Simon J.
Haward
*,
Cameron C.
Hopkins
,
Stylianos
Varchanis
and
Amy Q.
Shen
Micro/Bio/Nanofluidics Unit, Okinawa Institute of Science and Technology, Onna, Okinawa 904-0495, Japan. E-mail: simon.haward@oist.jp; Tel: +81(0)98 966 8289
First published on 14th October 2021
Flow around a cylinder is a classical problem in fluid dynamics and also one of the benchmarks for testing viscoelastic flows. The problem is of wide relevance to understanding many microscale industrial and biological processes and applications, such as porous media and mucociliary flows. In recent years, we have developed model microfluidic geometries consisting of very slender cylinders fabricated in glass by selective laser-induced etching. The cylinder radius is small compared with the channel width, which allows the effects of the stagnation points in the flow to dominate over the effects of squeezing between the cylinder and the channel walls. Furthermore, the cylinders are contained in high aspect ratio microchannels that render the flow field approximately two-dimensional (2D) and therefore conveniently permit comparison between experiments and 2D numerical simulations. A number of different viscoelastic fluids including wormlike micellar and various polymer solutions have been tested in our devices. Of particular interest to us has been the occurrence of a striking, steady-in-time, flow asymmetry that occurs for certain non-Newtonian fluids when the dimensionless Weissenberg number (quantifying the importance of elastic over viscous forces in the flow) increases above a critical value. In this perspective review, we present a summary of our key findings related to this novel flow instability and present our current understanding of the mechanism for its onset and growth. We believe that the same fundamental mechanism may also underlie some important non-Newtonian phenomena observed in viscoelastic flows around particles, drops, and bubbles, or through geometries composed of multiple bifurcation points such as cylinder arrays and other porous media. Knowledge of the instability we discuss will be important to consider in the design of optimally functional lab-on-a-chip devices in which viscoelastic fluids are to be used.
The flow around cylinders and spheres have been considered as benchmark systems for studying the dynamics of viscoelastic fluids.20–22 The flow field around a confined cylindrical or spherical object comprises a mix of shearing and extensional kinematics. At the leading axial stagnation point upstream of the object, the compression of fluid elements causes the divergence of streamlines around the sides of the object into regions of strong shear and transient elongational flow between the object and the confining walls. In the locality of the trailing axial stagnation point downstream of the object, fluid is subjected to high extensional rates and residence times.23–25 As demonstrated in Fig. 1, the mixture of stresses exerted on viscoelastic fluids resulting from this complex flow leads to a variety of phenomena of relevance to understanding various industrial and biological problems. The downstream stagnation point is particularly effective at restructuring a complex fluid, as illustrated by Fig. 1(a), which shows the flow-induced birefringence (FIB) in the wake of a sphere settling under gravity through a solution of high molecular weight linear polymers. The FIB arises due to the stretching and orientation of the polymer molecules in the high streamwise velocity gradients realized near the rear stagnation point of the sphere. The occurrence of FIB implies high elastic tensile stress (or extension-thickening) in the fluid induced by the resistance of the polymer to stretch. The decay of the FIB with downstream distance behind the sphere is due to the relaxation of the polymer molecules towards their equilibrium coiled conformation. The high elastic stress in the downstream wake of a sphere translating in a viscoelastic fluid gives rise to effects including so-called “negative wakes”,26–28 and oscillating settling velocities [illustrated by Fig. 1(b) for a wormlike micellar (WLM) fluid],13,29 and influences the pairwise interactions that occur between vertically and horizontally aligned spheres [illustrated by Fig. 1(c) for a high molecular weight polymer solution].14,30–33 A comprehensive review of phenomena involving bubbles, drops and particles in viscoelastic fluids is provided by Zenit and Feng.34
Fig. 1 Study of viscoelastic flow around a cylinder can lend insight into a variety of fundamental problems. (a)–(c) Spheres falling through viscoelastic fluids: (a) a 10 mm diameter stainless-steel sphere falling through a 3000 ppm 10.2 MDa poly(styrene) solution, showing an elastic birefringent wake, (b) collage of images of a 4.8 mm diameter Teflon sphere falling through a WLM solution, showing oscillations in the settling velocity. Reprinted with permission from A. Jayaraman and A. Belmonte, Phys. Rev. E 62, 065301 (2003).13 Copyright (2003) by the American Physical Society. (c) Collage of images of two initially horizontally-aligned stainless-steel spheres (separation 25 mm) in a 11000 ppm poly(acrylamide) solution, showing convergence and reorientation as they settle. Reprinted from ref. 14, with permission from Elsevier. (d) and (e) Viscoelastic fluid–structure interactions: (d) a flexible PDMS cylinder in a WLM solution is displaced from the channel centerline by a strongly asymmetric flow pattern (right) and the asymmetric distribution of extensional stress indicated by the FIB (left). Reprinted with permission from A. Dey, Y. Modarres-Sadeghi, and J. P. Rothstein, Phys. Rev. Fluid 3, 063301 (2018).15 Copyright (2018) by the American Physical Society, (e) asymmetric flow past two axially-aligned cantilevered glass cylinders, the x and y displacements of the cylinders vary in time and are highly correlated.16 (f) Flow of WLM fluid past side-by-side cylinders leads to a variety of bifurcation phenomena that depend on Wi and the dimensionless cylinder–cylinder separation number, G.17 (g) and (h) Viscoelastic flows of polymer solutions through porous media lead to different instabilities depending on the geometry: (g) staggered or aligned square arrays of cylinders. Reproduced from ref. 18 with permission from the Royal Society of Chemistry. (h) Introducing disorder to a staggered hexagonal array of cylinders suppresses chaotic fluctuations. Scale bar, 150 μm. Reprinted with permission from D. M. Walkama, N. Waisbord, and J. Guasto, Phys. Rev. Lett. 124, 164501 (2020).19 Copyright (2020) by the American Physical Society. |
