Y.
Stergiou
*ab,
A.
Perrakis
ab,
A.
De Wit
c and
K.
Schwarzenberger
*ab
aInstitute of Fluid Dynamics, Helmholtz-Zentrum Dresden-Rossendorf, Bautzner Landstr. 400, 01328 Dresden, Germany. E-mail: g.stergiou@hzdr.de; k.schwarzenberger@hzdr.de
bInstitute of Process Engineering and Environmental Technology, Technische Universität Dresden, 01062 Dresden, Germany
cNonlinear Physical Chemistry Unit, Service de Chimie Physique et Biologie Théorique, Faculté des Sciences, Université Libre de Bruxelles (ULB), CP 231, 1050 Brussels, Belgium
First published on 13th December 2024
We experimentally demonstrate that the coacervation of a biopolymer can trigger a hydrodynamic instability when a coacervate is formed upon injection of a xanthan gum dispersion into a cationic surfactant (C14TAB) solution. The local increase of the viscosity due to the coacervate formation induces a viscous fingering instability. Three characteristic displacement regimes were observed: a viscous fingering dominated regime, a buoyancy-controlled “volcano” regime and a “fan”-like regime determined by the coacervate membrane dynamics. The dependence of the spatial properties of the viscous fingering pattern on the Péclet and Rayleigh numbers is investigated.
For such applications, the reactant solutions are typically injected radially into the porous medium. In that case, if a less viscous fluid displaces a more viscous one in confined geometries, such as geological pores, packed beds or Hele–Shaw (HS) cells, the interface (immiscible) or the contact zone (miscible) becomes unstable producing a fingerlike pattern, due to a viscous fingering (VF) instability.11 In the reverse stable displacement of a less viscous solution by a more viscous one, chemical reactions can induce hydrodynamic fingering instabilities by triggering non-monotonic viscosity profiles.12–15 Reactive VF phenomena are ubiquitous in cutting-edge technological applications such as in CO2 sequestration,16 thin-film applications,17 Li-ion batteries design18 or even in cases related to biofilm generation.19
Reaction-driven VF can typically occur when the product of the reaction induces a local maximum in viscosity, creating locally a positive viscosity gradient in the flow direction which in turn results in a hydrodynamic instability that leads to finger growth.12 There are numerous studies investigating chemically triggered fingering instabilities, e.g., in systems with precipitation,20–22 pH-sensitive polymers,13,23,24 and reactive micellar fluids.25
Also flow displacements in gel systems26,27 or in systems involving physico-chemical processes such as phase separation,28,29 spinodal decomposition30 and viscoelastic effects31 produce a variety of displacement patterns. Due to the altered rheological properties during complex coacervation,2 fingering effects may also be expected in such systems. As a result of the hydrodynamic instability, the spatiotemporal distribution of the coacervate phase is drastically altered. This effect was not characterized until now, but is highly relevant for the mentioned applications.
Motivated by the above, we show that a novel landscape of reaction-driven VF dynamics emerges when injecting a more viscous XG solution into a less viscous solution of the cationic surfactant C14TAB (Fig. 1(a)). An instability is triggered by the coacervation process through a synergy of phase transition, interfacial phenomena and complex rheology of the formed coacervate.2 The coacervation process is initiated upon contact between the aqueous dispersion of the XG macromolecule32,33 and the surfactant solution.5 With increasing surfactant concentration, the polymer is progressively covered with surfactant molecules.34 In this way, polymer–surfactant and polymer–micelle complexes are formed which consume the free surfactant molecules and micelles. If concentration gradients are present, as in our radial injection system, kinetically trapped states of the polymer–surfactant complexes can also form, which deviate from the equilibrium situation in an ideally mixed system. During these processes, the negatively charged sites along the XG chains35 are partly neutralized by positively charged C14TAB molecules. This induces a phase separation of the formed hydrophobic XG-C14TAB complexes into a dense coacervate and a polymer-lean phase.36 The local production of the coacervate phase (“weak gel”) introduces locally a maximum in the viscosity profile in the vicinity of the contact line between the two fluids, cf.Fig. 1(b) and (c). This causes a local streamwise positive gradient of viscosity, which in turn favours VF.
