入侵渗透马尔可夫链-评估二氧化碳垂直迁移的概率框架

IF 5.2 3区 工程技术 Q2 ENERGY & FUELS
Andrea Callioli Santi , Philip Ringrose , Jo Eidsvik , Tor Andre Haugdahl
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引用次数: 0

摘要

潜在的二氧化碳储存地点需要对泄漏等异常事件的可能性进行风险评估。岩石系统固有的非均质性和各种岩石元素的毛细阈值压力的不确定值是最可能导致CO2在储层内意想不到的垂直迁移的原因。本研究表明入侵渗透马尔可夫链方法可以用来解决这个问题。我们使用Sleipner多层羽流的详细3D模型对该方法进行了测试,结果表明,即使页岩的阈值压力发生很小的变化,也会影响二氧化碳向多个储层的流动。有或没有页岩断裂的模型揭示了垂直供给线和/或断层的重要性,页岩层的几何形状也至关重要,因为二氧化碳与地形高度一致。我们证明,二氧化碳在Sleipner的垂直迁移遵循一个马尔可夫模型,其中后迁移事件的概率高度依赖于前事件的概率。本案例研究说明了如何将发生概率最高的初始迁移事件作为二氧化碳封存风险评估的重点。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Invasion percolation Markov Chains – A probabilistic framework for assessing vertical CO2 migration
Potential CO2 storage sites need to perform risk assessments on the likelihood of anomalous events such as leakage. The intrinsic heterogeneity of the rock system with uncertain values for the capillary threshold pressures of the various rock elements is the most likely reason for unexpected vertical migration of CO2 within a storage complex. This study shows how the Invasion Percolation Markov Chain approach can be used to address this concern. We tested the approach using detailed 3D models of the multi-layer plume at Sleipner showing that even small variations in the threshold pressures of the shales can impact the flow of CO2 into multiple accumulations. Models with and without shale breaks reveal the importance of vertical feeders and/or faults, and the geometry of the shale layers is also crucial as the CO2 strongly conforms to topography. We demonstrate that the vertical migration of CO2 at Sleipner follows a Markovian model in which the probability of later migration events is highly dependent of the probability of preceding events. This case study illustrates how the initial migration events, which have the highest probability of occurring, should be the focus of CO2 storage risk assessments.
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来源期刊
CiteScore
9.20
自引率
10.30%
发文量
199
审稿时长
4.8 months
期刊介绍: The International Journal of Greenhouse Gas Control is a peer reviewed journal focusing on scientific and engineering developments in greenhouse gas control through capture and storage at large stationary emitters in the power sector and in other major resource, manufacturing and production industries. The Journal covers all greenhouse gas emissions within the power and industrial sectors, and comprises both technical and non-technical related literature in one volume. Original research, review and comments papers are included.
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