Quite recently there has been a growing interest in the area of viscoelastic fluid–structure interactions (or viscoelastic FSI), whereby viscoelastic flow instabilities cause the displacement of an object in the flow, which in turn affects the flow field.15,16,35–38 As in Newtonian FSI, where inertial vortex shedding downstream of an obstacle causes the obstacle to vibrate,39 flexible, cantilevered or flexibly-mounted circular cylinders provide good model systems for studying viscoelastic FSI [see Fig. 1(d) and (e)].15,16,37 The first such study by Dey et al. involved the flow of a WLM solution past a flexible rubbery cylinder pinned at both ends to the walls of a channel.15 As the flow rate was increased so that the Weissenberg number exceeded a critical value Wi1, the authors noted the onset of oscillations of the cylinder in the primary flow direction, which corresponded to oscillations in the FIB observed downstream of the cylinder. This behaviour is analogous to the oscillations in settling velocity of the sphere shown in Fig. 1(b). Above a second, higher critical Weissenberg number Wi2, Dey et al. reported the striking off-axis displacement and oscillations of the cylinder lateral to the flow direction. A strongly heterogeneous distribution of the flow occurred, with nearly all of the fluid passing the cylinder around one of the sides and a stagnant region developing on the opposite side [Fig. 1(d), left].15 Flow-induced birefringence imaging using crossed polarizers [Fig. 1(d), right] showed enhanced elastic stress along the divisions between fast flowing and stagnant regions, and the authors noted the possibility that the birefringent strand below the cylinder may represent an elastic wave. This off-axis displacement of the cylinder may also have bearing on the lateral motion of the falling spheres shown in Fig. 1(c).
A study of viscoelastic FSI by Hopkins et al. examined the flow of a WLM solution around two axially aligned cantilevered glass cylinders in a microchannel.16 In this study, at the first critical Weissenberg number Wi1, the flow field became laterally asymmetric around both cylinders while the cylinder deflection remained static [top image in Fig. 1(e)]. The two cylinders became linked by a strand of highly stressed fluid, as indicated by the FIB [quantified in terms of the retardation, δ shown in the middle image in Fig. 1(e)]. For Wi > Wi2 both cylinders began to oscillate periodically in both the x and the y directions [bottom-left of Fig. 1(e)]. The cross-correlation function of the displacement signals showed a peak of close to unity at a time lag too short for fluid advection between the objects, and likely explained by the propagation of an elastic wave along the strand of FIB.16 The authors speculate that elastic strands may form connections between cilia and flagella translating in viscoelastic biological fluids like mucous, thus playing a role in mediating their collective motion.
In a very recent paper, Hopkins et al. examined the flow of WLM and polymer solutions past two rigidly pinned microcylinders positioned side-by-side in a microchannel.17 They reported a range of behaviour that depended on the imposed Wi and the dimensionless intercylinder gap G = L1/(L1 + L2), where L1 and L2 are the cylinder–cylinder and cylinder-wall separations, respectively [Fig. 1(f), top]. For low Wi < Wi1, the flow remained symmetric regardless of G, but for Wi > Wi1 a bifurcation resulted in the flow either diverging around the two cylinders if G was small (D-state), or converging between the cylinders if G was large (C-state).17 For small G, and beyond a second critical Weissenberg number Wi2, the D-state itself underwent a second bifurcation to an asymmetric-diverging AD-state, where fluid randomly selected passage around just one side of the two cylinders. By examining a wide range of values of G and Wi, the authors constructed a phase diagram for the different possible flow states, exhibiting regions of bistability and even tristability [Fig. 1(f), bottom]. The implications are quite clear for understanding particle–particle interactions in viscoelastic fluids. For instance, if the D-state arose around mobile objects, then the two objects would converge. In contrast, the C-state would cause the two objects to diverge. Furthermore, these results have clear relevance to the path selection and switching observed in viscoelastic porous media flows.18,19,40–42
Porous media are frequently modelled in microfluidics experiments using many circular cylinders arranged in arrays [see examples shown in Fig. 1(g) and (h)].18,19,40–42,49–52 In a pertinent study, Kawale et al. showed how the nature of viscoelastic flow instabilities in a staggered square arrangement of cylinders is qualitatively changed by a simple 45-degree rotation of the array to make clear flow paths between the now aligned rows of cylinders [Fig. 1(g)].18 Several more recent studies have investigated the effect of introducing random disorder to arrays of posts [e.g., Fig. 1(h)].19,51,52 Depending on the orientation of the initially ordered geometry (staggered or aligned) it has been shown that disorder can either suppress or enhance the strength of temporal fluctuations that develop in the flow as Wi is increased. It appears that the occurrence of stagnation points exposed to the flow field is the controlling factor for the flow dynamics.51,52
Obstacles such as posts are frequently incorporated in lab-on-a-chip type devices in order to manipulate the flow dynamics and to perform complex functions (Fig. 2). Often the fluids of interest are complex and viscoelastic, for example blood, serum or other biofluids, which can show significant elastic effects at microfluidic length scales.53–59Fig. 2(a) illustrates the separation of cells in whole blood by the technique of deterministic lateral displacement by flow through an array of microposts aligned at an angle to the flow direction.43,60–68 Functionalized post structures [including nanoporous posts formed by carbon nanotube forests, Fig. 2(b)] are also used for the capture and detection of cells, bacteria and other biomolecules.44,69–72 Arrays of flexible post-like structures containing embedded magnetic nanoparticles are used as magnetically-actuated artificial cilia for fluid pumping in microchannels [Fig. 2(c)].45,73 Additionally, microposts can be used for performing droplet manipulations [Fig. 2(d)],46 generating lipid membrane nanotubes for the study of cellular processes [Fig. 2(e)],47 and forming functional nanogel materials based on viscoelastic micelle solutions [Fig. 2(f)].48,74
