Recovery Estimates from Micromodel Experiments: Processing, Uncertainty, and Rate-dependence

Z. Kaidar, A. AlSofi, Amer Al-Anazi
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引用次数: 1

Abstract

Micromodels are commonly utilized to investigate the fundamentals of multiphase displacements and oil mobilization. Definitely, the utility of micromodels has been well demonstrated in the literature. Yet, while the generic workflows are mutual, there is no standard protocol. Therefore, the primary objective of this work was to develop reliable protocols for micromodel experimentations. These protocols are developed within the context of investigating flow-rate effects on oil trapping and recovery, which represents a supplementary objective. The presented experimental work utilized a high pressure and high temperature setup. A metalloid pattern with a pore-volume of 0.08 mL constitutes the porous-media micromodel. The model is positioned vertically, which permits investigation of gravity effects. Displacement experiments were performed to establish the image processing workflow. Those experiments were performed at different injection rates for fixed volumes starting from 10 mL up to 50 mL. All experiments were replicated to assess the associated uncertainties. Initial conditions were established via drainage of connate brine by dead crude oil followed by imbibition of injection brine. The performed experiments established a preferred workflow for image processing that includes in order: thresholding, despeckling, and binary conversion. Thresholding limits were found to be dependent on the camera including its position and focal length. The final binary images can be used for oil recovery estimation based on areal analyses. High rate experiments demonstrated better repeatability. Prolonged injection helped reduce variations in recovery estimates between replicates. At the investigated macroscopic scale and in light of associated uncertainties, recovery was found to be negligibly dependent on injection rate up to a critical flow-rate of around 1 mL/min above which recovery increases with higher injection rates. A trend that is consistent with capillary desaturation. This paper demonstrates the procedure to establish a micromodel image processing protocol. It also illustrates the possible uncertainties associated with recovery estimates obtained from such images. Finally, key observations and recommendations with respect to the significance of high throughput and replications were uncovered.
从微模型实验的恢复估计:处理,不确定性和速率依赖
微观模型通常用于研究多相驱替和石油动员的基本原理。当然,微观模型的效用已经在文献中得到了很好的证明。然而,虽然通用工作流是相互的,但没有标准协议。因此,本工作的主要目的是为微模型实验制定可靠的方案。这些协议是在研究流量对石油捕获和采收率的影响的背景下制定的,这是一个补充目标。提出的实验工作利用高压和高温设置。孔隙体积为0.08 mL的类金属图案构成了多孔介质微观模型。模型是垂直放置的,这使得研究重力效应成为可能。通过位移实验建立图像处理流程。这些实验以不同的注射速率进行,固定体积从10ml到50ml。所有实验都被重复以评估相关的不确定度。通过死原油排出原生盐水,然后吸吸注入盐水,建立了初始条件。所进行的实验建立了图像处理的首选工作流程,其中包括:阈值处理、去斑处理和二进制转换。阈值限制被发现依赖于相机,包括它的位置和焦距。最终的二值图像可用于基于面分析的原油采收率估计。高倍率实验证明了较好的重复性。延长注入时间有助于减少重复之间采收率估计的差异。在所研究的宏观尺度上,考虑到相关的不确定性,回收率与注射速度的关系可以忽略不计,直到临界流速约为1ml /min,高于该流速时,回收率随注射速度的增加而增加。与毛细血管去饱和相一致的趋势。本文演示了微模型图像处理协议的建立过程。它还说明了从这种图像获得的恢复估计可能存在的不确定性。最后,揭示了关于高通量和重复的重要性的关键观察和建议。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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