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Pore Network Investigation of Gas Trapping and Mobility During Foam Propagation Using Invasion Percolation with Memory

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Foam reduces the gas mobility in porous media both by increasing the effective viscosity of the gas phase and by trapping a large portion of the gas in place. This reduction is directly related to the number density of lamellae in the gas phase. Therefore, understanding the pore-level events associated with lamella generation and destruction processes and investigating the trapped foam behavior are of great importance in modeling foam mobility. In this paper, a pore network model based on the statistical physics method of invasion percolation with memory (IPM) is developed to simulate foam propagation as a drainage process of gas invasion into a porous media initially saturated with a surfactant solution. During this process, lamella generation, destruction, and mobilization are involved. This study sets out to explore the roles of pore level events that lead to foam destruction. To do so, static lamella destruction by capillary suction at the plateau borders is modeled using the Reynolds equation for film thinning and lamella rupture is assumed to occur when the film thickness falls below a certain critical thickness (hfc) at which the maximum disjoining pressure (Πmax) is attained. This mechanism is incorporated in the pore network model to which we add a notional time dependency of the invasion percolation with memory mechanism. Flowing lamellae are assumed to rupture at a fixed limiting capillary pressure (P*cap ) lower than Πmax. Results show that a critical regeneration probability (f*reg ) is required for the generation of strong foam in the network. The mobilization pressure gradient depends on both the number of lamellae in the flow path and the sizes of the throats that make up of this path. At the same freg, the mobilization pressure gradient markedly decreases after incorporating lamella destruction mechanism. The structure of the displacement pattern of the invading phase at breakthrough changes under the competition between capillary and yield stress-like forces. During transient foam displacement, gas saturation increases, and foam texture becomes finer with increasing freg. The flowing foam fraction increases much more slowly with pressure gradient after accounting for the viscous friction associated with the flow in the already open paths. Comparison with experiments shows that current pore network model can capture the main features of the transient foam flow in porous media.

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References

  • Almajid, M.M., Kovscek, A.R.: Pore network investigation of trapped gas and foam generation mechanisms. Transp. Porous Med. 131(1), 289–313 (2019)

    Google Scholar 

  • Aronson, A.S., Bergeron, V., Fagan, M.E., Radke, C.J.: The influence of disjoining pressure on foam stability and flow in porous media. Colloid Surf. A 83, 109–120 (1994)

    Google Scholar 

  • Balan, H.O., Balhoff, M.T., Nguyen, Q.P., Rossen, W.R.: Network modeling of gas trapping and mobility in foam enhanced oil recovery. Energy Fuels 25(9), 3974–3987 (2011)

    Google Scholar 

  • Batrouni, G.G., Hansen, A.: Fourier acceleration of iterative processes in disordered systems. J. Stat. Phys. 52(3–4), 747–773 (1988)

    Google Scholar 

  • Bernard, G.G., Holm, L.W.: Effect of foam on permeability of porous media to gas. SPE J. 4(3), 267–273 (1964)

    Google Scholar 

  • Bhakta, A., Ruckenstein, E.: Drainage and coalescence in standing foams. J. Colloid Interface Sci. 191(1), 184–201 (1997)

    Google Scholar 

  • Blunt, M.J.: Flow in porous media—pore-network models and multiphase flow. Curr. Opin. Colloid Interf. Sci. 6(3), 197–207 (2001)

    Google Scholar 

  • Blunt, M.J.: Multiphase Flow in Permeable Media: A Pore-Scale Perspective. Cambridge University Press, Cambridge (2017)

    Google Scholar 

  • Blunt, M., King, P.: Relative permeabilities from two- and three-dimensional pore-scale network modelling. Transp. Porous Media 6, 407–433 (1991)

    Google Scholar 

  • Butcher, J.C.: Numerical Methods for Ordinary Differential Equations. Wiley, New York (2003)

    Google Scholar 

  • Chambers, K.T., Radke, C.J.: Capillary phenomena in foam flow through porous media. In: Morrow, N.R. (ed.) Interfacial phenomena in petroleum recovery, pp. 191–255. Marcel Dekker, New York (1991)