Fig. 2 Flows around obstacles are employed in numerous lab-on-a-chip devices that can involve complex and viscoelastic fluids: (a) flow through an array of microposts is used for the separation of particles by deterministic lateral displacement, in this case to separate the cells in whole blood. Reproduced from ref. 43 with permission from the Royal Society of Chemistry. (b) Nano-porous objects can be used for the trapping and detection of circulating tumor cells, bacteria and other bioparticles: (left) an array of nanoporous microposts, (right) a zoomed image of the nanoporous structure. Reproduced from ref. 44 with permission from the Royal Society of Chemistry. (c) Arrays of magnetically-activated cilia-like objects are used to pump a fluid in a microchannel (channel height, H = a = 2 L = 140 μm, where a and L are the cilia spacing and length, respectively). The white arrows indicate the direction of the magnetic field used to activate the cilia motion. Reproduced from ref. 45 with permission from the Royal Society of Chemistry. (d) Carefully positioned microposts in a channel can be used for droplet manipulation – here to induce their rapid merging and mixing. Reproduced from ref. 46 with permission from the Royal Society of Chemistry. (e) Posts in a microchannnel are shown to produce lipid membrane nanotubes in the form of webs (top), and parallel assemblies (bottom). Scale bars: 4 μm. Reproduced from ref. 47 with permission from the Royal Society of Chemistry. (f) An array of micropillars is used to generate a nanogel from a viscoelastic wormlike micelle solution, which can be used as a scaffold for functional materials – here for glucose oxidase in order to form a glucose sensor. Reproduced from ref. 48 with permission from the Royal Society of Chemistry. |
A circular cylinder is perhaps the most fundamental model for a two-dimensional (2D) object or obstacle in a flow field, which can be rendered flexible for study of fluid–structure interactions, or used as a building block for models representing aspects of complex geometries such as porous media. Furthermore the 2D flow around a cylinder provides insight into the three-dimensional (3D) flows around particles, droplets or bubbles, while being significantly easier to study. Experimentally, a cylinder can be fixed in the laboratory frame by pinning the ends of the cylinder to the walls of a channel. This facilitates the imposition of a wider (and more continuous) range of flow rates than possible with particles, for instance, where the settling velocity in a given fluid is controlled only by varying the particle's density and size. Additionally, channels containing cylinders are relatively straightforward to fabricate and study at the microscale, where strong elastic effects (Wi ≫ 1) can arise for negligible inertia (Re ≪ 1),75,76 conditions characteristic of viscoelastic flows through micro-porous structures, around microscopic objects like cilia and flagella, and in lab-on-a-chip devices. Furthermore, at least over the range of Wi for which the flow remains steady, viscoelastic flow around a cylinder can be modelled in 2D, making the problem much more amenable to numerical simulation than the 3D flow around a sphere. For these reasons, viscoelastic flow around a circular cylinder confined in a channel is a widely studied problem both experimentally23,77–87 and numerically,24,82,88–92 and has become a common test for confirming the accuracy of viscoelastic flow simulations.22 A detailed recent review of the literature on viscoelastic flows around cylinders is contained in ref. 87.
From the discussion above, the importance of fully understanding the viscoelastic flow around a single rigid circular cylinder should be evident. Accordingly, in our research group we have invested significant effort in this direction using novel microfluidic geometries, a wide range of viscoelastic fluids with different rheological properties, and a combination of experiments and numerical simulations. In this perspective review, we provide a personal account of our recent research in this area, with a particular emphasis on characterizing and understanding the nature of an unusual steady flow asymmetry that we have observed. We draw together our results from a number of recent publications and summarize our overall conclusions as to the mechanism of this novel flow instability. We believe this instability underlies many of the phenomena presented in Fig. 1, and that it will be important to consider in the design and optimization of devices such as those illustrated in Fig. 2 when viscoelastic fluids are being employed.
Fig. 3 Graphical depiction of the high-aspect ratio microfluidic device used in the experiments: (a) schematic drawing of the flow geometry: a circular cylinder of radius R is located at the origin of coordinates inside a channel of width W and height H. Q represents the volumetric flow rate. (b) and (c) show micrographs of the flow geometry taken from top and side-on views, respectively. (d) Complete device in fused silica, assembled with stainless-steel inlet and outlet connectors. Haward et al. (2019)93 – published by the Royal Society of Chemistry. |
(1) |
The dimensionless Weissenberg number for the flow, which describes the relative importance of elastic to viscous forces, is defined as:
(2) |
For measurements using the Exicor Microimager, a light-emitting diode sends collimated monochromatic light (wavelength 535 nm) along an optical line consisting of (a) a linear polarizer at 0°, (b) a photoelastic modulator (PEM) at 45°, (c) the sample (i.e., the microfluidic device), (d) a PEM at 0° and (e) a linear polarizer at 45°. The transmitted light is focussed onto a 2048 × 2048 pixel, 12-bit CCD array. A stroboscopic illumination technique101,102 is used to determine the elements of the 4 × 4 Mueller matrix necessary to compute the pixelwise sample retardance δ and angle of the high refractive index (i.e., slow) optical axis θ over the full field of view.
