流线示踪及其在双孔双渗模型中的应用

Tsubasa Onishi, Hongquan Chen, Jiang Xie, Shusei Tanaka, D. Kam, Zhiming Wang, X. Wen, A. Datta-Gupta
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引用次数: 3

摘要

基于流线的方法已被证明对各种地下流动和输运建模问题是有效的。然而,由于在流线示踪过程中难以描述基质与裂缝之间的相互作用,该技术在双孔双渗(DPDK)体系中的应用受到限制。在这项工作中,我们提出了一种针对DPDK模型的鲁棒流线跟踪算法,并将新算法应用于注水油藏的费率分配优化。在该方法中,在裂缝和矩阵域中都可以跟踪流线。裂缝与基体之间的互流是用基于互流计算的概率从一个域切换到另一个域来描述的。该方法与现有的流线跟踪技术基本相似,可用于流线辅助应用,如流体诊断、历史匹配和生产优化。该方法以基于有限体积的方法为基准,通过求解静止输运方程获得基于网格的飞行时间。我们首先用简单的例子验证了我们的方法。目视飞行时间对比以及井中示踪剂浓度和分配因子显示出良好的一致性。接下来,我们将提出的方法应用于现场尺度模型以证明其鲁棒性。结果表明,该方法减少了数值伪影,更好地代表了储层非均质性和井连通性的亚网格分辨率。然后将该方法用于DPDK模型的速率分配优化。一种基于流线的无梯度算法通过在操作约束下调整注入井和生产井的速度来优化净现值。结果表明,与使用等量注入和生产的基本方案相比,优化后的方案在采收率、净现值和波及效率方面都有显著提高。该优化算法只需要少量的正向油藏模拟,计算效率高。
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Streamline Tracing and Applications in Dual Porosity Dual Permeability Models
Streamline-based methods have proven to be effective for various subsurface flow and transport modeling problems. However, the applications are limited in dual-porosity and dual-permeability (DPDK) system due to the difficulty in describing interactions between matrix and fracture during streamline tracing. In this work, we present a robust streamline tracing algorithm for DPDK models and apply the new algorithm to rate allocation optimization in a waterflood reservoir. In the proposed method, streamlines are traced in both fracture and matrix domains. The inter-fluxes between fracture and matrix are described by switching streamlines from one domain to another using a probability computed based on the inter-fluxes. The approach is fundamentally similar to the existing streamline tracing technique and can be utilized in streamline-assisted applications, such as flow diagnostics, history matching, and production optimization. The proposed method is benchmarked with a finite-volume based approach where grid-based time-of-flight was obtained by solving the stationary transport equation. We first validated our method using simple examples. Visual time-of-flight comparisons as well as tracer concentration and allocation factors at wells show good agreement. Next, we applied the proposed method to field scale models to demonstrate the robustness. The results show that our method offers reduced numerical artifacts and better represents reservoir heterogeneity and well connectivity with sub-grid resolutions. The proposed method is then used for rate allocation optimization in DPDK models. A streamline-based gradient free algorithm is used to optimize net present value by adjusting both injection and production well rates under operational constraints. The results show that the optimized schedule offers significant improvement in recovery factor, net present value, and sweep efficiency compared to the base scenario using equal rate injection and production. The optimization algorithm is computationally efficient as it requires only a few forward reservoir simulations.
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