    Google Scholar 

  • Chen, M., Rossen, W., Yortsos, Y.C.: The flow and displacement in porous media of fluids with yield stress. Chem. Eng. Sci. 60(15), 4183–4202 (2005a)

    Google Scholar 

  • Chen, M., Yortsos, Y.C., Rossen, W.R.: Insights on foam generation in porous media from pore-network studies. Colloids Surf. A 256(2–3), 181–189 (2005b)

    Google Scholar 

  • Chen, M., Yortsos, Y.C., Rossen, W.R.: Pore-network study of the mechanisms of foam generation in porous media. Phys. Rev. E 73(3), 1–20 (2006)

    Google Scholar 

  • Cieplak, M., Robbins, M.O.: Dynamical transition in quasi-static fluid invasion in porous media. Phys. Rev. Lett. 60(20), 2042–2045 (1988)

    Google Scholar 

  • Cohen, D., Patzek, T.W., Radke, C.J.: Onset of mobilization and the fraction of trapped foam in porous media. Transp. Porous Med. 28(3), 253 (1997)

    Google Scholar 

  • Dias, M.M., Wilkinson, D.: Percolation with trapping. J. Phys. A Math. Gen. 19, 3131–3146 (1986)

    Google Scholar 

  • de Gennes, P.G.: Conjectures on foam mobilization. Oil Gas Sci. Technol. 47(2), 249–254 (1992)

    Google Scholar 

  • Derjaguin, B.V., Churaev, N.V., Muller, V.M.: The Derjaguin–Landau–Verwey–Overbeek (DLVO) theory of stability of lyophobic colloids. Surf. Forces, pp. 293–310. Springer, Boston (1987)

    Google Scholar 

  • Donners, W.A.B., Rijnbout, J.B., Vrij, A.: Calculations of van der Waals forces in thin liquid films using Lifshitz’ theory. J. Colloid Interface Sci. 60(3), 540–547 (1977)

    Google Scholar 

  • Even, S., Even, G.: Graph Algorithms. Cambridge University Press, New York (2012)

    Google Scholar 

  • Falls, A.H., Musters, J.J., Ratulowski, J.: The apparent viscosity of foams in homogeneous beadpacks. Soc. Petr. Eng. Res. Eng. 4(2), 155–164 (1989)

    Google Scholar 

  • Ferrari, A., Jimenez-Martinez, J., Borgne, T.L., Meheust, Y., Lunati, I.: Challenges in modeling unstable two-phase flow experiments in porous micromodels. Water Resour. Res. 51, 1381–1400 (2015). https://doi.org/10.1002/2014WR016384

    Article  Google Scholar 

  • Guo, F., Aryana, S.A., Wang, Y.H., McLaughlin, J.F., Coddington, K.: Enhancement of storage capacity of CO2 in megaporous saline aquifers using nanoparticle-stabilized CO2 foam. Int. J. Greenh. Gas Control 87, 134–141 (2019)

    Google Scholar 

  • Hadjidimos, A.: Successive overrelaxation (SOR) and related methods. J. Comput. Appl. Math. 123(1–2), 177–199 (2000)

    Google Scholar 

  • Hematpur, H., Mahmood, S.M., Nasr, N.H., Elraies, K.A.: Foam flows in porous media: concepts, models and challenges. J. Nat. Gas. Sci. Eng. 53, 163–180 (2018)

    Google Scholar 

  • Hirasaki, G.J., Lawson, J.B.: Mechanisms of foam flow in porous media: apparent viscosity in smooth capillaries. SPE J. 25(2), 176–190 (1985)

    Google Scholar 

  • Jiménez, A.I., Radke, C.J.: Dynamic stability of foam lamellae flowing through a periodically constricted pore. In: Borchardt, J.K., Yen, T.F. (eds.) Oil field chemistry ACS symposium series, pp. 460–479. American Chemical Society, Washington, DC (1989)

    Google Scholar 

  • Joekar-Niasar, V., Hassanizadeh, S.M., Dahle, H.K.: Non-equilibrium effects in capillarity and interfacial area in two-phase flow: dynamic pore-network modelling. J. Fluid Mech. 655, 38–71 (2010)

    Google Scholar 

  • Jones, S.A., Getrouw, N., Vincent-Bonnieu, S.: Foam flow in a model porous medium: II. The effect of trapped gas. Soft Matter 14(18), 3497–3503 (2018)

