Abstract
Wettability, or preferential affinity of a fluid to a solid substrate in the presence of another fluid, plays a critical role in the statics and dynamics of fluid-fluid displacement in porous media. The complex confined geometry of porous media, however, makes upscaling of microscopic wettability to the macroscale a nontrivial task. Here, we elucidate the contribution of pore geometry in controlling the apparent wettability characteristics of a porous medium. Using direct numerical simulations of fluid-fluid displacement, we study the reversal of interface curvature in a single converging-diverging capillary, and demonstrate the co-existence of concave and convex interfaces in a porous medium—a phenomenon that we also observe in laboratory micromodel experiments. We show that under intermediate contact angles the sign of interface curvature is strongly influenced by the pore geometry. We capture the interplay between surface chemical properties and pore geometry in the form of a dimensionless quantity, the apparent wettability number, which predicts the conditions under which concave and convex interfaces co-exist. Our findings advance the fundamental understanding of wettability in confined geometries, with implications to macroscopic multiphase-flow processes in porous media, from fuel cells to enhanced oil recovery.
Introduction
Wettability is the preferential affinity of a fluid with the solid surface in the presence of another immiscible fluid1–3, and it plays a crucial role in the distribution of fluid phases in the pore space4–11. Wettability is typically characterized by the static contact angle θ, measured between a smooth horizontal solid surface and the fluid-fluid interface2. Perfectly wetting systems (θ = 0) and partially wetting systems (θ > 0) exhibit fundamentally different behaviour in terms of liquid spreading3—in this study we are concerned exclusively with partially wetting systems. We adopt the convention that θ is measured through the defending phase (the fluid phase being displaced), and we will use the term wetting (to the defending phase) when θ < 90°, nonwetting (to the defending phase) when θ > 90°, and neutrally wetting for the particular case θ = 90°. From the assumption of local phase equilibrium, the relationship between θ and surface forces is described by Young’s law2:
1 |
where σ, σif and σdf are the interfacial energies of the fluid-fluid, invading fluid-solid, and, defending fluid-solid interfaces, respectively. According to Young’s law, the wetting case (θ < 90°) corresponds to σif > σdf, and the nonwetting case (θ > 90°) to σif < σdf. In the former case, the surface has higher affinity for the defending fluid, while in the latter case it has higher affinity for the invading fluid2.
Many previous studies have demonstrated the impact of wettability on different aspects of multiphase flow in porous media4–22. An important question, however, is how the effective wettability of a porous medium emerges from the surface wettability at the microscale (as determined by the contact angle θ). Early considerations23 suggest that contact angle alone provides an incomplete description, and that accounting for pore geometry is necessary to arrive at a more predictive description of the apparent wettability of a porous medium, which multiphase flow dynamics so critically depend on.
Despite the importance of apparent wettability on multiphase flow in porous media, to date only few recent studies have directly measured the local wetting characteristics in porous media9,24–29, and a predictive theoretical framework linking the effect of surface wettability and pore geometry is missing. Here, we investigate the interplay of surface wettability and pore geometry in determining the apparent wetting characteristics of a porous medium. We do so by first performing direct numerical simulations of fluid-fluid displacement in a single channel of variable cross section, which allows us to assess and extend earlier descriptions of capillary pressure on converging-diverging capillaries23. We then study, via numerical simulations, the impact of pore geometry on the slow displacement of one fluid by another in a 2D porous medium under different surface wettability conditions, and demonstrate its profound control on macroscopic features of the displacement. We uncover the coexistence of convex and concave fluid-fluid interfaces at intermediate wettabilities—a feature that has remained absent from existing theories of multiphase flow in porous media—and provide experimental evidence of such convex-concave coexistence from direct imaging of immiscible fluid-fluid displacements in patterned microfluidic cells. Finally, we propose a simple relationship between the apparent wettability of the porous medium and the combined effect of surface wettability and pore geometry, which in turn can serve as a diagnostic tool for macroscale predictions.