The density values and the C14TAB solution viscosity were measured at 25 °C, using an SVM 3001 pycnometer-viscosimeter (Anton Paar GmbH, Graz, Austria). The instability was visualized using traces of Fuchsine dye (0.4 g l−1) added to the XG dispersion. A camera (GO-5100M, JAI A/S, Copenhagen, Denmark) was mounted to take images from a top view, along with an LED array (Smart Vision Lights, Norton Shores, MI, U.S.A.) to illuminate from the bottom. Fuchsine was added to enhance the visual observations, but did not affect the behavior of the displacements, as cross-checked by comparing runs with and without the dye.
To analyze the dynamics, we made use of two non-dimensional quantities, namely, the Péclet number, Pe = q/2πhD, as defined in the literature38 for similar systems, and a solutal Rayleigh number, Ra = (ρ2 − ρ1)h3g/μD to account for buoyancy effects. Here, D is a diffusion coefficient set equal to 10−10 m2 s−1, as a relative order of magnitude, because different species with different D are involved,33,39 coupled with ion effects.40 For the viscosity value in Ra, an averaged representative viscosity μ = (μ1 + μ2)/2 has been used. As the chemical system is not altered in our experiments, the Pe number is used to indicate the relative intensity of advective and diffusive phenomena, only controlled by q and h.
The spatio-temporal density distribution of the fluid in the Hele–Shaw gap is more complex than the simple density difference between the displaced and displacing solution (ρ2 − ρ1) used in Ra. The XG is gradually covered with surfactant, until it becomes hydrophobic enough to phase-separate by coacervation. The polymer and surfactant solution within the coacervation zone are depleted with respect to the corresponding bulk solutions. The formed coacervate is denser than the surrounding surfactant solution.34 These effects can influence the detailed pattern evolution. The different contributions to the spatio-temporal density distribution (the increasing coverage of the polymer with surfactant, the coacervate phase, and the depleted solutions with different concentrations resulting from the ongoing mass transfer and coacervation) cannot be quantified by a single parameter. At larger distances from the coacervation zone, the densities still correspond to those of the original bulk solutions, which mix with the depleted regions by diffusion and buoyant convection because of the horizontal density gradients. Hence, for simplicity, the Ra number for an overall description of the system is based on the original solution densities (ρ2 − ρ1). The Ra number is tuned in the experiments by varying the gap height, h. The detailed values of the experimental parameters are listed in the ESI.†
As underlying mechanism for the VF cases similar to Fig. 2(a), a local maximum in viscosity is induced by the creation of the coacervate phase and a backward fingering pattern is observed where the fingering pattern develops from the front tip towards the injection point. The high injection velocities in the VF regime provide less time for the coacervation and cause a strongly stretched coacervation zone. This prevents the formation of a dense, membrane-like layer separating both solutions. The fingers are conserved throughout the whole experiment duration and radially arrange with a certain spatial periodicity, reminiscent of the backward reactive VF observed by Riolfo et al.13
For higher Ra numbers (and moderate to high Pe), as shown in Fig. 2(b), coarser finger structures are obtained. They are in the mm to cm range for the fan regime, while being in the sub-mm range for the fine viscous fingering pattern. In addition, the outer perimeter of the displacement starts showing signs of a symmetry breaking. This generates a regime that shares similarities with the “fan”-like structures observed by Podgorski et al.25 as well as with biofilm growth patterns.19 In these large Ra cases obtained for higher gap height, h, the shear rate of the flow is significantly reduced, so that the injected XG solution is less stretched and a denser coacervate material can be formed compared to the VF cases. However, as visible from Fig. 2(b), no complete membrane surrounds the injection pattern yet in the “fan”'-like regime. Nevertheless, the denser coacervate results in an increased effect of its mechanical (i.e. viscoelastic) properties on the overall displacement flow. It has been reported that yield stress materials can significantly alter the fingering pattern characteristics, such as the finger wavelength and compactness,41–43 and introduce a transition from yield stress dominated to viscous behavior. The membrane still covers the full gap height of the HS cell and probably experiences complex wall interactions (e.g. slip effects44) that affect the total flow. In this synergistic regime, viscous fingers are still visible growing inwards, but interact with a pronounced bulging of the viscoelastic material. Nevertheless, no buoyancy effects are observed yet, as the advective flow still dominates the dynamics of the displacement. These processes in the ''fan'' regime appear as distinct features of the developing injection pattern (cf. Fig. S1 and S2 in the ESI†). The areas of dense coacervate are radially displaced by the injected flow and bulge at the same time. The bulging makes the pattern asymmetrical. The absence of pronounced buoyancy effects yields a coacervate zone which spans across the gap width of the HS cell and advances as a front in the radial direction. Fig. S1 and S2 (ESI†) visualize the underlying dynamics where the coacervate pattern grows steadily (in contrast to the volcano regime), but at the same time loses the radial symmetry of the fingering regime (no circular pattern outline).
