From Fluid Flow to Coupled Processes in Fractured Rock: Recent Advances and New Frontiers

IF 25.2 1区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS Reviews of Geophysics Pub Date : 2022-02-01 DOI:10.1029/2021RG000744
H. S. Viswanathan, J. Ajo-Franklin, J. T. Birkholzer, J. W. Carey, Y. Guglielmi, J. D. Hyman, S. Karra, L. J. Pyrak-Nolte, H. Rajaram, G. Srinivasan, D. M. Tartakovsky
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引用次数: 41

Abstract

Quantitative predictions of natural and induced phenomena in fractured rock is one of the great challenges in the Earth and Energy Sciences with far-reaching economic and environmental impacts. Fractures occupy a very small volume of a subsurface formation but often dominate fluid flow, solute transport and mechanical deformation behavior. They play a central role in CO2 sequestration, nuclear waste disposal, hydrogen storage, geothermal energy production, nuclear nonproliferation, and hydrocarbon extraction. These applications require predictions of fracture-dependent quantities of interest such as CO2 leakage rate, hydrocarbon production, radionuclide plume migration, and seismicity; to be useful, these predictions must account for uncertainty inherent in subsurface systems. Here, we review recent advances in fractured rock research covering field- and laboratory-scale experimentation, numerical simulations, and uncertainty quantification. We discuss how these have greatly improved the fundamental understanding of fractures and one's ability to predict flow and transport in fractured systems. Dedicated field sites provide quantitative measurements of fracture flow that can be used to identify dominant coupled processes and to validate models. Laboratory-scale experiments fill critical knowledge gaps by providing direct observations and measurements of fracture geometry and flow under controlled conditions that cannot be obtained in the field. Physics-based simulation of flow and transport provide a bridge in understanding between controlled simple laboratory experiments and the massively complex field-scale fracture systems. Finally, we review the use of machine learning-based emulators to rapidly investigate different fracture property scenarios and accelerate physics-based models by orders of magnitude to enable uncertainty quantification and near real-time analysis.

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从流体流动到裂隙岩石的耦合过程:最新进展和新领域
裂缝性岩石中自然现象和诱发现象的定量预测是地球和能源科学的重大挑战之一,具有深远的经济和环境影响。裂缝在地下地层中只占很小的体积,但往往主导着流体流动、溶质运移和力学变形行为。它们在二氧化碳封存、核废料处理、储氢、地热能生产、核不扩散和碳氢化合物开采方面发挥着核心作用。这些应用需要预测与裂缝相关的相关量,如二氧化碳泄漏率、油气产量、放射性核素羽流迁移和地震活动性;为了发挥作用,这些预测必须考虑到地下系统固有的不确定性。在这里,我们回顾了裂缝岩石研究的最新进展,包括现场和实验室规模的实验、数值模拟和不确定性量化。我们讨论了这些如何极大地提高了对裂缝的基本理解以及预测裂缝系统中流动和输送的能力。专门的现场站点提供了裂缝流动的定量测量,可用于识别主要耦合过程并验证模型。实验室规模的实验通过提供在受控条件下无法在现场获得的裂缝几何形状和流动的直接观察和测量,填补了关键的知识空白。基于物理的流动和输运模拟为理解受控的简单实验室实验和大规模复杂的现场压裂系统提供了一座桥梁。最后,我们回顾了基于机器学习的模拟器的使用,以快速研究不同的裂缝性质场景,并通过数量级加速基于物理的模型,以实现不确定性量化和近实时分析。
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来源期刊
Reviews of Geophysics
Reviews of Geophysics 地学-地球化学与地球物理
CiteScore
50.30
自引率
0.80%
发文量
28
审稿时长
12 months
期刊介绍: Geophysics Reviews (ROG) offers comprehensive overviews and syntheses of current research across various domains of the Earth and space sciences. Our goal is to present accessible and engaging reviews that cater to the diverse AGU community. While authorship is typically by invitation, we warmly encourage readers and potential authors to share their suggestions with our editors.
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