Fluid-Fluid Displacement In Single Capillaries
Simulation setup
We perform Computational Fluid Dynamics (CFD) simulations, where we solve the Navier-Stokes equations coupled with the volume of fluid method using a finite volume approach. The details of the numerical formulation are described elsewhere30, and will not be repeated here. We simulate fluid-fluid displacement in two capillaries with square cross-section: one with a uniform cross section, and the other with a non-uniform (converging-diverging) geometry (Fig. 1).
The non-uniform capillary converges and diverges at an angle of orientation β = 21.8°, and the length of the capillaries was kept constant at 2 × 10−3 m. The capillaries are initially filled with the defending fluid (viscosity μd = 1.0 × 10−3 Pa · s and density ρd = 1000 kg · m−3), which is displaced by the invading fluid (viscosity μi = 1.0 × 10−3 Pa · s, density ρi = 1000 kg · m−3) at a constant flow rate Q = 7.0 × 10−12 m3 · s−1. The interfacial tension between the fluids is σ = 70 × 10−3 N · m−1. The outlet of the capillaries is kept at atmospheric pressure in all simulations. The static contact angle θ, which corresponds to the angle between the defending fluid and the solid surface, is defined as an input parameter in the solver. The numerical simulations are performed at three different θ values: 45° (drainage), 90° (neutral wetting) and 135° (imbibition). The simulations do not take into account contact angle hysteresis and dynamic contact angle effects. The relative importance of viscous to capillary forces is characterised using the capillary number , where vi is the injection velocity of the invading fluid31. All simulations are performed at Ca = 10−7, a value for which capillary forces dominate viscous forces. Gravity forces do not play a role in the simulations since the fluid densities are identical. The visualization and post-processing of the numerical results are performed using ParaView32.
Curvature reversal of the interface in a converging-diverging capillary
The movement of the interface in the uniform and converging-diverging capillary for different values of the contact angle θ is shown in Fig. 2(a). To provide a quantitative analysis of interface morphology in the converging-diverging capillary, variations in capillary pressure pc as a function of the local capillary radius r(radius of the capillary at the contact line) are presented in Fig. 2(b). The Laplace pressure, or capillary pressure pc, represents the pressure difference across the interface, pc ≡ pi − pd, where pi is the pressure of the invading fluid and pd is the pressure of the defending fluid, and is given by the Laplace equation
2 |
where κ is the curvature of the interface, computed as the median value of the curvature distribution from the diffuse interface produced by the numerical solution30.
Figure 2(a,b) show that for θ = 135° or 45° the sign of pc does not change as the interface traverses the converging-diverging capillary with β = 21.8°, and the convexity of the interface is the same in the uniform and non-uniform capillaries. For θ = 45°, the invading fluid is the non-wetting fluid (convex interface and positive pc) and the displacement process is regarded as drainage. For θ = 135°, the invading fluid is the wetting fluid (concave interface and negative pc) and the displacement process is regarded as imbibition. In contrast, for θ = 90°, there is a difference in the morphology of the interface in the uniform and converging-diverging capillaries. In the uniform capillary, the interface is flat, and pc = 0. In the converging-diverging capillary, however, the interface flips from concave to convex (Fig. 2(a)), so that pc changes sign as the interface moves from the converging to the diverging section (Fig. 2(b)).
Understanding the sign of κ as an indicator of apparent wettability23 provides a way to rationalize the effect of (microscopic) surface wettability and pore geometry on the wettability characteristics of porous media. Figure 2(a,b) shows that under strong drainage () and under strong imbibition () the sign of the fluid-fluid interface curvature coincides with that of cos θ in Young’s equation [Eq. (1)], and remains unchanged as the interface traverses the converging-diverging pore. In the case of near-neutral wetting (θ ~ 90°), however, the orientation angle β exerts a strong control over the apparent wettability: the invading fluid imbibes in the converging section (pc < 0) and drains defending fluid in the diverging section of the capillary (pc > 0).
To gain more insight into the phenomenon of curvature reversal in the converging-diverging capillary, we have obtained an analytical model relating the capillary pressure pc with static contact angle and the geometric characteristics of the pore. Following Rabbani et al.30 (Eq. (14)), and replacing cos θ by cos(θ ± β), one obtains the analytical expression describing the capillary pressure in the converging (+) and diverging (−) sections of the capillary:
3 |
where h is the corner angle of the capillary cross-section, P is the perimeter of the capillary cross-section, and G = C/P2 is the so-called shape factor, where C is the cross-sectional area of the capillary.