The CRYSTA PI-1P system combines a “micropolarizer array” in front of a high-speed CMOS imaging sensor. The micropolarizer array consists of 1024 × 1024 linear polarizing elements, each the size of one pixel of the 1024 × 1024 CMOS sensor. The polarizing elements are arranged in sets of 2 × 2 with orientations of 0°, 45°, 90°, and 135°. White light is passed through a band-pass filter (wavelength 527 nm) and a circular polarizer, before passing through the sample and being focussed through the micropolarizer array and onto the imaging sensor of the camera. By analysing the light intensity received at the individual pixels in each 2 × 2 grouping, a spatially-resolved and quantitative measurement of the retardation, δ and orientation angle θ is obtained.93
The retardation is an extrinsic quantity that describes the total phase shift occurring as light polarized at θ and θ + 90° passes through the sample. The phase shift is due to the difference in the refractive indices (n1 and n2) along the two directions (i.e., due to the birefringence Δn = n1 − n2). The birefringence itself is an intrinsic quantity related to the retardation by Δn = δ/, where is the pathlength through the birefringent material.103,104 For imaging through the channel height (z-direction), an approximation can be made that ≈ H, however we prefer to report the measured values of δ without assuming a value for .
At this point it may be instructive to demonstrate the various flow visualization techniques described above. This also provides an opportunity to outline some common effects observed for viscoelastic flows around cylinders and to highlight some important features of our SLE-fabricated microfluidic device compared with more typical devices fabricated by soft lithography. Fig. 4(a)–(d) shows streak imaging carried out for flows in microchannels fabricated by soft lithography using poly(dimethyl siloxane) (PDMS), which has long since been the most common method of making microfluidic devices.105 Due to the low modulus of PDMS (≈750 kPa), cylinders fabricated in this material must have a low aspect ratio in order to avoid large deformations under imposed flows. The resulting channels therefore also typically have a low aspect ratio AR ≪ 1 (also limited by the thickness of photoresist that can be applied to make PDMS moulds) and are blocked significantly by the presence of the cylinder, BR ≳ 0.5.84,106–109 In such channels, the flow of a Newtonian fluid at low Reynolds number appears as expected, with good symmetry of the streamlines both laterally (side-to-side) and longitudinally (fore-aft), see Fig. 4(a) for the flow of an aqueous glycerol solution at Re ≈ 0.01 and BR = 0.5 visualized by streak photography. However, as shown in Fig. 4(b), when the fluid is viscoelastic (here a solution of poly(ethylene oxide), or PEO, in an aqueous solvent) and the Weissenberg number is sufficiently high, the development of recirculations upstream of the cylinder is observed. Fig. 4(c) and (d) show similar effects with the same PEO solution at higher blockage ratios of BR = 0.67 and BR = 0.83, respectively. Dominant effects upstream of the cylinder are typical in microscale viscoelastic flows with high BR ≳ 0.5 and generally attributed to the build up of elastic stress due to the transient extensional flow and high shear rates where fluid elements are squeezed between the cylinder and the channel walls.84,106–109
Fig. 4 Geometry can have a profound effect on the dynamics of viscoelastic flows around cylinders. (a)–(d) Streak imaging with fluorescent tracer particles for flows through PDMS-fabricated microfluidic devices with W = 600 μm, H = 100 μm (AR = 0.167): (a) Newtonian flow at low Re and BR = 0.5; (b)–(d) flow of a 10000 ppm PEO solution at the indicated Wi and BR = 0.5 (b), BR = 0.67 (c), and BR = 0.83 (d). Scale bar indicates 250 μm. (e)–(g) Flows through the microfluidic device shown in Fig. 3: (e) flow velocimetry with a Newtonian fluid at low Re; (f) and (g) flow velocimetry and flow-induced birefringence (respectively) for the flow of a 700 ppm 6.9 MDa poly(styrene) solution at Wi = 54.2. The colour scales in (e) and (f) indicate the normalized velocity magnitude in the range 0 < |u|/U < 1.8. The colour scale in (g) indicates the retardation in the range 0 < δ < 24 nm. Parts (e) to (g) are reprinted from S. J. Haward, K. Toda-Peters, and A. Q. Shen, J. Non-Newtonian Fluid Mech. 254, 23–35 (2018), with permission from Elsevier. In all images the flow is from left to right. |
Fig. 4(e) shows quantitative μ-PIV obtained for low-Re Newtonian flow through our SLE-fabricated high aspect ratio AR = 5 and low blockage ratio BR = 0.1 microfluidic device illustrated in Fig. 3. As expected, the flow appears highly symmetric both laterally and longitudinally about the cylinder. Data extracted from this measured flow field in fact shows that flow profiles across the channel width u(y) upstream and downstream of the cylinder agree well with the analytical prediction for fully-developed Poiseuille flow in a rectangular channel of AR = 5.97,110 Furthermore, the flow profile along the channel centreline passing through the cylinder u(x)|y=0 is in agreement with a full 3D numerical prediction.97Fig. 4(f) shows the flow of a solution of high molecular weight poly(styrene) flowing through the low-BR cylinder device at Wi = 54.2. In contrast to the behaviour seen at high BR [Fig. 4(b)–(d)], at low BR the dominant effect of elasticity on the flow field is seen downstream of the cylinder. Here, a long downstream wake of low flow velocity [blue region in Fig. 4(f)] is observed, which corresponds to a region of intense FIB, as shown by Fig. 4(g).97 The long downstream wake effects observed for low BR are associated with the strong stretching and alignment of polymers (and the consequent extension-thickening) due to the high velocity gradients and residence times experienced near the axial stagnation points.24,86,97,111
It is clear that, by causing a variation in the relative importance of the stagnation points and the squeezing and shearing flow around the sides of the cylinder, BR plays a fundamental role in determining the dynamics of viscoelastic flows around cylinders.