    Google Scholar 

  • Kallel, W., van Dijke, M.I.J., Sorbie, K.S., Wood, R.: Pore-scale modeling of wettability alteration during primary drainage. Water Resour. Res. 53(3), 1891–1907 (2017)

    Google Scholar 

  • Kam, S.I., Rossen, W.R.: A model for foam generation in homogeneous media. SPE J. 8(4), 417–425 (2003)

    Google Scholar 

  • Kharabaf, H.: Ph.D. dissertation, A study of porous media displacements controlled by distributed thresholds, University of Southern California (1996)

  • Kharabaf, H., Yortsos, Y.C.: Invasion percolation with memory. Phys. Rev. E 55(6), 7177–7191 (1997)

    Google Scholar 

  • Kharabaf, H., Yortsos, Y.C.: Pore network model for foam formation and propagation in porous media. SPE J. 3(1), 42–53 (1998)

    Google Scholar 

  • Khatib, Z.I., Hirasaki, G., Falls, A.H.: Effects of capillary pressure on coalescence and phase mobilities in foams flowing through porous media. SPE Reserv. Eng. 3(3), 919–926 (1988)

    Google Scholar 

  • Kovscek, A.R., Bertin, H.J.: Foam mobility in heterogeneous porous media. Transp. Porous Med. 52(1), 17–35 (2003)

    Google Scholar 

  • Kovscek, A.R., Chen, Q., Gerritsen, M.: Modeling foam displacement with the local-equilibrium approximation: theory and experimental verification. SPE J. 15(01), 171–183 (2010)

    Google Scholar 

  • Kovscek, A.R., Radke, C.J.: Fundamentals of foam transport in porous media. In: Prud’homme, R.K., Khan, S. (eds.) Foams: theory, measurements and applications. Surfactant Science Series, pp. 115–163. Marcel Dekker, New York (1994)

    Google Scholar 

  • Kovscek, A.R., Patzek, T.W., Radke, C.J.: A mechanistic population balance model for transient and steady-state foam flow in Boise sandstone. Chem. Eng. Sci. 50(23), 3783–3799 (1995)

    Google Scholar 

  • Manlowe, D.J., Radke, C.J.: A Pore-level investigation of foam/oil interactions in porous media. SPE Reserv. Eng. 5(4), 495–502 (2007)

    Google Scholar 

  • Meakin, P., Feder, J.: Invasion percolation in a destabilizing gradient. Phys. Rev. A 46(6), 3357–3368 (1992)

    Google Scholar 

  • Meakin, P., Tartakovsky, A.M.: Modeling and simulation of pore-scale multiphase fluid flow and reactive. Rev. Geophys. 47(3), 1–47 (2009)

    Google Scholar 

  • Patzek, T.W.: Description of foam flow in porous media by the population balance method. In: Smith, D.H. (ed.) Surfactant-Based Mobility Control. Progress in Miscible-Flood Enhanced Oil Recovery, pp. 326–341. American Chemical Society, Washington, DC (1988)

    Google Scholar 

  • Peter, K., Masihi, M.: Percolation Theory in Reservoir Engineering. World Scientific Publishing, Singapore (2018)

    Google Scholar 

  • Primkulov, B.K., Pahlavan, A.A., Fu, X., Zhao, B., MacMinn, C.W., Juanes, R.: Signatures of fluid-fluid displacement in porous media: wettability, patterns, and pressures. J. Fluid Mech. 875, 4 (2019)

    Google Scholar 

  • Quevedo Tiznado, J.A., Fuentes, C., González-Sosa, E., Chávez, C.: Snap-off criteria for dynamic flow conditions in constricted circular capillaries. J Appl. Fluid Mech. 11(2), 447–457 (2018)

    Google Scholar 

  • Ransohoff, T.C., Radke, C.T.: Mechanisms of foam generation in glass-bead packs. J. Reserv. Eng. Soc. Petrol. Eng. 3, 573–585 (1988)

    Google Scholar 

  • Robert, S.: Algorithms in C ++: Graph Algorithms. Pearson Education, London (2002)

