不同温度下HPAM溶液流变曲线的简单模型。

IF 3.9 2区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES
Eduar Pérez, Dario Alviso, Mauricio Carmona, Eduardo Manrique, Guillermo Artana
{"title":"不同温度下HPAM溶液流变曲线的简单模型。","authors":"Eduar Pérez, Dario Alviso, Mauricio Carmona, Eduardo Manrique, Guillermo Artana","doi":"10.1038/s41598-024-79242-0","DOIUrl":null,"url":null,"abstract":"<p><p>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 <math><msub><mtext>CO</mtext> <mn>2</mn></msub> </math> 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 ( <math><msub><mi>η</mi> <mn>0</mn></msub> </math> ), power law index (n), and the shear relaxation time ( <math><mi>λ</mi></math> )) 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<sup>-1</sup> 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<sup>-1</sup>.</p>","PeriodicalId":21811,"journal":{"name":"Scientific Reports","volume":"14 1","pages":"31601"},"PeriodicalIF":3.9000,"publicationDate":"2024-12-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11686265/pdf/","citationCount":"0","resultStr":"{\"title\":\"A simple model of the rheological curve of HPAM solutions at different temperatures.\",\"authors\":\"Eduar Pérez, Dario Alviso, Mauricio Carmona, Eduardo Manrique, Guillermo Artana\",\"doi\":\"10.1038/s41598-024-79242-0\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><p>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 <math><msub><mtext>CO</mtext> <mn>2</mn></msub> </math> 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 ( <math><msub><mi>η</mi> <mn>0</mn></msub> </math> ), power law index (n), and the shear relaxation time ( <math><mi>λ</mi></math> )) 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<sup>-1</sup> 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<sup>-1</sup>.</p>\",\"PeriodicalId\":21811,\"journal\":{\"name\":\"Scientific Reports\",\"volume\":\"14 1\",\"pages\":\"31601\"},\"PeriodicalIF\":3.9000,\"publicationDate\":\"2024-12-30\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11686265/pdf/\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Scientific Reports\",\"FirstCategoryId\":\"103\",\"ListUrlMain\":\"https://doi.org/10.1038/s41598-024-79242-0\",\"RegionNum\":2,\"RegionCategory\":\"综合性期刊\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"MULTIDISCIPLINARY SCIENCES\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Scientific Reports","FirstCategoryId":"103","ListUrlMain":"https://doi.org/10.1038/s41598-024-79242-0","RegionNum":2,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"MULTIDISCIPLINARY SCIENCES","Score":null,"Total":0}
引用次数: 0

摘要

石油和天然气行业面临着两大挑战,包括全球气温上升和储量枯竭。提高采收率的技术,如聚合物驱,由于采收率提高,二氧化碳排放量低,已经成为吸引国际关注的替代技术。然而,现有的物理模型需要进一步改进,以提高预测精度,防止聚合物驱项目的设计失败。特别是,处理足够的流变模型是至关重要的,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以用最近报道的PAMA技术在单一剪切速率下通过粘度测量得到。该方法给出了溶液温度接近298 K时的careau - yasuda定律系数(零剪切速率下的粘度(η 0)、幂律指数(n)和剪切松弛时间(λ))。然而,这些系数在不同温度下的值并不是通过阿伦尼乌斯型的简单表达式联系起来的,这限制了流变曲线在狭窄温度范围内的有效性。本文提出了一个新的模型,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在不同温度下提供了令人满意的流变曲线预测,也使用布鲁克菲尔德粘度计在单一溶液温度下进行的单一测量作为输入。该方法依赖于特性粘度对温度和主表面的轻微或零依赖,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。溶剂粘度和松弛时间作为定义这些参数的参考,是温度的函数。在主表面上,虽然careau - yasuda的功率系数(n)对温度只有轻微的依赖性,但相对粘度单调地依赖于这个变量。此外,流体的浓度状态显著影响了无量纲弛豫参数的温度依赖性。本研究中包括的溶液是由分子量为8至26毫克/升(浓度为0.03至5.876克/升)的聚合物形成的,以及由盐度和离子组成范围广泛的盐水形成的。该方法给出了剪切速率在0.01到1000 s-1之间的流变曲线,不包括HPAM聚合物溶液的剪切增稠行为。开发的回归模型与训练数据集进行了拟合,并通过来自不同作者的额外实验数据集进行了测试,显示出令人满意的结果。在剪切速率的剪切减薄范围和低于7.3 s-1的剪切范围内,用于量化模型与实验之间粘度一致性的指标表现出令人满意的性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A simple model of the rheological curve of HPAM solutions at different temperatures.

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 CO 2 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 ( η 0 ), power law index (n), and the shear relaxation time ( λ )) 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-1 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-1.

求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
Scientific Reports
Scientific Reports Natural Science Disciplines-
CiteScore
7.50
自引率
4.30%
发文量
19567
审稿时长
3.9 months
期刊介绍: We publish original research from all areas of the natural sciences, psychology, medicine and engineering. You can learn more about what we publish by browsing our specific scientific subject areas below or explore Scientific Reports by browsing all articles and collections. Scientific Reports has a 2-year impact factor: 4.380 (2021), and is the 6th most-cited journal in the world, with more than 540,000 citations in 2020 (Clarivate Analytics, 2021). •Engineering Engineering covers all aspects of engineering, technology, and applied science. It plays a crucial role in the development of technologies to address some of the world''s biggest challenges, helping to save lives and improve the way we live. •Physical sciences Physical sciences are those academic disciplines that aim to uncover the underlying laws of nature — often written in the language of mathematics. It is a collective term for areas of study including astronomy, chemistry, materials science and physics. •Earth and environmental sciences Earth and environmental sciences cover all aspects of Earth and planetary science and broadly encompass solid Earth processes, surface and atmospheric dynamics, Earth system history, climate and climate change, marine and freshwater systems, and ecology. It also considers the interactions between humans and these systems. •Biological sciences Biological sciences encompass all the divisions of natural sciences examining various aspects of vital processes. The concept includes anatomy, physiology, cell biology, biochemistry and biophysics, and covers all organisms from microorganisms, animals to plants. •Health sciences The health sciences study health, disease and healthcare. This field of study aims to develop knowledge, interventions and technology for use in healthcare to improve the treatment of patients.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信