Fig. 5 Illustrations of the two-dimensional problem set up in the numerical simulations. (a) A circular cylinder of radius R is located at the origin of coordinates inside a channel of width W and subjected to flow at an average velocity U. (b) A zoomed-in view of one of the numerical meshes employed. The boundary conditions are no slip and no penetration on the solid walls of the channel and the cylinder (marked red), fully-developed at the inlet upstream of the cylinder (blue), and open at the downstream outlet (green). Reprinted from S. Varchanis, C. C. Hopkins, A. Q. Shen, J. Tsamopoulos, and S. J. Haward, Phys. Fluids, 32, 053103 (2020),112 with the permission of AIP publishing. |
∇·u = 0, | (3) |
∇·(−PI + τ + ηs) = 0, | (4) |
g(τ,) = 0, | (5) |
= ∇u + (∇u)T, | (6) |
No-slip and no-penetration boundary conditions (i.e., u = 0) are imposed on the cylinder surface and channel walls [Fig. 5(b)]. Fully-developed velocity and stress fields are imposed at the inflow boundary (x = −125R), hence, one-dimensional (1D) equations for the velocities and the components of the stress tensor are solved together with the 2D equations for the rest of the domain. More specifically, in each time-step we solve the governing equations for 1D flow in the channel, under the constraint of a flow rate that is gradually increased from zero to Q:
Q = ∫W/2−W/2u|x=−125R dy = UW(1 − e−tU/R), | (7) |
The form of the operator g (given as a function of τ and in eqn (5)) depends on the choice of the constitutive model. We have considered the behaviour of various non-Newtonian models including the shear-thinning but inelastic Carreau–Yasuda (C–Y) generalized Newtonian fluid (GNF) model and the elastic but non-shear-thinning Chilcott–Rallison finitely extensible non linear elastic dumbbell (FENE-CR) model.112 However, in this perspective review we focus mainly on one particular model known as the linear Phan-Thien and Tanner (l-PTT) model, which allows us to vary the strength of both the shear-thinning and the elasticity of the fluid. The l-PTT constitutive equation is given in terms of the conformation tensor C as:
(8) |
Y = 1 + εtr(C). | (9) |
τ = G(C − I), | (10) |
The mesh is generated by the quasi-elliptic mesh generator introduced by Dimakopoulos and Tsamopoulos.119 In all simulations we use triangular elements. Fig. 5(b) shows the least refined of the three consecutively-doubled meshes used to confirm mesh convergence. Time integration is performed using a fully implicit 2nd order backward finite difference scheme preceded by a quadratic extrapolation step for the prediction of the solution at each new time instant. Consequently, the numerical method features 2nd order accuracy in space and time.
The wormlike micellar test solution we employed in our flow experiments around microfluidic cylinders was composed of 100 mM cetylpyridinium chloride and 60 mM sodium salicylate (both supplied by Sigma Aldrich) dissolved in deionised (DI) water. This is a well-studied surfactant/counterion system known to form long and entangled wormlike micelles at the selected concentrations.123,133 The steady shear rheology of the test solution, measured at 24 °C (ambient laboratory temperature) using a combination of rotational rheometer (DHR3, TA Instruments Inc.) and m-VROC microfluidic slit rheometer (Rheosense Inc.)134 is presented in Fig. 6(a). The flow curve shows a constant viscosity region (where η() ≈ η0 = 50 Pa s) at low shear rates followed by a stress-plateau region indicative of shear-banding,135,136 that spans ≈3 decades before the shear stress begins to increase again at higher shear rates. The steady shear rheology is well described by the C–Y GNF model,137 as shown by the solid lines in Fig. 6(a). The storage (G′) and loss (G′′) moduli measured by small angle oscillatory shear at 24 °C on the rotational rheometer are well-described over most of the frequency range using a single mode Maxwell model that provides a value for the relaxation time of λ = 1.8 s [see Fig. 6(b)]. The viscometric properties of the fluid are typical for this WLM formulation.138–140
Fig. 6 Flow of a WLM solution in the microfluidic cylinder device. (a) Steady shear rheology of the WLM solution fitted with the Carreau–Yasuda model. (b) Oscillatory shear rheology of the WLM solution fitted with a single-mode Maxwell model giving a relaxation time λ ≈ 1.8 s. (c) and (d) Velocity fields (left) and retardation fields (right) for the flow of the WLM solution past the microcylinder at two different Wi. (e) The absolute value of the asymmetry parameter |I| as a function of Wi. Haward et al. (2019)93 – published by the Royal Society of Chemistry. |
In examining the flow of the shear-banding WLM solution around the slender glass cylinder, a sequence of flow transitions was observed as the Weissenberg number was increased, starting with the onset of a laterally asymmetric flow regime for Wi > Wic.93 Examples of time averaged flow velocimetry and FIB imaging results for Wi < Wic and Wi > Wic are presented in Fig. 6(c) and (d), respectively. For Wi < Wic [e.g., Wi = 37.5, Fig. 6(c)], the flow field was steady and approximately symmetric both laterally and longitudinally. A birefringent strand developed downstream of the cylinder, centred along the x-axis, and which increased in size and intensity with increasing Wi. For Wi > Wic (see e.g., Fig. 6(d) for Wi = 93.8), the flow remained steady, but a clear lateral asymmetry became apparent in the flow field, with the fluid taking a preferential path around one side of the cylinder and an almost stagnant region developing on the opposite side. In the example shown the flow is faster for y > 0 than for y < 0, but it is important to note that the asymmetry could also develop in the opposite sense, with the direction being selected randomly. The asymmetry was also evident in the birefringent strand downstream of the cylinder, which followed the division between the almost stagnant and fast-flowing regions and became shifted towards the channel side wall at y = −0.2 mm.
