- Access by Xinjiang University
Spatiotemporal dynamics of surfactant-driven secondary invasion in Gaussian pore networks
Phys. Rev. E 114, 025101 – Published 6 August, 2026
DOI: https://doi.org/10.1103/ptlk-gj5f
Abstract
Capillarity-dominated two-phase displacement in porous media can continue beyond the initial invasion-percolation (IP) breakthrough when surfactants progressively modify interfacial properties and reopen pathways previously sealed by capillary barriers. We study this post-breakthrough secondary invasion, in which adsorption-driven reductions in interfacial tension and wettability shifts lower the capillary-pressure entry thresholds of yet-uninvaded throats, enabling further displacement under a fixed inlet pressure. To capture this mechanism, we develop a time-dependent pore-network framework that couples quasistatic IP to a reduced-order transport-adsorption module: local fluxes follow Poiseuille flow on the invaded cluster, interfacial adsorption is described by a Langmuir isotherm, and wettability evolution is represented via a phenomenological relation. Network heterogeneity is prescribed by Gaussian throat-size distributions, with the variance controlling structural disorder. The resulting invasion trajectories are sigmoidal and well described by Gaussian cumulative statistics, indicating that surfactant mass-transfer kinetics and network variance primarily rescale invasion timescales while preserving the overall functional form. Overall, the framework links interfacial conditioning to time-varying capillary-pressure thresholds and clarifies how surfactant-mediated processes govern secondary, post-breakthrough dynamics in heterogeneous porous systems.
Physics Subject Headings (PhySH)
Article Text
References (35)
- F. Basirat, Z. Yang, and A. Niemi, Pore-scale modeling of wettability effects on –brine displacement during geological storage, Adv. Water Resour. 109, 181 (2017).
- J. Liu, K. Duan, Q. Zhang, Y. Zheng, H. Cao, and Y. Zhang, Pore-scale insights into -water two-phase flow and implications for benefits of geological carbon storage, Adv. Water Resour. 191, 104780 (2024).
- D. Zivar, S. Kumar, and J. Foroozesh, Underground hydrogen storage: A comprehensive review, Int. J. Hydrogen Energy 46, 23436 (2021).
- S. Davoodi, M. Al-Shargabi, D. A. Wood, P. O. Longe, M. Mehrad, and V. S. Rukavishnikov, Underground hydrogen storage: A review of technological developments, challenges, and opportunities, Appl. Energy 381, 125172 (2025).
- P. K. Sinha and C.-Y. Wang, Pore-network modeling of liquid water transport in gas diffusion layer of a polymer electrolyte fuel cell, Electrochim. Acta 52, 7936 (2007).
- X. Wang, Y. Ma, J. Gao, T. Li, G. Jiang, and Z. Sun, Review on water management methods for proton exchange membrane fuel cells, Int. J. Hydrogen Energy 46, 12206 (2021).
- C. H. Park, A. Lebel, A. Saouab, J. Bréard, and W. I. Lee, Modeling and simulation of voids and saturation in liquid composite molding processes, Composites Part A 42, 658 (2011).
- X. Lu, J. Ding, X. Peng, G. Sun, X. Wang, W. Yue, H. Zhou, Z. Huang, H. Zhou, and Y. W. Mai, A focused review of the draping process and its impact on the resin infusion in liquid composite molding, Thin-Walled Struct. 205, 112362 (2024).
- M. J. Blunt, Flow in porous media—pore-network models and multiphase flow, Curr. Opin. Colloid Interface Sci. 6, 197 (2001).
- K.-J. Lee, J. H. Kang, J. H. Nam, and C.-J. Kim, Steady liquid water saturation distribution in hydrophobic gas-diffusion layers with engineered pore paths: An invasion-percolation pore-network analysis, J. Power Sources 195, 3508 (2010).
- C. Xie, A. Q. Raeini, Y. Wang, M. J. Blunt, and M. Wang, An improved pore-network model including viscous coupling effects using direct simulation by the lattice Boltzmann method, Adv. Water Resour. 100, 26 (2017).
- C.-Z. Qin and H. van Brummelen, A dynamic pore-network model for spontaneous imbibition in porous media, Adv. Water Resour. 133, 103420 (2019).
