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Lee D, Ruf M, Karadimitriou N, Steeb H, Manousidaki M, Varouchakis EA, Tzortzakis S, Yiotis A. Development of stochastically reconstructed 3D porous media micromodels using additive manufacturing: numerical and experimental validation. Sci Rep 2024; 14:9375. [PMID: 38654100 DOI: 10.1038/s41598-024-60075-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2023] [Accepted: 04/18/2024] [Indexed: 04/25/2024] Open
Abstract
We propose an integrated methodology for the design and fabrication of 3D micromodels that are suitable for the pore-scale study of transport processes in macroporous materials. The micromodels, that bear the pore-scale characteristics of sandstone, such as porosity, mean pore size, etc, are designed following a stochastic reconstruction algorithm that allows for fine-tuning the porosity and the correlation length of the spatial distribution of the solid material. We then construct a series of 3D micromodels at very fine resolution (i.e. 16 μ m) using a state-of-the-art 3D printing infrastructure, specifically a ProJet MJP3600 3D printer, that utilizes the Material Jetting technology. Within the technical constraints of the 3D printer resolution, the fabricated micromodels represent scaled-up replicas of natural sandstones, that are suitable for the study of the scaling between the permeability, the porosity and the mean pore size. The REV- and pore-scale characteristics of the resulting physical micromodels are recovered using a combination of X-ray micro-CT and microfluidic studies. The experimental results are then compared with single-phase flow simulations at pore-scale and geostatistic models in order to determine the effects of the design parameters on the intrinsic permeability and the spatial correlation of the velocity profile. Our numerical and experimental measurements reveal an excellent match between the properties of the designed and fabricated 3D domains, thus demonstrating the robustness of the proposed methodology for the construction of 3D micromodels with fine-tuned and well-controlled pore-scale characteristics. Furthermore, a pore-scale numerical study over a wider range of 3D digital domain realizations reveals a very good match of the measured permeabilities with the predictions of the Kozeny-Carman formulation based on a single control parameter, k 0 , that is found to have a practically constant value for porosities ϕ ≥ 0.2 . This, in turn, enables us to customize the sample size to meet REV constraints, including enlarging pore morphology while considering the Reynolds number. It is also found that at lower porosities there is a significant increase in the fraction of the non-percolating pores, thus leading to different k 0 , as the porosity approaches a numerically determined critical porosity value, ϕ c , where the domain is no longer percolating.
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Affiliation(s)
- Dongwon Lee
- Institute of Applied Mechanics (CE), University of Stuttgart, Pfaffenwaldring 7, 70569, Stuttgart, Germany.
| | - Matthias Ruf
- Institute of Applied Mechanics (CE), University of Stuttgart, Pfaffenwaldring 7, 70569, Stuttgart, Germany
| | - Nikolaos Karadimitriou
- Institute of Applied Mechanics (CE), University of Stuttgart, Pfaffenwaldring 7, 70569, Stuttgart, Germany
| | - Holger Steeb
- Institute of Applied Mechanics (CE), University of Stuttgart, Pfaffenwaldring 7, 70569, Stuttgart, Germany
- SC SimTech, University of Stuttgart, Pfaffenwaldring 5, 70569, Stuttgart, Germany
| | - Mary Manousidaki
- Institute of Electronic Structure and Laser, Foundation for Research and Technology-Hellas, 71110, Heraklion, Greece
| | - Emmanouil A Varouchakis
- School of Mineral Resources Engineering, Technical University of Crete, 73100, Chania, Greece
| | - Stelios Tzortzakis
- Institute of Electronic Structure and Laser, Foundation for Research and Technology-Hellas, 71110, Heraklion, Greece
| | - Andreas Yiotis
- School of Mineral Resources Engineering, Technical University of Crete, 73100, Chania, Greece
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Lanza F, Rosso A, Talon L, Hansen A. Non-Newtonian Rheology in a Capillary Tube with Varying Radius. Transp Porous Media 2022. [DOI: 10.1007/s11242-022-01848-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/15/2022]
Abstract
AbstractFluid blobs in an immiscible Newtonian fluid flowing in a capillary tube with varying radius show highly nonlinear behavior. We consider here a generalization of previously obtained results to blobs of non-Newtonian fluids. We compute here the yield pressure drop and the mean flow rate in two cases: (i) When a single blob is injected, (ii) When many blobs are randomly injected into the tube. We find that the capillary effects emerge from the non-uniformity of the tube radius and contribute to the threshold pressure for flow to occur. Furthermore, in the presence of many blobs the threshold value depends on the number of blobs and their relative distances which are randomly distributed. For a capillary fiber bundle of identical parallel tubes, we calculate the probability distribution of the threshold pressure and the mean flow rate. We consider two geometries: tubes of sinusoidal shape, for which we derive explicit expressions, and triangular-shaped tubes, for which we find that essential singularities are developed. We perform numerical simulations confirming our analytical results.