At the time this work was carried out, the only similar-looking lateral flow asymmetry reported in the literature was for the flow of another WLM fluid around a flexible low modulus PDMS cylinder inside a macroscale channel [see Fig. 1(d)].15 The authors of that work attributed the asymmetry to the off-axis lateral displacement of the cylinder in the flow. However, in our experiment the high-modulus glass cylinder was effectively rigid. Based on the solution to the Euler–Bernoulli equation for a circular cylinder with two pinned ends and estimates of the force per unit length on the cylinder at the highest imposed flow rates, the maximum streamwise deflection of the cylinder at its midpoint, Δxmax ∼ O(1 μm), which is on the same order as the cylinder roughness. Therefore, the occurrence of the asymmetry required an explanation that did not depend on geometric modification caused by the flow.
The extent of the asymmetry was characterized by measuring the flow velocity on either side of the cylinder u1 = u|x=0,y=(0.5W+R)/2, u2 = u|x=0,y=−(0.5W+R)/2 and comparing them to provide an asymmetry, or bifurcation, parameter:
(11) |
Based on our observations, we proposed (speculatively) that the asymmetry develops from an initially random sideways fluctuation of the highly-stressed downstream birefringent wake at Wi = Wic. We argued that such a fluctuation would cause an (initially small) imbalance between the flow resistance around either side of the cylinder, such that the fluid would preferentially select the least resistant path. This would cause a shear rate imbalance and hence, due to the strong shear-thinning of the fluid, a mismatch between the fluid viscosity on either side of the cylinder that would compound the imbalance in flow resistance and maintain the asymmetry. Further increases in Wi would then cause the instability to grow as the viscosity mismatch increased. However, since such asymmetries had until now only been observed in WLM solutions, several questions remained: (1) what is the importance of shear-banding? (2) what is the importance of relaxation mechanisms peculiar to self-assembled WLM systems (i.e., breakage and reformation)?121,122 In addition, if the hypothesized mechanism is correct, then what is the relative importance of extension-thickening in the downstream wake and shear-thinning at the sides of the cylinder, and how do they interact?
An obvious way to check the importance of the highly specific rheological properties of WLM solutions in the generation of this flow instability is to see whether or not the same situation arises in polymer solutions.
Assuming a polymer solution would show the same effect, then two strategies would allow for testing the hypothesized instability mechanism: (1) varying the geometry through BR, or (2) varying the rheology through degrees of shear-thinning and elasticity. In method (1), by keeping the cylinder radius constant, varying BR would provide different shear rates around the cylinder for a given Wi. However, we considered that spanning a sufficient range of shear rate between the low and high shear rate plateaus would be complicated. On the other hand, considering method (2), experimentally it is unfeasible to vary the shear-thinning and elasticity of a fluid independently. On balance of likely success, our first experimental approach to the problem was to test a range of polymer solutions in our existing microfluidic device, as we describe in the following section.
Fig. 7 Flow of hydrolyzed poly(acrylamide) (HPAA) aqueous solutions through the microfluidic cylinder device. (a) Steady shear rheology of the polymer solutions over a range of concentrations, fitted with the C–Y model. (b) Shear-thinning parameter, S, derived from the C–Y model fits shown in part (a). The open symbols indicate the characteristic shear rate and value of S at the lowest Wi imposed in the cylinder flow experiments. (c) Capillary breakup measurements from which the fluid relaxation times λ are obtained. (d)–(f) Velocity fields for the flow of the HPAA solutions past the microcylinder at the indicated concentration for progressively increasing Wi. Adapted from Haward et al.141 |
To characterize the importance of shear-thinning at any given flow rate imposed in the microfluidic cylinder device, we employed the “shear-thinning parameter” S:142,143
(12) |
Fig. 7(b) shows S versus for the various polymeric test solutions. S is close to zero at low shear rates (i.e., the fluid is only weakly shear-thinning) and increases to a maximum at some intermediate shear rate as shear-thinning increases. At higher shear rates, S decreases again as the high shear rate plateau in viscosity is approached. In general, the curves are all of similar shape, but S becomes increasingly large over a wider range of shear rates as the HPAA concentration increases.
In the microfluidic cylinder geometry we evaluated eqn (12) at a nominal value of the wall shear rate in the gap between the cylinder and the channel side wall, w,gap ≈ 6 U/0.5W. Note that the open symbols marked on the plots of S versus shown in Fig. 7(b) indicate the minimum value of w,gap accessed for each fluid in the cylinder flow experiments.141
The characteristic relaxation times (λ) of the fluids at 25 °C were determined by measuring the diameter as a function of time of the liquid bridge generated in a capillary thinning extensional rheology device (Haake CaBER 1, Thermo Scientific) and finding the time constant of the exponential decay in the elasto-capillary thinning regime [see Fig. 7(c)].144,145
In the cylinder flow experiments with HPAA solutions, we assumed that the importance of elasticity (or extension-thickening) in the cylinder wake was quantified by the magnitude of the Weissenberg number (computed as before, Wi = λU/R).141 Note that both Wi and S depend on the applied flow rate so are not varied independently for a given fluid.
In flow around the cylinder, the behaviour of the polymeric test solutions depended on the polymer concentration.141 At lower concentrations [exemplified by the flow velocimetry shown in Fig. 7(d) for c = 100 ppm] the flow remained essentially laterally symmetric for all imposed Wi, although the development of an extended downstream wake of low flow velocity was observed as Wi was increased. HPAA is only very weakly birefringent, but the form of the wake is reminiscent of that previously observed in a birefringent poly(styrene) solution [cf., Fig. 4(f) and (g)] so it is reasonable to assume that the wake in the HPAA solution is also a result of polymer stretching, i.e., extension-thickening.
For intermediate HPAA concentrations [e.g., 200 ppm, Fig. 7(e)], the lateral flow asymmetry was observed as Wi was initially increased starting from a low value, but surprisingly, the symmetry was recovered at higher Wi.
