Processes and systems for determining if downhole fluids are in equilibrium or non-equilibrium
Processes and systems for determining asphaltene equilibrium between two or more downhole geographic locations are provided. In some embodiments, the process can include measuring one or more fluid properties of a plurality of fluid samples at varying downhole depths to generate a one or more downhole fluid analysis measurement data points; selecting an asphaltene diameter distribution based on prior knowledge; utilizing the asphaltene diameter distribution to fit a first set of one or more equation of state curves to the one or more downhole fluid analysis measurement data points to define a first model of fitted equation of state curves and to determine one or more posterior distributions of asphaltene diameters; and determining if the varying downhole depths are in an asphaltene equilibrium by determining whether the one or more posterior distributions of asphaltene diameters is consistent with that of asphaltenes in equilibrium.
1. A process for determining asphaltene equilibrium between two or more downhole geographic locations comprising:
measuring one or more fluid properties of a plurality of fluid samples at varying downhole depths to generate a one or more downhole fluid analysis measurement data points;
selecting an asphaltene diameter distribution based on prior knowledge;
utilizing the asphaltene diameter distribution to fit a set of one or more equation of state curves to the one or more downhole fluid analysis measurement data points to define a model of fitted equation of state curves and to determine one or more posterior distributions of asphaltene diameters, wherein a plurality of models of fitted equation of state curves is obtained by fitting a plurality of sets of one or more equations of state curves and determine model dependent posterior distributions of asphaltene diameters; and
determining if the varying downhole depths are in an asphaltene equilibrium by determining whether the one or more posterior distributions of asphaltene diameters is consistent with that of asphaltenes in equilibrium.
2. The process of claim 1 , wherein the one or more fluid properties is an optical density, a fluid density, a fluid composition, or a combination thereof.
3. The process of claim 1 , wherein the equation of state comprises a Flory-Huggins-Zuo equation of state or a modification thereof.
4. The process of claim 1 , wherein each model in the plurality of models is ranked; and wherein the ranking of the models guides a placement of a downhole measurement location to discriminate against competing models.
5. The process of claim 4 , further comprising: outputting the top model onto a graphical display and visually assessing the data fits on the one or more equation of state curves to determine if the plurality of varying downhole depths belong to the same flow unit.
6. The process of claim 4 , wherein the one or more fluid properties is an optical density, a fluid density, a fluid composition, or a combination thereof.
7. The process of claim 4 , wherein the equation of state comprises a Flory-Huggins-Zuo equation of state or a modification thereof.
8. The process of claim 4 , wherein a plurality of models differing in number of asphaltene gradients is ranked based on predictive performance and/or physical interpretability.
9. The process of claim 4 , further comprising:
performing a three-dimensional geometric assessment of a downhole condition to assess downhole fluid geodynamics processes.
10. The process of claim 5 , wherein the one or more fluid properties is an optical density, a fluid density, a fluid composition, or a combination thereof.
11. The process of claim 5 , wherein the equation of state comprises a Flory-Huggins-Zuo equation of state or a modification thereof.
12. The process of claim 5 , wherein a plurality of models differing in number of asphaltene gradients is ranked based on predictive performance and/or physical interpretability.
13. The process of claim 1 , wherein a plurality of models differing in number of asphaltene gradients is ranked based on predictive performance and/or physical interpretability.
14. The process of claim 1 , further comprising selecting one or more downhole locations for additional downhole fluid sampling based on the asphaltene equilibrium determination to update the model.
15. The process of claim 1 , wherein an asphaltene disequilibrium or an asphaltene quasi-equilibrium is determined.
16. The process of claim 1 , further comprising:
performing a three-dimensional geometric assessment of a downhole condition to assess downhole fluid geodynamics processes.
17. The process of claim 1 , wherein uncertainties in the one or more measured fluid properties are captured within a likelihood function comprising an equation of state and measurement error.
18. The process of claim 17 , wherein the uncertainties in the one or more measured fluid properties include both inherent stochasticity as well as uncertainty in the measurement.
19. The process of claim 17 , further comprising: including an estimate of uncertainty in measurement data; and accounting for different possible sources of error selected from the group consisting of: depth, tool, and contamination.
20. The process of claim 17 , wherein an uncertainty in the asphaltene diameter is captured in a prior distribution honoring the Yen-Mullins model for asphaltene content.