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Stochastic and global sensitivity analyses of uncertain parameters affecting the safety of geological carbon storage in saline aquifers of the Michigan Basin

机译:影响密歇根盆地咸水层地质碳储量安全的不确定参数的随机和全局敏感性分析

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摘要

Geological carbon storage (GCS) has been proposed as a favorable technology to reduce carbon dioxide (CO2) emissions to the atmosphere. One of the main concerns about GCS is the risk of CO2 escape from the storage formation through leakage pathways in the sealing layer. This study aims at understanding the main sources of uncertainty affecting the upward migration of CO2 through pre-existing “passive” wells and the risk of fissuring of target formation during GCS operations, which may create pathways for CO2 escape. The analysis focuses on a potential GCS site located within the Michigan Basin, a geologic basin situated on the lower Peninsula of the state of Michigan. For this purpose, we perform a stochastic analysis (SA) and a global sensitivity analysis (GSA) to investigate the influence of uncertain parameters, such as: permeability and porosity of the injection formation, passive well permeability, system compressibility, brine residual saturation, and CO2 end-point relative permeability. For the GSA, we apply the extended Fourier amplitude sensitivity test (FAST), which can rank parameters based on their direct impact on the output, or first-order effect, and capture the interaction effect of one parameter with the others, or higher-order effect. To simulate GCS, we use an efficient semi-analytical multiphase flow model, which makes the application of the SA and the GSA computationally affordable. Results show that, among model parameters, the most influential on both fluid overpressure and CO2 mass leakage is the injection formation permeability. Brine residual saturation also has a significant impact on fluid overpressure. While influence of permeability on fluid overpressure is mostly first-order, brine residual saturation’s influence is mostly higher-order. CO2 mass leakage is also affected by passive well permeability, followed by porosity and system compressibility through higher-order effects.
机译:地质碳储存(GCS)已被提议作为减少向大气排放二氧化碳(CO2)的有利技术。关于GCS的主要关注之一是CO2通过密封层中的泄漏路径从存储地层逸出的风险。本研究旨在了解影响通过现有的“被动”井向上迁移CO2的不确定性的主要来源,以及在GCS作业过程中裂开目标形成的风险,这可能会为CO2的逃逸创造途径。分析的重点是位于密歇根盆地内的潜在GCS站点,密歇根盆地是位于密歇根州下部半岛的地质盆地。为此,我们进行了随机分析(SA)和全局敏感性分析(GSA),以研究不确定参数的影响,例如:注入地层的渗透率和孔隙度,被动井渗透率,系统可压缩性,盐水残留饱和度,和二氧化碳终点相对渗透率。对于GSA,我们应用了扩展傅里叶振幅灵敏度测试(FAST),它可以根据参数对输出的直接影响或一阶效应对参数进行排名,并捕获一个参数与其他参数或更高参数之间的相互作用。订单效果。为了模拟GCS,我们使用了高效的半分析多相流模型,这使得SA和GSA的应用在计算上可以承受。结果表明,在模型参数中,对流体超压和CO2质量泄漏影响最大的是注入地层渗透率。盐水残留饱和度也对流体超压有重大影响。虽然渗透率对流体超压的影响主要是一阶的,但盐水残余饱和度的影响主要是高阶的。 CO2质量泄漏还受到被动井渗透性的影响,其次是孔隙率和系统可压缩性(通过高阶效应)。

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