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Salama A. A generalized analytical model for estimating the rate of imbibition/drainage of wetting/nonwetting fluids in capillaries. Chem Eng Sci 2021. [DOI: 10.1016/j.ces.2021.116788] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
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Yiotis A, Karadimitriou NK, Zarikos I, Steeb H. Pore-scale effects during the transition from capillary- to viscosity-dominated flow dynamics within microfluidic porous-like domains. Sci Rep 2021; 11:3891. [PMID: 33594146 PMCID: PMC7886905 DOI: 10.1038/s41598-021-83065-8] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2020] [Accepted: 01/28/2021] [Indexed: 12/05/2022] Open
Abstract
We perform a numerical and experimental study of immiscible two-phase flows within predominantly 2D transparent PDMS microfluidic domains with disordered pillar-like obstacles, that effectively serve as artificial porous structures. Using a high sensitivity pressure sensor at the flow inlet, we capture experimentally the pressure dynamics under fixed flow rate conditions as the fluid–fluid interface advances within the porous domain, while also monitoring the corresponding phase distribution patterns using optical microscopy. Our experimental study covers 4 orders of magnitude with respect to the injection flow rate and highlights the characteristics of immiscible displacement processes during the transition from the capillarity-controlled interface displacement regime at lower flow rates, where the pores are invaded sequentially in the form of Haines jumps, to the viscosity-dominated regime, where multiple pores are invaded simultaneously. In the capillary regime, we recover a clear correlation between the recorded inlet pressure and the pore-throat diameter invaded by the interface that follows the Young–Laplace equation, while during the transition to the viscous regime such a correlation is no longer evident due to multiple pore-throats being invaded simultaneously (but also due to significant viscous pressure drop along the inlet and outlet channels, that effectively mask capillary effects). The performed experimental study serves for the validation of a robust Level-Set model capable of explicitly tracking interfacial dynamics at sub-pore scale resolutions under identical flow conditions. The numerical model is validated against both well-established theoretical flow models, that account for the effects of viscous and capillary forces on interfacial dynamics, and the experimental results obtained using the developed microfluidic setup over a wide range of capillary numbers. Our results show that the proposed numerical model recovers very well the experimentally observed flow dynamics in terms of phase distribution patterns and inlet pressures, but also the effects of viscous flow on the apparent (i.e. dynamic) contact angles in the vicinity of the pore walls. For the first time in the literature, this work clearly shows that the proposed numerical approach has an undoubtable strong potential to simulate multiphase flow in porous domains over a wide range of Capillary numbers.
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Affiliation(s)
- A Yiotis
- School of Mineral Resources Engineering, Technical University of Crete, Chania, Greece
| | - N K Karadimitriou
- Institute of Mechanics (CE), University of Stuttgart, Stuttgart, Germany
| | - I Zarikos
- Environmental Research Laboratory, National Center for Scientific Research 'Demokritos', Agia Paraskevi, Greece.
| | - H Steeb
- Institute of Mechanics (CE), University of Stuttgart, Stuttgart, Germany.,Stuttgart Center for Simulation Technology, University of Stuttgart, Stuttgart, Germany
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Sinha S, Bender AT, Danczyk M, Keepseagle K, Prather CA, Bray JM, Thrane LW, Seymour JD, Codd SL, Hansen A. Effective Rheology of Two-Phase Flow in Three-Dimensional Porous Media: Experiment and Simulation. Transp Porous Media 2017; 119:77-94. [PMID: 28794576 PMCID: PMC5522531 DOI: 10.1007/s11242-017-0874-4] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2016] [Accepted: 05/09/2017] [Indexed: 11/25/2022]
Abstract
We present an experimental and numerical study of immiscible two-phase flow of Newtonian fluids in three-dimensional (3D) porous media to find the relationship between the volumetric flow rate (Q) and the total pressure difference ([Formula: see text]) in the steady state. We show that in the regime where capillary forces compete with the viscous forces, the distribution of capillary barriers at the interfaces effectively creates a yield threshold ([Formula: see text]), making the fluids reminiscent of a Bingham viscoplastic fluid in the porous medium. In this regime, Q depends quadratically on an excess pressure drop ([Formula: see text]). While increasing the flow rate, there is a transition, beyond which the overall flow is Newtonian and the relationship is linear. In our experiments, we build a model porous medium using a column of glass beads transporting two fluids, deionized water and air. For the numerical study, reconstructed 3D pore networks from real core samples are considered and the transport of wetting and non-wetting fluids through the network is modeled by tracking the fluid interfaces with time. We find agreement between our numerical and experimental results. Our results match with the mean-field results reported earlier.
