capillarity in hydrocarbon production, chemical process and biological sciences iv) Static and dynamic interfacial processes, surfactants, wettability, film and colloids v) New approaches and technologies on capillarity Capillarity is a quarterly open access journal and free to read for all. The journal provides a communicate platform for researchers who are interested in all fields of capillary phenomenon.
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