Loading…
Estimation of the rheological curve of HPAM solutions from measurements using the Brookfield viscometer
In recent studies, Jouenne and Levache (2020) proposed a rheological model for polymeric solutions used in enhanced oil recovery, based essentially on a variable obtained as the product of the intrinsic viscosity of the solution and the concentration of the polymer. Using this variable, the authors...
Saved in:
Published in: | Journal of petroleum science & engineering 2022-09, Vol.216, p.110793, Article 110793 |
---|---|
Main Authors: | , , , |
Format: | Article |
Language: | English |
Subjects: | |
Citations: | Items that this one cites Items that cite this one |
Online Access: | Get full text |
Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Summary: | In recent studies, Jouenne and Levache (2020) proposed a rheological model for polymeric solutions used in enhanced oil recovery, based essentially on a variable obtained as the product of the intrinsic viscosity of the solution and the concentration of the polymer. Using this variable, the authors propose expressions in which is possible to predict the coefficients of Carreau–Yasuda’s law that are of interest: the viscosity under zero shear regime η0, the power index n, and the relaxation time λ. In this work, the robustness of this model is improved using a machine learning technique and a larger database than the one previously considered. Based on this enhanced model, a technique is proposed to estimate the intrinsic viscosity of the solutions and the parameters of Carreau–Yasuda’s law using only the measurement of viscosity at a shear rate of 7.3 s−1. The results obtained with this approach are compared to those issued from experimental data finding satisfactory results. The use of this strategy is of particular interest for field studies or laboratories that only have as available instruments the Brookfield viscometer.
•A method to rapidly estimate the intrinsic viscosity of HPAM solutions is proposed.•The methodology requires Brookfield viscometer measurements.•Rheological curves of the solution are recovered using the intrinsic viscosity value.•A good agreement with rheological curves data of literature is obtained. |
---|---|
ISSN: | 0920-4105 1873-4715 |
DOI: | 10.1016/j.petrol.2022.110793 |