The comparison between the CFD simulation results and the above analytical solution is shown in Fig. 2(b). It is apparent from Eq. (3) that it is the algebraic sum of θ and β that controls the sign of interface curvature κ, as suggested in previous studies17,23,33. Indeed, the equation cos(θ ± β) = π/2 determines the boundaries of the phase diagram in θ–β space (Fig. 2(c)), separating the region where the apparent wettability switches from wetting to nonwetting as a result of pore geometry (ii), to the regions that remain uniformly wetting (i) and nonwetting (iii). Later, we upscale Eq. (3) to derive an effective, or apparent, wettability number that takes into account the chemical affinity of the solid to the fluids, as well as the geometric characteristics of the porous medium.
Fluid-Fluid Displacement In 2D Micromodels
Description of the 2D flow micromodel
We simulate immiscible fluid-fluid displacements in a 2D porous medium or micromodel to investigate the macroscopic consequences of geometrically induced appparent wetting. The design of the 2D micromodel (see Fig. S1 in the Supplemental Information) is based on a cross-section of a real sand pack obtained by 3D X-ray micro-tomography34. The pore size distribution of the micromodel ranges from 0.028 to 0.308 mm with an average pore size rp of 0.12 mm. The pore size distribution was obtained by first applying the MATLAB (Image Processing Toolbox) function ‘bwdist’ on the binary image to compute the distance between each pixel in the image and the nearest boundary. Subsequently, the MATLAB function ‘bwmorph’ was used to retain only the center pixel of each pore. The fluid properties and boundary conditions employed in the simulation are similar to those used for the simulations in the single capillary, except for the changes to μd = 10−1 Pa · s and Ca = 10−5. The static contact angle θ imposed at the grain boundaries is uniform throughout the micromodel. Figure 3(a) illustrates typical examples of phase distributions in the micromodel at intermediate contact angles θ ranging from 45° to 135°.
Co-existence of concave and convex interfaces in a porous medium
Figure 3 shows the co-existence of concave and convex interfaces despite the micromodel having a uniform static contact angle of θ = 120°. The co-existence of the concave and convex interfaces is a consequence of curvature reversal from converging sections to diverging sections of a pore-throat, similar to that observed in the converging-diverging capillary (Fig. 2). Consistent with this observation, the pressure field in the invading fluid for θ = 120° indicates that drainage (convex interface) and imbibition (concave interface) are taking place simultaneously, even in neighboring pores (Fig. 3, inset). This behavior, which is reminiscent of a fractional-wet system, demonstrates that the local apparent wettability depends on the pore geometry. To probe the impact of pore geometry on the local apparent wettability at different static contact angles, we plot the fraction 𝑓 (%) of concave interfaces (against the total of concave and convex interfaces) as a function of θ (Fig. 4).
Figure 4 shows that only concave interfaces (i.e. imbibition) are present at θ = 135°, while only convex interfaces are present (i.e. drainage) at θ = 45°. The co-existence of concave and convex interfaces is observed for θ ranging from approximately 60° to 120°.
To confirm these predictions, we investigate, with laboratory experiments, the impact of wettability on fluid-fluid displacement in micromodels patterned with circular posts. While circular posts constitute a much more simplified representation of a natural porous medium compared to the simulation domain extracted from a sand pack, the pore space between neighboring posts exhibits distinct converging and diverging sections. Here, we provide direct experimental evidence of the co-existence of concave and convex interfaces, as well as interface curvature reversal from converging sections to diverging sections of a pore-throat (Fig. 5). The effect of pore-geometry controlled local apparent wettability is most pronounced under intermediate wettability conditions (θ = 90°), where the invading fluid advances via drainage (convex interface) in the converging section of the pore throat, and imbibes (concave interface) in the diverging section of the pore throat (Fig. 5, center column).