At higher HPAA concentrations [e.g., 1000 ppm, Fig. 7(f)], the lateral asymmetry developed and became increasing intense with increasing Wi, with the flow adopting a very similar pattern to that observed previously with the WLM solution [see Fig. 6(d)].
The fact that the same asymmetric flow patterns are exhibited by polymer solutions obviously means that any peculiarities of the rheology of WLM fluids, such as shear-banding, are of no importance to the onset of the laterally asymmetric flow profiles. We evaluated the asymmetry parameter I (eqn (11)) as a function of the imposed flow rate for each of the HPAA test fluids and assembled the data as a function of Wi and S in a 3D plot, see Fig. 8. Here, the coloured lines mark the trajectories of the test solutions through the 3D space as the flow rate is varied, and the mesh surface is a fit through those trajectories using a combination of sigmoidal functions in S and Wi.141 Plotted in this way, it becomes clear that for lower polymer concentrations where flow stays symmetric (e.g., 50 ppm, black line), S is high only when Wi is low and S rapidly diminishes as Wi increases. The strongly asymmetric flows observed at higher polymer concentrations (e.g., 3000 ppm, dark yellow line) arise when there is a combination of high S and high Wi (i.e., strong shear-thinning and high elasticity, or extension-thickening). For intermediate polymer concentrations (e.g., 300 ppm, blue line), there is a limited region where shear-thinning and elasticity are sufficient to induce asymmetry, but with increasing flow rate the shear-thinning is lost and symmetry is recovered, even though elasticity (as quantified by Wi) continues to increase.
Fig. 8 Magnitude of the asymmetry parameter |I| as a function of S and the imposed Weissenberg number. The coloured lines represent the trajectories of the various test fluids through the 3D space. The continuous mesh surface is formed by fitting the trajectories of the fluids with the product of two sigmoidal functions.141 |
These results provided strong support to our original hypothesis regarding the roles of shear-thinning at the sides of the cylinder and of extension-thickening in the wake downstream of the cylinder. However, as discussed above, it would be more ideal if elasticity and shear-thinning could be varied independently. For this reason we pursued the possibility of simulating the flow numerically with the l-PTT viscoelastic constitutive model.
Fig. 9 Numerical investigation of rheological effects on the steady flow asymmetry. (a) Numerical models are selected to represent the shear rheology of three contrasting experimental test fluids: a shear-thinning but inelastic 1000 ppm XG solution represented by the C–Y model, a non-shear-thinning but elastic 2000 ppm PEO4 solution represented by the FENE-CR model, and a both shear-thinning and elastic 5000 ppm PEO8 solution represented by the l-PTT model. (b) Extensional rheology of the fluids as indicated by the representative models. (c) Flow velocity fields obtained from numerical simulations with the l-PTT model (β = ε = 0.05) show the onset of asymmetric flow above a critical Wi, in good agreement with experiments carried out with the PEO8 solution. (d) Stability diagram in Wi–β parameter space obtained from simulations with the l-PTT model by varying β and ε, where the critical Wi for the onset of asymmetry lie along contours of constant ε (see text for the full description). Reprinted from S. Varchanis, C. C. Hopkins, A. Q. Shen, J. Tsamopoulos, and S. J. Haward, Phys. Fluids, 32, 053103 (2020),112 with the permission of AIP publishing. |
Despite the strong shear-thinning, the inelastic XG fluid and C–Y model fluid showed no signs of lateral flow asymmetry, and the flow remained qualitatively Newtonian-like [see Fig. 4(e)] even at the highest flow rates we could impose. Also, the flow of the strongly elastic but constant viscosity PEO4 fluid and FENE-CR model fluid remained laterally symmetric for all imposed Wi, although in both the real fluid and the model, the development of long elastic downstream wakes was observed at higher Wi, in qualitative similarity to Fig. 4(f). Contrastingly, the PEO8 fluid and the corresponding l-PTT model fluid, characterized by both shear-thinning and elastic effects, both showed the onset of the lateral flow asymmetry at comparable critical values of Wi [see Fig. 9(c)].112
Having validated the l-PTT model as being able to reproduce the instability around the cylinder, we proceeded to investigate the influence of the shear-thinning parameter β and the extension-thickening parameter ε in the response of the model. Recall (sec. 3.1) that lower β implies stronger shear-thinning and lower ε implies stronger extension-thickening with increasing Wi. The results of varying β and ε in the model are summarized concisely in the stability diagram in Wi–β parameter space shown in Fig. 9(d), where the boundaries between symmetric and asymmetric flow states are marked along lines of constant ε. Following lines of constant ε from high to low β, Wic decreases (i.e., shear-thinning is destabilizing). As ε is decreased for fixed β, Wic also decreases (i.e., extension-thickening is also destabilizing). However, for a given value of Wi, the flow destabilizes at lower β as ε is increased (or at lower ε as β is increased). Clearly there is an interplay between the shear-thinning and the extension-thickening. Low levels of shear-thinning can be compensated for by high levels of extension-thickening and vice versa. However, our results showed that as β → 1, then infinite extension-thickening is necessary to induce asymmetry. Conversely, if extension-thickening is weak, then asymmetry can only be induced if β → 0. Thus, simulations with the l-PTT model confirm that both shear-thinning and extension-thickening are required to induce the instability.112
First, we considered the magnitude of the asymmetry parameter, |I|, as a function of Wi at various values of BR, see Fig. 10(a). Clearly, geometry has a significant effect on the instability. With decreasing BR, Wic progressively increases. For a fixed value of Wi (say Wi = 25, dashed vertical gray line), the degree of asymmetry progressively decreases with decreasing BR [Fig. 10(b)]. Moving the channel walls further from the cylinder reduces w,gap, with an apparent stabilizing effect on the flow.112
