Statistical integro-differential fracture model (Sid-FM) for isolated fractures with variable apertures and lengths

IF 4.2 2区 环境科学与生态学 Q1 WATER RESOURCES
Daniel Stalder, Shangyi Cao, Daniel W. Meyer, Patrick Jenny
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引用次数: 0

Abstract

Flow in fractured porous media is associated with high uncertainty, particularly regarding fracture properties and their overall configuration within the domain. This is especially pronounced for disconnected fractures of smaller yet comparable size to the domain. Consequently, ensemble averages are often used to capture this statistical variability and predict the expected behavior. This leads to enormous computational costs, as flow simulations of single realizations with millions of fractures are extremely expensive; and much more so full Monte Carlo studies involving hundreds of realizations. Alternatively, a recently introduced model aims to directly estimate expected flow rates and pressure fields. The model involves few degrees of freedom, leading to low-cost computations. This is achieved by using integro-differential equations involving non-local kernel functions that encompass the statistical information of fractures. So far this statistical integro-differential fracture model (Sid-FM) considers only ensembles with identical fractures having constant aperture and lengths. In this paper Sid-FM is extended to account for arbitrary fracture aperture profiles and reservoirs with fractures following specified length distributions, which is a crucial step towards applications with realistic fractured reservoirs. In a series of numerical experiments, it is demonstrated that the Sid-FM’s predictions are in excellent agreement with Monte Carlo reference data, which are based on many fracture-resolving simulations. The applicability is demonstrated through statistically one-dimensional cases, laying crucial groundwork for 2D and 3D extensions. Future work will focus on further generalizations and extensions such as transport processes and 2D/3D applications.
统计积分-差分裂缝模型(Sid-FM)用于可变孔径和长度的孤立裂缝
裂缝性多孔介质中的流动具有很高的不确定性,特别是在裂缝性质及其在区域内的整体结构方面。对于较小但尺寸与区域相当的未连通裂缝,这一点尤为明显。因此,通常使用集合平均值来捕获这种统计变异性并预测预期的行为。这导致了巨大的计算成本,因为数百万条裂缝的单一实现流模拟非常昂贵;更完整的蒙特卡洛研究涉及数百种实现。另外,最近引入的一种模型旨在直接估计预期的流量和压力场。该模型涉及很少的自由度,导致低成本的计算。这是通过使用包含裂缝统计信息的非局部核函数的积分微分方程来实现的。到目前为止,这种统计积分-微分裂缝模型(Sid-FM)只考虑具有恒定孔径和长度的相同裂缝的整体。本文将Sid-FM扩展到任意裂缝孔径剖面和具有特定长度分布裂缝的储层,这是将其应用于实际裂缝性储层的关键一步。在一系列的数值实验中,Sid-FM的预测与蒙特卡罗参考数据非常吻合,蒙特卡罗参考数据是基于许多裂缝解析模拟得出的。通过统计一维案例证明了该方法的适用性,为二维和三维扩展奠定了重要基础。未来的工作将集中在进一步的概括和扩展,如传输过程和2D/3D应用。
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来源期刊
Advances in Water Resources
Advances in Water Resources 环境科学-水资源
CiteScore
9.40
自引率
6.40%
发文量
171
审稿时长
36 days
期刊介绍: Advances in Water Resources provides a forum for the presentation of fundamental scientific advances in the understanding of water resources systems. The scope of Advances in Water Resources includes any combination of theoretical, computational, and experimental approaches used to advance fundamental understanding of surface or subsurface water resources systems or the interaction of these systems with the atmosphere, geosphere, biosphere, and human societies. Manuscripts involving case studies that do not attempt to reach broader conclusions, research on engineering design, applied hydraulics, or water quality and treatment, as well as applications of existing knowledge that do not advance fundamental understanding of hydrological processes, are not appropriate for Advances in Water Resources. Examples of appropriate topical areas that will be considered include the following: • Surface and subsurface hydrology • Hydrometeorology • Environmental fluid dynamics • Ecohydrology and ecohydrodynamics • Multiphase transport phenomena in porous media • Fluid flow and species transport and reaction processes
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