Apparent Wettability Number In Porous Media
Our direct numerical simulations of fluid-fluid displacement in a micromodel suggest that modeling two-phase flow in porous media by means of classical pore network models of uniform capillaries18,19,21,35–38 may obscure the nature of interfacial displacement, especially under intermediate wettability conditions. The converging-diverging channel provides a conceptualization of throats in porous media that may be a better representation of natural porous media. While we acknowledge the intrinsic disorder and irregularity of natural porous media, we explore how the converging-diverging angle β may impact apparent wetting properties in the form of a dimensionless number that accounts for surface chemical properties and pore geometry. This dimensionless quantity would render a simple but effective diagnostic tool to describe the apparent wetting behaviour of a porous medium.
In Eq. (3), the sign of pc is controlled by cos(θ ± β). The trigonometric identity , suggests that we define the apparent wettability number
4 |
This quantity describes the relative importance of θ over β in controlling the interface shape. When , the sign of the interface curvature is controlled by θ alone—this is the case for strongly wetting (θ ≈ 0) or strongly nonwetting conditions (θ ≈ 180°). In contrast, when , the sign of the interface curvature is modulated by β—this occurs for neutrally wetting conditions (θ ≈ 90°). Combinations of θ and β such that |W| ~ 1 correspond to scenarios for which the interface is flat at either the converging or the diverging section of the pore.
We are interested in expressing W in terms of characteristic quantities describing the pore-space geometry in porous media. Assimilating the transition from a pore body (radius rb) to a pore throat (radius rt) as a converging channel, and assuming that the length of the channel is equal to the pore-body radius, we have tan β = (rb − rt)/rb. Futhermore, assuming a relatively uniform, densely packed porous medium, we take the typical pore body as the space between four grains, so that the number of pore bodies np ~ N and the number of pore throats nt ~ 2N, where N is the number of solid particles (grains). These assumptions lead to a relationship between rt and rb, , where ϕ and A are porosity and total area of the porous medium (per unit depth), respectively. Substituting the mathematical expressions for tan β and rt in Eq. (4), and taking the pore radius rp = rb, we arrive at:
5 |
In our simulation, rp = 0.12 mm, ϕ = 0.42, A = 94 mm2 and N = 222. Using Eq. (5) we delineate, on a phase diagram of rp − θ, the region of pore-geometry controlled apparent wetting (where co-existence of concave and convex interfaces is observed, corresponding to −1 ≤ W ≤ 1), from the regions where apparent wetting corresponds to strict drainage (W > 1) or strict imbibition (W < −1) conditions (Fig. 6).
For the micromodel pattern used in our simulation (rp = 0.12 mm), the apparent wettability number W predicts that the co-existence of concave and convex interfaces to occur for θ between 48° and 132°. This prediction is consistent with our direct numerical simulation results, which shows the co-existence of concave and convex interfaces for θ between 60° and 120° (Fig. 6).
Summary and Conclusion
We have studied the evolution of fluid-fluid interfaces through angular pore spaces under partial wetting conditions. Using direct numerical simulation, we show that the fluid-fluid interface is transformed from concave to convex in a single converging-diverging capillary under intermediate wetting conditions. We demonstrate that the macroscopic manifestation of the observed interface transformation in the converging-diverging capillary leads to the co-existence of concave and convex interfaces in a porous medium. We provide experimental evidence of this phenomenon in fluid-fluid displacement experiments in a micromodel.
Consistent with past studies, our results elucidate the interplay between pore geometry and contact angle θ in determining the sign of interface curvature (i.e., apparent wettability). We show that while apparent wettability is a function of θ alone under strong wetting conditions (as indicated by the classical Young’s law), pore geometry plays a crucial role in governing the apparent wettability under intermediate-wet conditions, which leads to co-existence of concave and convex interfaces. In the case of a converging-diverging capillary tube, the critical angles delineating the regime of apparent mixed wetting have been determined theoretically and shown in in Fig. 2(c) for a range of converging-diverging angles β. For porous media, the critical transition contact angles have been quantified via numerical simulations (Figs 3 and 4). In our example, we find values of the critical contact angle of 48° for the transition from drainage to mixed apparent wetting, and 132° for the transition from mixed apparent wetting to imbibition.