For displacements where the Ra number is high enough and Pe is low, a buoyancy-induced layering of the coacervate dominates over forced advection, thus a different pattern emerges (cf.Fig. 2(c)). The denser XG solution creeps underneath the surfactant solution, while the coacervate membrane forms, leading to a layered pattern that spreads outwards without any radial symmetry. In the non-reactive case, when injecting the XG dispersion into pure water, a slight buoyancy-driven instability can also emerge for large gap widths (cf. ESI,† Fig. S3) due to the density difference between both fluids as also observed in previous experiments.45–47 However, this simpler type of instability clearly differs from the synergistic coacervation- and buoyancy-driven pattern formation in the volcano regime. In Fig. 2(c), a case with such a layered coacervate pattern is shown. The 3D growth of the pattern is confirmed in Fig. S2 in the ESI† by analyzing the temporal change of the area of the pattern as proposed in the work of Wagatsuma and Higashi.48 The highly asymmetric bulging results from the fact that the injected solution ruptures the formed gel-like membrane in different places. The injected XG dispersion then flows through the membrane gaps and continues to feed the coacervation process, hence new membrane material is created. As in these cases, the buoyancy effects combine with the coacervate formation, the patterns resemble viscous gravity-driven flows with solidifying crust,49 appearing in lava flows which cool down from the surface. Hence, we coin this pattern as the “volcano” regime, where the membrane formation takes the role of the solidifying crust. This shows that different types of phase transitions can induce similar types of flow patterns, triggered by density differences. In Fig. 2(c), the backward VF mechanism was absent from the beginning; the mechanism responsible for the pattern formation is the buoyancy-driven gravity current and the phase change itself.
Having identified the characteristic pattern types and the main underlying instability mechanisms, we are able to construct a Ra–Pe flow map as shown in Fig. 3. The pattern types are classified into the three regimes at a time t when the individual pattern filled a radius of 2.5 cm from the injection point. Ra and Pe are varied by changing the gap height, h, and flow rate, q (see ESI†). The advection by the injection flow (increasing with increasing Pe) leads both to shearing of the contact zone between the two solutions and to the radial spreading, while triggering the viscous fingering instability. The flow conditions also have a direct effect on the rheological properties and on the mechanical response of the coacervate zone. The reciprocal of Pe further characterizes the kinetics of the membrane formation, as the membrane has more time to grow for smaller Pe. On the other hand, Ra quantifies the increasing influence of buoyancy with increasing h while the shear rate is inversely proportional to h.
![]() | ||
Fig. 3 Flow regime map of the displacement in the Pe–Ra phase space. Three different regimes are identified: the viscous fingering regime (VF); the “fan” regime and the “volcano” regime. |
The description of this complex system with the two parameters Pe and Ra is a strong simplification, as various mechanisms take place during the displacement. Nevertheless, the map in Fig. 3 allows us to identify which conditions favour a certain pattern, and to better understand the interrelations between the underlying mechanisms. We can observe that, as the influence of advection increases (higher Pe), there are cases where the pattern can transition from the gravity-dominated “volcano” pattern to a VF pattern, passing through the “fan” zone. The “volcano” regime requires small Pe numbers, otherwise advection dominates over the slow velocities of the buoyancy convection for thin vertical length scales. Under small Pe conditions, the time scale is also large enough and the shear forces are low enough to enable the coacervate membrane to form and re-heal after rupture. If the shear rate is too high (small Ra and high Pe), the contact zone between both solutions is strongly stretched and no compact, localized membrane can develop. In that case, only a VF pattern is obtained.
Generally, fingering instabilities are present in all regimes due to the coacervation in the contact zone (a viscosity increase is induced in every case) if the flow velocity exceeds a threshold below which disturbances are dampened by dissipative effects. However, a pronounced membrane formation and its complex rheology causes the change from VF to bulging (“fan” regime) due to the viscoelastic properties of the coacervate. The time during which a membrane can form is similar for constant Pe numbers, as the developing patterns are sampled at the same displacement radius for the regime map. Smaller gaps however increase the shear rate which limits the “fan” and “volcano” regimes to the higher Ra magnitudes.
