改进的性能模型在现场GCS仿真中的应用

I. Bogdanov, J. Torres, A. Brisset, S. Thibeau, Mahmoudreza Jazayeri Noushabadi
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引用次数: 0

摘要

数值模拟在地质储碳研究和工业应用的不同阶段发挥着越来越重要的作用。特别是,存储验证、风险缓解、监控和匹配活动通常意味着需要在不同的描述规模上执行大量计算。结果表明,对于具有实际应用价值的GCS案例,其典型的时间和空间尺度明显大于典型的油藏模拟。因此,从一方面来说,当复杂的油藏模拟方法用于GCS应用时,与可用计算资源相关的许多障碍可能会变得令人望而却步。从另一方面来说,这使得发展具有更高计算性能的简化方法成为必然,例如所谓的基于多相流系统和能量方程部分集成的垂直集成(VI)模型。该方法的主要思想是将模型降维,用等效的二维模型代替初始的完整三维模型;对于后者,尽管存在一些已知的限制,但开发了专用方法和计算机模型,并对其进行了测试和应用。我们工作的主要目标是开发和测试具有改进计算性能和足够精度的简化2D模型,并研究它们在不同背景下的现场规模模拟的适用范围。严格地说,为了避免模型考虑与“标准”二维多相流公式的一些差异,部分积分技术的应用需要额外的假设。作为其中的一种,垂直流动平衡假设消除了相垂直分布的模糊性,这是封闭二维流动问题公式所必需的。在初始阶段,针对二氧化碳相和原位盐水相之间的尖锐界面,开发了3D模型转换的一般工作流程(通过倾斜法线方向的积分和随后垂直平衡假设的应用)。该工作流包括单相和多相输运性质的调整,材料(饱和度依赖)函数以及饱和度和压力的垂直剖面重建过程。报告了工作流程的主要方面的摘要,包括具体的方法和程序。应该说明的是,在这个阶段,所得的有关(垂直)平均饱和度动态与含水层顶部压力的控制方程,可以使用专用的油藏模拟器应用于深盐水含水层中GCS的现场尺度研究。结果表明,利用这些处理后的数据可以对库容、储层压力变化和CO2羽流动力学进行稳健估计。提出并讨论了两种大规模应用。首先,在相对简单的地质背景下,对三维合成案例进行了VI模型测试。在高度可变的操作和数值环境中,使用水平和倾斜的深层盐水含水层几何形状来分析动态CO2储存情况,并直接比较完整的3D和2D简化模型结果。然后,对接近Utsira储存区(北海Sleipner地区)的可用地质模型和实际注入条件进行了类似的储存区研究。其次,将简化后的二维模型应用于更复杂的地质环境中,求解具有明显压力积聚的水-力耦合问题。选择这一特殊研究是为了证明简化GCS模型的其他可能应用。采用深部含盐含水层流体力学耦合模型进行模拟,该模型包含盖层和基岩、上覆层和下覆层单元以及蓄水层内的两相流。总之,本研究的结果为VI流模型的计算优势提供了证据,同时与非降维模型保持良好的一致性。给出了相应的初始数据生成流程,并对其进行了详细讨论。该模型适用于直接和耦合的水-机械(可能更复杂)模拟,并对其应用范围进行了初步估计。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Improved Performance Models Application to Field Scale GCS Simulation
The numerical simulation plays an increasingly important role in different stages of geological carbon storage (GCS) applications both in the research and industrial projects. In particular, storage verification, risk mitigation, monitoring and matching activities often imply the necessity to perform massive computations at different description scale. It turned out that for the practically valuable GCS cases the typical time and space scales are significantly larger compared to typical reservoir simulation. So, from one side, a number of obstacles related to available computational resources may become prohibitive when complex reservoir simulation approaches are in use for a GCS application. From the other side, this makes inevitable the development of simplified methods with improved computational performance like, for instance, the so-called vertically integrated (VI) models based on partial integration of the system of multiphase flow and energy equations. The main idea of the method is the reduced model dimension so that an initial full 3D model can be substitute by equivalent 2D one; for the latter, despite several known limitations, the dedicated approaches and computer models were developed, tested and applied for the GCS simulation. The main objectives of our work were to develop and test the reduced 2D models with improved computational performance and sufficient accuracy and to study their domain of applicability for field scale simulation in rather different context.

Strictly speaking, to avoid some discrepancies in model consideration compared to “standard” 2D multiphase flow formulation the application of the partial integration technique requires additional assumptions. Being one of them the vertical flow equilibrium assumption removes the ambiguity in phase vertical distribution which is necessary to close the 2D flow problem formulation. At the initial step the general workflow was developed for 3D model transformation (via integration over dip-normal direction and subsequent application of the vertical equilibrium assumption), for the case of sharp interface between the carbon dioxide phase and the brine-in-place phase. This workflow includes the adaptation of single and multiphase transport properties, the material (saturation dependent) functions and the procedure of vertical profiles reconstruction for saturation(s) and pressure. The summary of principal aspects of the workflow including particular approaches and procedures is reported. It should be specified that at this stage the resulting governing equations relating (vertically) averaged saturations dynamics to the pressure at the aquifer top, may be applied using a dedicated reservoir simulator for a field-scale study of the GCS in a deep saline aquifer. It is shown that taking advantage of these processed data the robust estimation of storage capacity, reservoir pressure variation, CO2 plume dynamics could be carried out.

Two large scale applications are presented and discussed. Firstly, the VI model was tested for 3D synthetic case within relatively simple geological context. Horizontal and tilted deep saline aquifer geometry is used in highly variable operational and numerical environment to analyze the dynamic CO2 storage cases and directly compare the full 3D to 2D reduced model results. Then, the similar storage scenarios are studied for the available geological model and realistic injection conditions close to the conditions of Utsira storage site (Sleipner area, North Sea). Secondly, the reduced 2D model was applied in more complex geological context for hydro-mechanical coupling problem with significant pressure build-up. This particular study was chosen to demonstrate other possible application for the reduced GCS models. A coupled fluid and mechanical model of a deep saline aquifer, containing cap and base rock, upper overlying and lower basal-aquifer units, and two-phase flow within the storage aquifer, was used for the simulation.

To conclude, the results of this study provide evidence of computational advantages for the VI flow models while remaining in good agreement to non-reduced dimension models. The corresponding initial data generation workflow is presented and discussed in detail. The models applicability for direct and coupled hydro-mechanical (and possibly more complex) simulations is demonstrated together with some preliminary estimations of their application limit.
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