To capture the coupled effect of pore geometry and contact angle on apparent wettability, we derive the apparent wettability number W that estimates the range of θ values where pore geometry exerts a fundamental influence on the wettability of porous media and, likely, on the macroscopic displacement processes it mediates, such as enhanced oil recovery39–41 and geologic carbon sequestration42,43.
Electronic supplementary material
Acknowledgements
Nima Shokri would like to acknowledge the donors of the American Chemical Society Petroleum Research Fund for partial support of this research (PRF No. 52054-DNI6). We would like to acknowledge the UK Engineering and Physical Sciences Research Council (EPSRC) to provide the PhD studentship for Harris Rabbani (EP/M506436/1). We would also like to acknowledge the assistance given by IT Services and the use of the Computational Shared Facility at The University of Manchester. Ruben Juanes acknowledges the support of the US Department of Energy (grant DE-SC0018357). Harris Rabbani acknowledges Rimsha Aziz (PhD student at University of Manchester) for providing the pore size distribution of micromodel.
Author Contributions
Harris Sajjad Rabbani and Nima Shokri designed the research and performed the numerical simulation and developed the analytical model. Benzhong Zhao and Ruben Juanes conducted the experiments. All authors contributed to the data interpretations and writing the manuscript.
Data Availability Statement
The data presented in this manuscript will be available freely via sending a request to the corresponding author.
Competing Interests
The authors declare no competing interests.
Footnotes
Publisher’s note: Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Electronic supplementary material
Supplementary information accompanies this paper at 10.1038/s41598-018-34146-8.
References
- 1.de Gennes P. Reviews of Modern Physics. 1985. Wetting: statics and dynamics; pp. 827–863. [Google Scholar]
- 2.Brochard-Wyart, F., Quéré, D. & Gennes, P. Drops, bubbles, pearls, waves. (Springer, 2003).
- 3.Bonn D, Eggers J, Indekeu J, Meunier J, Rolley E. Wetting and spreading. Reviews of Modern Physics. 2009;81:739–805. doi: 10.1103/RevModPhys.81.739. [DOI] [Google Scholar]
- 4.Zhao B, MacMinn C, Juanes R. Wettability control on multiphase flow in patterned microfluidics. Proceedings of the National Academy of Sciences. 2016;113:10251–10256. doi: 10.1073/pnas.1603387113. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 5. Trojer, M., Szulczewski, M. & Juanes, R. Stabilizing Fluid-Fluid Displacements in Porous Media Through Wettability Alteration. Physical Review Applied3 (2015).
- 6.Pak T, Butler I, Geiger S, van Dijke M, Sorbie K. Droplet fragmentation: 3D imaging of a previously unidentified pore-scale process during multiphase flow in porous media. Proceedings of the National Academy of Sciences. 2015;112:1947–1952. doi: 10.1073/pnas.1420202112. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 7. Odier, C., Levaché, B., Santanach-Carreras, E. & Bartolo, D. Forced Imbibition in Porous Media: A Fourfold Scenario. Physical Review Letters119 (2017). [DOI] [PubMed]
- 8. Jung, M. et al. Wettability controls slow immiscible displacement through local interfacial instabilities. Physical Review Fluids1 (2016).