Due to the radially decaying flow velocities (with increasing distance from the injection point), a time-dependent pattern transition may additionally occur.50 If the buoyancy-driven “volcano” regime is observed from the beginning, no temporal change to another regime will take place, as it appears for low flow velocities which further diminish as the displacement moves towards the outer regions (higher r). For a VF pattern however, after enough time, when the displacement reaches towards the outer areas of the HS cell, the influence of advection and shear decreases. In that case, because of the radial decay of the local flow velocity, buoyancy effects start to dominate and a layered pattern can start to form. During this process, the initially formed VF pattern shrinks, and as the time scales are large enough, it starts healing due to diffusive mass transfer and additional coacervate formation, as shown in Fig. 4. It is also expected that, given enough time, the VF pattern will ultimately heal into a continuous membrane in all cases, because of the continuous supply of reactants by diffusive mass transfer.
To quantify the VF pattern, we compute the area ratio, dα:
![]() | (1) |
In Fig. 5(a), we observe that the instability zone covers a larger area for higher Pe numbers: the dα ratio decreases while Pe increases, which means that the finger-covered area of the displacement increases with Pe for the same total coverage (rT = 2.5 cm). For the higher Ra number, dα is higher at comparable Pe and again decreases with increasing Pe, which means that both quantities have an effect on the VF instability magnitude. Higher radial flow velocities (higher Pe) mean higher driving force for the VF instability and more pronounced pattern formation. With increasing Ra the patterns shift towards the “fan” and the “volcano” regimes in the flow map (Fig. 3), thus VF effects are reduced.
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Fig. 5 Analysis of fingering characteristics: (a) dependence of dα on Pe for two different gap heights, h, corresponding to Ra = 876 and 109![]() |
In Fig. 5(b), the dependence of dα on rT is depicted for three experiments. For every case, the finger-covered zone is steadily decreasing, i.e. dα is increasing, as the displacement progresses. This is attributed to the radial velocity decay which causes advection to slowly be dominated by diffusive or buoyant effects. Moreover the fingers gradually heal due to diffusive mass transfer and additional coacervate formation. It is again observed that for the same Ra number cases (Ra = 876), the displacement with a higher Pe = 106099 has a lower dα, that means more intense fingering instability compared to the Pe = 3979 case.
Depending on the value of Pe, a given spatial location rT is reached at different times. This could affect the spatio-temporal characteristics of the displacement, both regarding the transport phenomena and the coacervation kinetics since, the lower Pe is, the more physical time elapses until the displacement reaches this rT point. To investigate this effect, the dα ratio is also plotted against time for the different displacement experiments in Fig. 5(c). Here, the curves approximately coincide to a uniform progression. This could be due to the fact that the viscous fingers gradually degrade with sufficient time due to the transport effects and the properties of the membrane. Because of the strong velocity decay in the radial geometry, this point is reached at about 400 s for all experimental conditions shown in Fig. 5(c). The limited geometry for higher Pe cases, of course, makes it impossible to evaluate the instability at an equivalent stage. This could obscure phenomena that would occur at later times.
With our classification of the observed displacement regimes in the Ra and Pe parameter space, we condensed the most important influencing parameters in an overview map. The present system shares analogies with similar reaction-diffusion-advection processes, while at the same time it combines aspects of interfacial phenomena, non-Newtonian rheology and buoyancy-induced convection. A major question open for future research is the rheology of the coacervate phase under the different flow conditions, and its coupling to reactant mass transfer effects. In situ micro-rheological studies in combination with numerical simulations of reactive visco-elastic displacements might unravel the complex interactions in this system. The time scale of membrane formation compared to the time scale of mass transfer is a further important aspect, as this ratio changes due to the varying injection rate and also due to the presence or absence of density-driven convection. This is currently only implicitly included in the parameter space of Ra and Pe. Therefore, the Damköhler number can be another important dimensionless number that helps to comprehensively characterize the pattern formation in our system. This requires more detailed studies to estimate the reaction time scale, which is determined by the gradual formation of polymer–surfactant and polymer–micelle complexes and the phase separation by coacervation, leading to membrane formation.
Our experiments form a first basis to select suitable flow parameter ranges providing a desired product distribution and coacervate properties for technological applications. For a given geometry, the system may be tuned to achieve e.g. localized membranes for soil barrier layers or encapsulation, or more widely spread fingering product distributions for remediation or immobilization purposes.
Footnote |
† Electronic supplementary information (ESI) available: List of the experimental parameters, details on the temporal pattern evolution. See DOI: https://doi.org/10.1039/d4cp01055h |
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