- Z. Jiang, M. I. J. van Dijke, S. Geiger, J. Ma, G. D. Couples, and X. Li, Pore network extraction for fractured porous media, Adv. Water Resour. 107, 280 (2017).
- D. Bhattacharjee, G. Z. Ramon, and Y. Edery, Evolution of invasion patterns due to surfactant adsorption in non-Gaussian pore distribution: Role of mass transfer and Laplace pressure, Phys. Rev. E 112, 065108 (2025).
- D. Juncker, Capillary microfluidic systems for bio/chemistry, Ph.D. thesis, Université de Neuchatel, 2002.
- N. Ichikawa, K. Hosokawa, and R. Maeda, Interface motion of capillary-driven flow in rectangular microchannel, J. Colloid Interface Sci. 280, 155 (2004).
- H. S. Park and J. Punch, Friction factor and heat transfer in multiple microchannels with uniform flow distribution, Int. J. Heat Mass Transf. 51, 4535 (2008).
- B. Kim, An experimental study on fully developed laminar flow and heat transfer in rectangular microchannels, Int. J. Heat Fluid Flow 62, 224 (2016).
- X. G. Qi, D. M. Scott, and D. I. Wilson, Modelling laminar pulsed flow in rectangular microchannels, Chem. Eng. Sci. 63, 2682 (2008).
- O. B. Ergu, O. N. Sara, S. Yapici, and M. E. Arzutug, Pressure drop and point mass transfer in a rectangular microchannel, Int. Commun. Heat Mass Transfer 36, 618 (2009).
- S. Bhaskaran, D. Pandey, D. Panda, S. Paliwal, N. Vorhauer, E. Tsotsas, and V. K. Surasani, Study on film effects during isothermal drying of square capillary tube using lattice Boltzmann method, Drying Technol. 40, 735 (2022).
- R. Wu, A. Kharaghani, and E. Tsotsas, Capillary valve effect during slow drying of porous media, Int. J. Heat Mass Transf. 94, 81 (2016).
- V. G. Levich, Physicochemical Hydrodynamics (Prentice-Hall, Englewood Cliffs, NJ, 1962).
- J. Bear, Dynamics of Fluids in Porous Media (Elsevier, New York, 1972).
- A. J. Prosser and E. I. Franses, Adsorption and surface tension of ionic surfactants at the air–water interface: Review and evaluation of equilibrium models, Colloids Surf. A 178, 1 (2001).
- J. Eastoe and J. S. Dalton, Dynamic surface tension and adsorption mechanisms of surfactants at the air–water interface, Adv. Colloid Interface Sci. 85, 103 (2000).
- C. Brigodiot, M. Marsiglia, C. Dalmazzone, K. Schroën, and A. Colin, Studying surfactant mass transport through dynamic interfacial tension measurements: A review of the models, experiments, and the contribution of microfluidics, Adv. Colloid Interface Sci. 331, 103239 (2024).
- C.-H. Chang and E. I. Franses, Adsorption dynamics of surfactants at the air/water interface: A critical review of mathematical models, data, and mechanisms, Colloids Surf. A 100, 1 (1995).
- C. D. Taylor, D. S. Valkovska, and C. D. Bain, A simple and rapid method for the determination of the surface equations of state and adsorption isotherms for efficient surfactants, Phys. Chem. Chem. Phys. 5, 4885 (2003).
- T. Young, An essay on the cohesion of fluids, Phil. Trans. R. Soc. 95, 65 (1805).
- Y. Yao, M. Wei, and W. Kang, A review of wettability alteration using surfactants in carbonate reservoirs, Adv. Colloid Interface Sci. 294, 102477 (2021).
- P. S. Hammond and E. Unsal, A dynamic pore network model for oil displacement by wettability-altering surfactant solution, Transp. Porous Media 92, 789 (2012).
- K. Kosugi, Three-parameter lognormal distribution model for soil water retention, Water Resour. Res. 30, 891 (1994).
- K. Kosugi, Lognormal distribution model for unsaturated soil hydraulic properties, Water Resour. Res. 32, 2697 (1996).
- D. Bhattacharjee, G. Z. Ramon, and Y. Edery, Code and data for “Spatiotemporal dynamics of surfactant-driven secondary invasion in Gaussian pore networks,” GitHub, 2026, https://github.com/PMV-Lab/Paper-1-codes.