- 9. Singh, K. et al. The Role of Local Instabilities in Fluid Invasion into Permeable Media. Scientific Reports7 (2017). [DOI] [PMC free article] [PubMed]
- 10.Hu R, Wan J, Kim Y, Tokunaga T. Wettability impact on supercritical CO2 capillary trapping: Pore-scale visualization and quantification. Water Resources Research. 2017;53:6377–6394. doi: 10.1002/2017WR020721. [DOI] [Google Scholar]
- 11. Rabbani, H., Joekar-Niasar, V., Pak, T. & Shokri, N. New insights on the complex dynamics of two-phase flow in porous media under intermediate-wet conditions. Scientific Reports7 (2017). [DOI] [PMC free article] [PubMed]
- 12.Shokri N, Or D. Drying patterns of porous media containing wettability contrasts. Journal of Colloid and Interface Science. 2013;391:135–141. doi: 10.1016/j.jcis.2012.08.074. [DOI] [PubMed] [Google Scholar]
- 13.Tuller M, Or D. Hydraulic conductivity of variably saturated porous media: Film and corner flow in angular pore space. Water Resources Research. 2001;37:1257–1276. doi: 10.1029/2000WR900328. [DOI] [Google Scholar]
- 14.Rabbani H, et al. Suppressing viscous fingering in structured porous media. Proceedings of the National Academy of Sciences. 2018;115:4833–4838. doi: 10.1073/pnas.1800729115. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 15.Stokes J, et al. Interfacial Stability of Immiscible Displacement in a Porous Medium. Physical Review Letters. 1986;57:1718–1721. doi: 10.1103/PhysRevLett.57.1718. [DOI] [PubMed] [Google Scholar]
- 16.Weitz D, Stokes J, Ball R, Kushnick A. Dynamic Capillary Pressure in Porous Media: Origin of the Viscous-Fingering Length Scale. Physical Review Letters. 1987;59:2967–2970. doi: 10.1103/PhysRevLett.59.2967. [DOI] [PubMed] [Google Scholar]
- 17.Cieplak M, Robbins M. Influence of contact angle on quasistatic fluid invasion of porous media. Physical Review B. 1990;41:11508–11521. doi: 10.1103/PhysRevB.41.11508. [DOI] [PubMed] [Google Scholar]
- 18.Blunt M, Scher H. Pore-level modeling of wetting. Physical Review E. 1995;52:6387–6403. doi: 10.1103/PhysRevE.52.6387. [DOI] [PubMed] [Google Scholar]
- 19.Patzek T. Verification of a Complete Pore Network Simulator of Drainage and Imbibition. SPE Journal. 2001;6:144–156. doi: 10.2118/71310-PA. [DOI] [Google Scholar]
- 20.Øren P, Bakke S. Reconstruction of Berea sandstone and pore-scale modelling of wettability effects. Journal of Petroleum Science and Engineering. 2003;39:177–199. doi: 10.1016/S0920-4105(03)00062-7. [DOI] [Google Scholar]
- 21. Valvatne, P. & Blunt, M. Predictive pore-scale modeling of two-phase flow in mixed wet media. Water Resources Research40 (2004).
- 22. Holtzman, R. & Segre, E. Wettability Stabilizes Fluid Invasion into Porous Media via Nonlocal, Cooperative Pore Filling. Physical Review Letters115 (2015). [DOI] [PubMed]
- 23.Dullien, F. Porous media: fluid transport and pore structure. (Academic Press, 1992).
- 24.Armstrong R, Porter M, Wildenschild D. Linking pore-scale interfacial curvature to column-scale capillary pressure. Advances in Water Resources. 2012;46:55–62. doi: 10.1016/j.advwatres.2012.05.009. [DOI] [Google Scholar]
- 25.Andrew M, Bijeljic B, Blunt M. Pore-scale contact angle measurements at reservoir conditions using X-ray microtomography. Advances in Water Resources. 2014;68:24–31. doi: 10.1016/j.advwatres.2014.02.014. [DOI] [Google Scholar]
- 26. Alhammadi, A., AlRatrout, A., Singh, K., Bijeljic, B. & Blunt, M. In situ characterization of mixed-wettability in a reservoir rock at subsurface conditions. Scientific Reports7 (2017). [DOI] [PMC free article] [PubMed]
- 27.Scanziani A, Singh K, Blunt M, Guadagnini A. Automatic method for estimation of in situ effective contact angle from X-ray micro tomography images of two-phase flow in porous media. Journal of Colloid and Interface Science. 2017;496:51–59. doi: 10.1016/j.jcis.2017.02.005. [DOI] [PubMed] [Google Scholar]
- 28.Berg S, et al. Connected pathway relative permeability from pore-scale imaging of imbibition. Advances in Water Resources. 2016;90:24–35. doi: 10.1016/j.advwatres.2016.01.010. [DOI] [Google Scholar]
- 29.Garing C, de Chalendar J, Voltolini M, Ajo-Franklin J, Benson S. Pore-scale capillary pressure analysis using multi-scale X-ray micromotography. Advances in Water Resources. 2017;104:223–241. doi: 10.1016/j.advwatres.2017.04.006. [DOI] [Google Scholar]
- 30.Rabbani H, Joekar-Niasar V, Shokri N. Effects of intermediate wettability on entry capillary pressure in angular pores. Journal of Colloid and Interface Science. 2016;473:34–43. doi: 10.1016/j.jcis.2016.03.053. [DOI] [PubMed] [Google Scholar]
- 31.Lenormand R, Touboul E, Zarcone C. Numerical models and experiments on immiscible displacements in porous media. Journal of Fluid Mechanics. 1988;189:165. doi: 10.1017/S0022112088000953. [DOI] [Google Scholar]
- 32.Ayachit, U. The ParaView Guide: A Parallel Visualization Application. (Kitware, 2015).
