Design of mixture experiments for the analysis of viscosity behavior of sulfonated polyacrylamide solutions (ATBS) with changes in salinity, hardness, and polymer concentration.
Diseño de experimentos de mezclas para el análisis del comportamiento de la viscosidad de soluciones de poliacrilamidas sulfonadas (ATBS) con cambios en la salinidad, dureza y concentración de polímero
DOI:
https://doi.org/10.15446/dyna.v89n221.100020Palabras clave:
ATBS; poliacrilamidas sulfonadas; salinidad; dureza; SCMD. (es)ATBS; sulfonated polyacrylamide; salinity; hardness; SCMD. (en)
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Un diseño de experimentos de mezcla (SCMD) fue usado para determinar el efecto de la dureza y salinidad del agua de preparación en la viscosidad final de una solución polimérica con modificaciones con unidades ATBS (Acrilamidas-Terbutil Sulfonadas). Con los resultados experimentales del SCMD se construyó un modelo cuadrático especial, y se implementó un modelo numérico que permite determinar la concentración de polímero necesaria para alcanzar la viscosidad deseada, dependiendo de la salinidad y dureza del agua de preparación. Adicionalmente, el modelo numérico desarrollado fue validado con datos experimentales de la literatura. Este puede predecir la concentración requerida de un polímero modificado con ATBS para alcanzar la viscosidad deseada con un 95% de confiabilidad en los rangos evaluados. El modelo numérico de Newton-Raphson desarrollado usando un SCMD es el primero reportado en la literatura que permite determinar la concentración de polímeros ATBS necesaria para conocer un rango de viscosidad.
A simple centroid mixture design (SCMD) method was used to determine the effect of the preparation water’s salinity and hardness on the polymers modified with Acrylamide-Tert-butyl-Sulfonated units (ATBS) solution's final viscosity. With the experimental results of SCMD, a special quartic model was carried out, and a numerical model was implemented that allows determining the concentration of polymer necessary to reach the desired viscosity, depending on the salinity and hardness of the preparation water. In addition, the numerical model developed was validated with experimental data from the literature. It could predict the required concentration of a modified polymer (ATBS) to achieve the desired injection viscosity of the polymeric solution with 95% reliability in the ranges evaluated. The Newton-Raphson numerical model developed using an SMCD is the first reported in the literature that allows determining the concentration of ATBS polymer necessary to know the viscosity range
Referencias
Manrique, E., Ahmadi, M. and Samani, S., Historical and recent observations in polymer floods: an update review, CTyF - Ciencia, Tecnol. y Futur., 6–6(5–5), pp. 17-48, 2017. DOI: HTTPS://DOI.ORG/https://doi.org/10.29047/01225383.72.
Liu J.F. et al., Decrease in viscosity of partially hydrolyzed polyacrylamide solution caused by the interaction between sulfide ion and amide group, J. Pet. Sci. Eng., 170, pp. 738-743, 2018. DOI: https://doi.org/10.1016/j.petrol.2018.07.017.
Martin, F., Donaruma, L. and Hatch, M., Development of improved-mobility control agents for surfactant/polymer flooding. Final report, Feb. 1982. DOI: https://doi.org/10.2172/5312943.
Ward, J.S. and Martin, F.D., Prediction of viscosity for partially hydrolyzed polyacrylamide solutions in the presence of calcium and magnesium ions, Soc. Pet. Eng. J., 21(05), pp. 623-631, 1981. DOI: https://doi.org/10.2118/8978-PA.
Al-Hamairi, A. and AlAmeri, W., Development of a novel model to predict HPAM viscosity with the effects of concentration, salinity and divalent content, J. Pet. Explor. Prod. Technol., 10(5), pp. 1949-1963, 2020. DOI: https://doi.org/10.1007/s13202-020-00841-4.
Niu, Y., Ouyang, J., Zhu, Z., Wang, G., Sun, G. and Shi, L., Research on hydrophobically associating water-soluble polymer used for EOR, Proc. - SPE Int. Symp. Oilf. Chem., pp. 621-624, 2001. DOI: https://doi.org/10.2523/65378-ms.
Noïk, Ch., Delaplace, and Muller, G., Physico-Chemical characteristics of polyacrylamide solutions after mechanical degradation through a porous medium. in: the SPE International Symposium on Oilfield Chemistry, San Antonio, Texas, February 1995. DOI: https://doi.org/https://doi.org/10.2118/28954-MS
Zaitoun, A. et al., Shear stability of EOR polymers, SPE J., 17(2), pp. 335-339, 2012. DOI: https://doi.org/10.2118/141113-PA.