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Affiliation(s)
- Santanu Sinha
- Beijing Computational Science Research Center, 10 East Xibeiwang Road, Haidian District, Beijing, 100193 China
| | - Andrew T. Bender
- Department of Mechanical and Industrial Engineering, Montana State University, Bozeman, MT USA
| | - Matthew Danczyk
- Department of Mechanical and Industrial Engineering, Montana State University, Bozeman, MT USA
| | - Kayla Keepseagle
- Department of Mechanical and Industrial Engineering, Montana State University, Bozeman, MT USA
| | - Cody A. Prather
- Department of Mechanical and Industrial Engineering, Montana State University, Bozeman, MT USA
| | - Joshua M. Bray
- Department of Mechanical and Industrial Engineering, Montana State University, Bozeman, MT USA
| | - Linn W. Thrane
- Department of Mechanical and Industrial Engineering, Montana State University, Bozeman, MT USA
| | - Joseph D. Seymour
- Department of Chemical and Biological Engineering, Montana State University, Bozeman, MT USA
| | - Sarah L. Codd
- Department of Mechanical and Industrial Engineering, Montana State University, Bozeman, MT USA
| | - Alex Hansen
- Beijing Computational Science Research Center, 10 East Xibeiwang Road, Haidian District, Beijing, 100193 China
- PoreLab, Department of Physics, Norwegian University of Science and Technology, NTNU, 7491 Trondheim, Norway
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McClure JE, Berrill MA, Gray WG, Miller CT. Influence of phase connectivity on the relationship among capillary pressure, fluid saturation, and interfacial area in two-fluid-phase porous medium systems. Phys Rev E 2016; 94:033102. [PMID: 27739835 DOI: 10.1103/physreve.94.033102] [Citation(s) in RCA: 37] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2016] [Indexed: 11/07/2022]
Abstract
Multiphase flows in porous medium systems are typically modeled at the macroscale by applying the principles of continuum mechanics to develop models that describe the behavior of averaged quantities, such as fluid pressure and saturation. These models require closure relations to produce solvable forms. One of these required closure relations is an expression relating the capillary pressure to fluid saturation and, in some cases, other topological invariants such as interfacial area and the Euler characteristic (or average Gaussian curvature). The forms that are used in traditional models, which typically consider only the relationship between capillary pressure and saturation, are hysteretic. An unresolved question is whether the inclusion of additional morphological and topological measures can lead to a nonhysteretic closure relation. Relying on the lattice Boltzmann (LB) method, we develop an approach to investigate equilibrium states for a two-fluid-phase porous medium system, which includes disconnected nonwetting phase features. A set of simulations are performed within a random close pack of 1964 spheres to produce a total of 42 908 distinct equilibrium configurations. This information is evaluated using generalized additive models to quantitatively assess the degree to which functional relationships can explain the behavior of the equilibrium data. The variance of various model estimates is computed, and we conclude that, except for the limiting behavior close to a single fluid regime, capillary pressure can be expressed as a deterministic and nonhysteretic function of fluid saturation, interfacial area between the fluid phases, and the Euler characteristic. To our knowledge, this work is unique in the methods employed, the size of the data set, the resolution in space and time, the true equilibrium nature of the data, the parametrizations investigated, and the broad set of functions examined. The conclusion of essentially nonhysteretic behavior provides support for an evolving class of two-fluid-phase flow in porous medium systems models.
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Affiliation(s)
- James E McClure
- Advanced Research Computing, Virginia Tech, Blacksburg, Virginia 24061-0123, USA
| | | | - William G Gray
- Department of Environmental Sciences and Engineering University of North Carolina, Chapel Hill, North Carolina 27599, USA
| | - Cass T Miller
- Department of Environmental Sciences and Engineering University of North Carolina, Chapel Hill, North Carolina 27599, USA
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