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不同温度下部分水解聚丙烯酰胺(HPAM)溶液流变曲线的简单模型。

A simple model of the rheological curve of HPAM solutions at different temperatures.

作者信息

Pérez Eduar, Alviso Dario, Carmona Mauricio, Manrique Eduardo, Artana Guillermo

机构信息

Department of Mechanical Engineering, Universidad del Norte, Barranquilla, Colombia.

Laboratorio de Fluidodinámica, Facultad de Ingeniería, Universidad de Buenos Aires/CONICET, Paseo Colón 850 CABA, Buenos Aires, Argentina.

出版信息

Sci Rep. 2024 Dec 30;14(1):31601. doi: 10.1038/s41598-024-79242-0.

Abstract

The oil and gas industry faces two significant challenges, including rising global temperatures and depletion of reserves. Enhanced recovery techniques such as polymer flooding have positioned themselves as an alternative that attracts international attention thanks to increased recovery factors with low emissions. However, existing physical models need further refinement to improve predictive accuracy and prevent design failures in polymer flooding projects. In particular, disposing of adequate rheological models is vital as they are intimately associated with the sweep efficiency of the fluid. The rheological curves of polymeric solutions of partially hydrolyzed polyacrylamide (HPAM) can be obtained from a viscosity measurement at a single shear rate using the recently reported PAMA technique. This methodology provides the coefficients of the Carreau-Yasuda Law (viscosity at zero shear rates ( ), power law index (n), and the shear relaxation time ( )) when the temperature of solutions is close to 298 K. Nevertheless, the values of these coefficients at various temperatures are not linked through simple expressions of the Arrhenius type, limiting the validity of rheological curves to a narrow range of temperatures. This article presents a new model-referred to as PAMA-T-that extends the PAMA methodology to a temperature range of 298-343 K. We demonstrate that PAMA-T provides satisfactory predictions of rheological curves at various temperatures, also using as input a single measurement performed with a Brookfield viscometer at a single solution temperature. The method relies on the intrinsic viscosity's slight or null dependence on temperature and on a master surface, which is specified in the space spanned by the following three parameters: the power-law index, relative viscosity, and nondimensional shear relaxation time. The solvent viscosity and relaxation time-employed as references to define these parameters-are functions of temperature. On the master surface, while the power coefficient of Carreau-Yasuda (n) exhibits only a slight dependency on temperature, the relative viscosity depends monotonically on this variable. Moreover, the concentration regime of the fluid significantly influences the temperature dependence of the nondimensional relaxation parameter. Solutions included in this study are those formed with polymers with a molecular weight ranging from 8 to 26 MDa-with concentrations between 0.03 and 5.876 g/L-and for brines with a wide range of salinity and ionic composition. The methodology gives rheological curves for shear rates comprised between 0.01 and 1000 s excluding the shear thickening behavior of the HPAM polymer solutions. The regression model developed was fitted with a training dataset and has exhibited satisfactory results, as tested with additional experimental datasets from different authors. The metrics used to quantify the agreement of viscosities between the model and experiments demonstrate satisfactory behavior in the shear thinning range of shear rates and the shear range lower than 7.3 s.

摘要

石油和天然气行业面临两大严峻挑战,即全球气温上升和储量枯竭。诸如聚合物驱油等强化开采技术已成为一种备受国际关注的替代方案,因其能在低排放情况下提高采收率。然而,现有的物理模型需要进一步完善,以提高预测准确性并防止聚合物驱油项目中的设计失误。特别是,拥有合适的流变模型至关重要,因为它们与流体的波及效率密切相关。部分水解聚丙烯酰胺(HPAM)聚合物溶液的流变曲线可通过使用最近报道的PAMA技术在单一剪切速率下进行粘度测量来获得。当溶液温度接近298 K时,该方法可提供Carreau - Yasuda定律的系数(零剪切速率下的粘度( )、幂律指数(n)和剪切松弛时间( ))。然而,这些系数在不同温度下的值并非通过简单的阿累尼乌斯类型表达式相关联,这将流变曲线的有效性限制在较窄的温度范围内。本文提出了一种新模型——称为PAMA - T,它将PAMA方法扩展到298 - 343 K的温度范围。我们证明,PAMA - T能够在不同温度下对流变曲线给出令人满意的预测,并且同样以在单一溶液温度下使用布鲁克菲尔德粘度计进行的单次测量作为输入。该方法依赖于特性粘度对温度的轻微或无依赖性以及一个主表面,该主表面在由以下三个参数所跨越的空间中指定:幂律指数、相对粘度和无量纲剪切松弛时间。用作定义这些参数参考的溶剂粘度和松弛时间是温度的函数。在主表面上,虽然Carreau - Yasuda的幂系数(n)仅对温度有轻微依赖性,但相对粘度则单调依赖于该变量。此外,流体的浓度范围显著影响无量纲松弛参数的温度依赖性。本研究中包含的溶液是由分子量范围为8至26 MDa的聚合物形成的——浓度在0.03至5.876 g/L之间——以及具有广泛盐度和离子组成的盐水。该方法给出了剪切速率在0.01至1000 s之间(不包括HPAM聚合物溶液的剪切增稠行为)的流变曲线。所开发的回归模型用一个训练数据集进行了拟合,并且如用来自不同作者的其他实验数据集测试时所示,已呈现出令人满意的结果。用于量化模型与实验之间粘度一致性的指标在剪切速率的剪切变稀范围以及低于7.3 s的剪切范围内表现出令人满意的性能。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1a6a/11686265/b8b4a8b924c6/41598_2024_79242_Fig1_HTML.jpg

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