- 33.Mason G, Morrow N. Effect of Contact Angle on Capillary Displacement Curvatures in Pore Throats Formed by Spheres. Journal of Colloid and Interface Science. 1994;168:130–141. doi: 10.1006/jcis.1994.1402. [DOI] [Google Scholar]
- 34.Rad M, Shokri N, Keshmiri A, Withers P. Effects of Grain and Pore Size on Salt Precipitation During Evaporation from Porous Media. Transport in Porous Media. 2015;110:281–294. doi: 10.1007/s11242-015-0515-8. [DOI] [Google Scholar]
- 35.Reeves P, Celia M. A Functional Relationship Between Capillary Pressure, Saturation, and Interfacial Area as Revealed by a Pore-Scale Network Model. Water Resources Research. 1996;32:2345–2358. doi: 10.1029/96WR01105. [DOI] [Google Scholar]
- 36.Bakke S, Øren P. 3-D Pore-Scale Modelling of Sandstones and Flow Simulations in the Pore Networks. SPE Journal. 1997;2:136–149. doi: 10.2118/35479-PA. [DOI] [Google Scholar]
- 37.Aker E, Måløy K, Hansen A, Batrouni G. A two-dimensional network simulator for two-phase flow in porous media. Transport in Porous Media. 1998;32:163–186. doi: 10.1023/A:1006510106194. [DOI] [Google Scholar]
- 38.Blunt M. Flow in porous media — pore-network models and multiphase flow. Current Opinion in Colloid & Interface Science. 2001;6:197–207. doi: 10.1016/S1359-0294(01)00084-X. [DOI] [Google Scholar]
- 39.Jadhunandan P, Morrow N. Effect of Wettability on Waterflood Recovery for Crude-Oil/Brine/Rock Systems. SPE Reservoir Engineering. 1995;10:40–46. doi: 10.2118/22597-PA. [DOI] [Google Scholar]
- 40.Mohan K, Gupta R, Mohanty K. Wettability Altering Secondary Oil Recovery in Carbonate Rocks. Energy & Fuels. 2011;25:3966–3973. doi: 10.1021/ef200449y. [DOI] [Google Scholar]
- 41.Mahani H, et al. Insights into the Mechanism of Wettability Alteration by Low-Salinity Flooding (LSF) in Carbonates. Energy & Fuels. 2015;29:1352–1367. doi: 10.1021/ef5023847. [DOI] [Google Scholar]
- 42.Pentland C, El-Maghraby R, Iglauer S, Blunt M. Measurements of the capillary trapping of super-critical carbon dioxide in Berea sandstone. Geophysical Research Letters. 2011;38:n/a–n/a. doi: 10.1029/2011GL046683. [DOI] [Google Scholar]
- 43.Herring A, et al. Effect of fluid topology on residual nonwetting phase trapping: Implications for geologic CO2 sequestration. Advances in Water Resources. 2013;62:47–58. doi: 10.1016/j.advwatres.2013.09.015. [DOI] [Google Scholar]
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Supplementary Materials
Data Availability Statement
The data presented in this manuscript will be available freely via sending a request to the corresponding author.