    Google Scholar 

  • Roof, J.G.: Snap-off of oil droplets in water- wet pores. Soc. Pet. Eng. J. 10(1), 85–90 (1970)

    Google Scholar 

  • Rossen, W.R.: Minimum pressure gradient for foam flow in porous media: effect of interactions with stationary lamellae. J. Colloid Interface Sci. 139(2), 457–468 (1990)

    Google Scholar 

  • Rossen, W.R.: Foams in enhanced oil recovery. In: Prud’homme, R.K., Khan, S. (eds.) Foams: Theory, Measurements and Applications. Surfactant Science Series, pp. 413–462. Marcel Dekker, New York (1994)

    Google Scholar 

  • Rossen, W.R.: A critical review of Roof snap-off as a mechanism of steady-state foam generation in homogeneous porous media. Colloids Surf. A 225(1–3), 1–24 (2003)

    Google Scholar 

  • Rossen, W.R., Gauglitz, P.A.: Percolation theory of creation and mobilization of foams in porous media. AIChE J. 36(8), 1176–1188 (1990)

    Google Scholar 

  • Schramm, L.L., Wassmuth, F.: Foams: fundamentals and applications in petroleum industry. Advances in Chemistry Series No. 242. American Chemical Society, Washington, D.C. (1994)

    Google Scholar 

  • Schwarzer, S., Havlin, S., Bunde, A.: Structural properties of invasion percolation with and without trapping: shortest path and distributions. Phys. Rev. E 59(3), 3262–3269 (1999)

    Google Scholar 

  • Schelero, N., Hedicke, G., Linse, P., Klitzing, R.V.: Effects of counterions and co-ions on foam films stabilized by anionic dodecyl sulfate. J. Phys. Chem. B 114, 15523–15529 (2010)

    Google Scholar 

  • Shojaei, M.J., Osei-Bonsu, K., Grassia, P., Shokri, N.: Foam flow investigation in 3D-printed porous media: fingering and gravitational effects. Ind. Eng. Chem. Res. 57, 7275–7281 (2018)

    Google Scholar 

  • Shojaei, M.J., de Castro, A.R., Méheust, Y., Shokri, N.: Dynamics of foam flow in a rock fracture: effects of aperture variation on apparent shear viscosity and bubble morphology. J. Colloid Interface Sci. 552, 464–475 (2019)

    Google Scholar 

  • Simjoo, M., Zitha, P.L.J.: Modeling of foam flow using stochastic bubble population model and experimental validation. Transp. Porous Med. 107, 799–820 (2015)

    Google Scholar 

  • Tang, G.Q., Kovscek, A.R.: Trapped gas fraction during steady-state foam flow. Transp. Porous Med. 65(2), 287–307 (2006)

    Google Scholar 

  • Wang, X., Sheng, J.J.: Multi-scaled pore network modeling of gas-water flow in shale formations. J. Petrol. Sci. Eng. 177, 899–908 (2019)

    Google Scholar 

  • Wang, L., Yoon, R.-H.: hydrophobic forces in the foam films stabilized by sodium dodecyl sulfate: effect of electrolyte. Langmuir 20, 11457–11464 (2004)

    Google Scholar 

  • Wardlaw, N.C., Li, Y., Forbes, D.: Pore-throat size correlation from capillary pressure curves. Transp. Porous Med. 2(6), 597–614 (1987)

    Google Scholar 

  • Wilkinson, D., Willemsen, J.F.: Invasion percolation: a new form of percolation theory. J. Phys. A 16(14), 3365–3376 (1983)

    Google Scholar 

  • Xiong, Q., Todor, G.B., Jivkov, A.P.: Review of pore network modelling of porous media: experimental characterizations, network constructions and applications to reactive transport. J. Contam. Hydrol. 192, 101–117 (2016)

    Google Scholar 

  • Xu, Q., Rossen, W.R.: Effective viscosity of foam in periodically constricted tubes. Colloids Surf. A 216(1–3), 175–194 (2003)

    Google Scholar 

  • Xu, B., Yortsos, Y.C., Salin, D.: Invasion percolation with viscous forces. Phys Rev E 57(1), 739–751 (1998)