Maya-Toro, G. et al., Experimental evaluation of the mechanical degradation of HPAM polymeric solutions used in Enhanced Oil Recovery, CT&F - Ciencia, Tecnol. y Futur., 10(2), pp. 131-141, 2020. DOI: https://doi.org/10.29047/01225383.275.
Jouenne, S., Polymer flooding in high temperature, high salinity conditions: selection of polymer type and polymer chemistry, thermal stability, J. Pet. Sci. Eng., 195, art. 107545, 2020. DOI: https://doi.org/10.1016/j.petrol.2020.107545.
Levitt, D.B. and Pope, G.A., Selection and screening of polymers for enhanced-oil recovery, Proc. - SPE Symp. Improv. Oil Recover, 3, pp. 1125-1142, 2008. DOI: https://doi.org/10.2118/113845-ms.
Lu, X., Wang, X. and Jiang, W., Experimental study on the molecular dimension and configuration of polymer and its flow characteristics from electrolyte effect, Chinese J. Chem., 27(4), pp. 839-845, 2009. DOI: https://doi.org/10.1002/cjoc.200990140.
Kang, P.S., Lim, J.S. and Huh, C., Artificial neural network model to estimate the viscosity of polymer solutions for enhanced oil recovery, Appl. Sci., 6(7), pp. 1-15, 2016. DOI: https://doi.org/10.3390/app6070188.
Rostami, A., Kalantari-Meybodi, M., Karimi, M, Tatar, A. and Mohammadi, A.H., Efficient estimation of hydrolyzed polyacrylamide (HPAM) solution viscosity for enhanced oil recovery process by polymer flooding, Oil Gas Sci. Technol., 73, art. 8006, 2018. DOI: https://doi.org/10.2516/ogst/2018006.
Sharma, A., Delshad, M., Huh, C. and Pope, G.A., A practical method to calculate polymer viscosity accurately in numerical reservoir simulators, Proc. - SPE Annu. Tech. Conf. Exhib., 5, pp. 3881-3894, 2011. DOI: https://doi.org/10.2118/147239-ms.
Stavland, A. and Strand, D., When will polymer viscosity be a design criterion for EOR polymer flooding, in Navn på arrangementet: IEA-EOR 34th Annual Symposium, [Online]. september, 2013. Available at: https://app.cristin.no/results/show.jsf?id=1057785.
Castro-García, R.H., Llanos-Gallo, S., Rodriguez-Ardila, J.L., Quintero-Pérez, H.I., Manrique-Ventura, E.J. and Zapata-Arango, J.F., Heavy oil and high-temperature polymer EOR applications, CT&F - Ciencia, Tecnol. y Futur., 10(2), pp. 73-83, 2020. DOI: https://doi.org/10.29047/01225383.258.
Montgomery, D.C., Design and analysis of experiments, 8th ed. Tempe: John Wiley & Sons, USA, 2008.
Khalil, M., Mohamed-Jan, B. and Aziz Abdul Raman, A., Fractional factorial design optimization of nontraditional completion fluid for perforation with underbalance, Chem. Technol. Fuels Oils, 46(5), pp. 340-350, 2010. DOI: https://doi.org/10.1007/s10553-010-0232-5.
Jeirani, Z., Mohamed-Jan, B., Si-Ali, B., Mohd-Noor, I., Chun-Hwa, S. and Saphanuchart, W., The optimal mixture design of experiments: Alternative method in optimizing the aqueous phase composition of a microemulsion, Chemom. Intell. Lab. Syst., 112, pp. 1-7, 2012. DOI: https://doi.org/10.1016/j.chemolab.2011.10.008.
API, Recommended practices for evaluation of polymers used in enhanced oil recovery operations, 1990, 86 P..
Cornell, J.A., Experiments with mixtures: designs, models, and the analysis of mixture data. 2011.
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1. Eduar Pérez, Dario Alviso, Mauricio Carmona, Eduardo Manrique, Guillermo Artana. (2024). A simple model of the rheological curve of HPAM solutions at different temperatures. Scientific Reports, 14(1) https://doi.org/10.1038/s41598-024-79242-0.
2. Eduar Pérez, Dario Alviso, Horacio Burbridge, Vladimir Alvarado, Eduardo Manrique, Guillermo Artana. (2025). Rapid Rheogram Prediction for Mechanically Degraded Hydrolyzed Polyacrylamide Solutions via Standard Viscosity Measurements. SPE Journal, 30(11), p.7097. https://doi.org/10.2118/230289-PA.
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