    Google Scholar 

  • Yang, J., Wang, X.Z., Peng, X.L., Du, Z.W., Zeng, F.H.: Experimental studies on CO2 foam performance in the tight cores. J. Petrol. Sci. Eng. 157, 1136–1149 (2019)

    Google Scholar 

  • Yoon, R.-H., Aksoy, B.S.J.: Hydrophobic forces in thin water films stabilized by dodecylammonium chloride. J. Colloid Interface Sci. 211, 1 (1999)

    Google Scholar 

  • Zitha, P.L.J., Du, D.X.: A new stochastic bubble population model for foam flow in porous media. Transp. Porous Med. 83(3), 603–621 (2010)

    Google Scholar 

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The fund was provided by Mitacs (G12930) and Petroleum Technology Research Centre (G12930).

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Appendix

Appendix

In order to determine the capillary number at the end of each invasion stage, we should first determine the corresponding global velocity field.

If a throat has no lamella, the gas phase is still continuous and behaves like a Newtonian fluid. As an approximation, we treat pore throats as if they were cylindrical and obtain the flow rate and the pressure drop relation for Newtonian fluids such as the continuous gas phase and the liquid phase using a simple Poiseuille flow equation (Chen 2005a, b):

$$q_{ij} = \Delta p_{ij} r_{ij}^{4}.$$
(27)

If a throat on the minimum threshold path (MTP) contains a lamella, the gas phase behaves as though it had yield stress. The flow rate and pressure drop relationship is illustrated by Chen et al. (2005a, b):

$$q_{ij} = r_{ij}^{4} \left( {1 - \frac{1}{{\Delta p_{ij} r_{ij} }}} \right)\Delta p_{ij} , {\text{when }}\left| {\Delta p_{ij} } \right| > \frac{1}{{r_{ij} }}.$$
(28)

Equations (27) and (28) are non-dimensionalized by using the average throat radius, Rm, as the characteristic length, /Rm as the characteristic pressure, and πγR2m /2 μg (or πγR2m /2 μl) as characteristic flow rate. μg is the viscosity of gas in the absence of foam (0.02 cp at 298 K), and μl is the liquid viscosity (0.9 cp at 298 K) (Chen et al. 2006).

We assume that the fluid is incompressible; a material balance equation is written for each pore under considerations, including pores occupied by liquid, pores along the MTP, and pores along the already open paths after breakthrough:

$$\mathop \sum \limits_{j}^{Z} q_{ij} = 0$$
(29)

where Z is the coordination number and equal to 4.

To be more specific, as shown in Fig. 21, if pores i and j are both occupied by liquid (D3 and D5 in Fig. 21), Eq. (27) is applied to calculate the liquid flow rate through the pore throat connecting them, in which πγR2m /2 μl is used as the characteristic flow rate. If a pore is currently at the front and on the MTP and the other is occupied by liquid (M4 and D3 in Fig. 21), the flow rate through the throat connecting them is given by:

Fig. 21
figure 21

Simplified schematic of a gas invasion stage. Blue and yellow represent the gas and the liquid phase, respectively. Pores with red circle denote the pores on the MTP at the current stage

$$q_{ij} = \left( {p_{i} - p_{\text{cap}} - p_{j} } \right)r_{ij}^{4}.$$
(30)

If pores i and j are both occupied by gas and on the MTP, and no lamella is present in the throat connecting them (M2 and M3 in Fig. 21), Eq. (27) is applied, in which πγR2m /2 μg is used as the characteristic flow rate. Otherwise, if a lamella is present (M1 and M2 in Fig. 21), Eq. (28) is applied. No-flow boundary condition is applied to the pores adjacent to the front (D1 and D2 in Fig. 21), except those adjacent to the MTP (D3 and D4 in Fig. 21). Constant-pressure boundary condition is applied to pores along the inlet and outlet of the lattice.

After inserting the appropriate local expression in Eq. (29), the resulting equations are solved by a combination of conjugate gradient and over-relaxation methods (Batrouni and Hansen 1988; Hadjidimos 2000).

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Zhao, J., Torabi, F. & Yang, J. Pore Network Investigation of Gas Trapping and Mobility During Foam Propagation Using Invasion Percolation with Memory. Transp Porous Med 134, 195–230 (2020). https://doi.org/10.1007/s11242-020-01442-9

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