Fig. 10 Numerical investigation of geometrical effects on the steady flow asymmetry. (a) Asymmetry parameter I as a function of the Weissenberg number Wi for various values of the blockage ratio BR. (b) Normalized velocity fields at Wi = 25 for different blockage ratios. (c) I as a function of BR at various values of Wi. For increasing BR, stars mark the points where the flow loses symmetry and circles mark the points where symmetry is recovered. (d) Flow curve of the l-PTT fluid, with the critical shear rates for loss and recovery of symmetry marked by the stars and circles (respectively), coloured according to the imposed Wi in part (c). The inset plot in (d) shows the critical blockage ratio at the onset of asymmetry BR,c as a function of 1/Wi, demonstrating the scaling predicted by McKinley et al.4 Reprinted from S. Varchanis, C. C. Hopkins, A. Q. Shen, J. Tsamopoulos, and S. J. Haward, Phys. Fluids, 32, 053103 (2020),112 with the permission of AIP publishing. |
An alternative approach to the problem, which yielded further insight, was to vary BR for fixed Wi. Fig. 10(c) shows |I| as a function of BR at various values of Wi, revealing a “bubble” of asymmetry between two critical values of BR. As BR is increased for a given Wi, the flow destabilizes to the asymmetric state at a first critical value BR,c (marked by star symbols). However, the flow restabilizes and recovers symmetry at a second critical value BR,c2 (marked by circles). In the range of Wi covered, this instability “bubble” expands with increasing Wi. The recovery of symmetric flow for BR > BR,c2, is reminiscent of the recovery of symmetry seen in the experiments with polymer solutions at intermediate concentration (cf., Fig. 7(e) and 8). The difference is that in the experiments, w,gap was varied by controlling the flow velocity (which also varied Wi); here w,gap is varied independently of Wi by controlling BR.112
For BR,c (stars) and BR,c2 (circles), we computed the corresponding nominal values of w,gap and placed them on the l-PTT model flow curve in Fig. 10(d). For all investigated values of Wi, the instability bubble occurs when the nominal shear rates lie on the most strongly shear-thinning region of the flow curve. As Wi is increased, BR,c2 progressively extends towards the high shear rate, pseudo-Newtonian plateau [i.e., instability is supported by weaker shear-thinning, as anticipated by Fig. 9(d)]. However, the value of w,gap at BR,c appears to be almost independent of Wi, hinting at some universality for the onset of asymmetry at this point.
McKinley and coworkers4,5,7 presented a well-known and well-established criterion for the onset of purely elastic instabilities based on the effects of elastic tensile stresses acting along curving streamlines. Using simple arguments based on experimental measurements, and linear stability analysis near the rear stagnation point of a cylinder, they provided a prediction for how the onset of instability in the downstream wake of a cylinder depends on BR, giving 1/Wic ∼ BR (or alternatively BR,c ∼ 1/Wi).4 As shown by the inset plot in Fig. 10(d), our simulation results gave an excellent agreement with this prediction.
When the flow is symmetric for Wi ≲ Wic [Fig. 11(a)], shear rates w,gap, hence also the shear-rate-dependent fluid viscosity η(w,gap), are equal on both sides of the cylinder and the extensionally-thickened strand of fluid (indicated by the coloured region around the grey cylinder) lies symmetrically about the flow axis. At the onset of critical conditions [i.e., Wi = Wic, inset to Fig. 10(a)], the accumulation of elastic tensile stress along the streamlines curving near the rear stagnation point of the cylinder causes a disturbance that perturbs the elastic downstream wake randomly to one side or the other. As outlined in Fig. 11(b), the deflection of the elastic wake to one side causes an increased flow resistance around the same side of the cylinder. Consequently, the shear rate is reduced and the local viscosity is increased. To maintain a constant volumetric flow rate, the shear rate on the opposite side of the cylinder must increase, hence the local viscosity is decreased, acting to decrease the flow resistance around that side. Thus, for a shear-thinning viscoelastic fluid, an initial pertubation of the elastic downstream wake by a purely elastic mechanism can be fixed in place by the positive feedback resulting from the shear-thinning. If shear-thinning remains significant as Wi is increased beyond Wic, strongly asymmetric flow patterns like those in Fig. 6(d) and 7(f), can arise. We note the recent publication of numerical simulations of viscoelastic flow around cylinders using the two-species Vasquez–Cook–McKinley model for WLM solutions, in which long chains can break into two shorter chains, and two shorter chains can combine to form one longer chain.92,146 Those authors also found a general agreement with our basic outlined mechanism, although with additional complexity arising from varying the model parameter controlling the chain breakage and combination rates specific to WLM solutions. The onset of asymmetric flows around two aligned cylindrical posts has also been reported in recent simulations using the FENE-P constitutive model.147 In that study, varying the degree of shear-thinning, dumbbell extensibility, and channel blockage ratio all had effects consistent with the predictions of our proposed mechanism.
In conclusion, the onset of asymmetric flow of viscoelastic fluids around cylinders is a complex phenomenon that depends on a combination of fluid rheological properties and flow geometry. A given imposed flow rate must (1) cause the formation of an elastic wake downstream of the cylinder, and (2) provide shear rates at the sides of the cylinder that lie in the shear-thinning region of the flow curve. Although such conditions sound rather specific, they seem to be quite readily achieved in microscale channel flows, since the asymmetric flow state has been experimentally demonstrated for a wide variety of fluids, and numerically demonstrated for a range of blockage ratios. We believe this instability (in a benchmark flow configuration) may be fundamental to the understanding of non-Newtonian phenomena observed for sedimenting particles, rising bubbles and for flows through more complex geometries composed of e.g., flexible or cantilevered posts, arrays of cylinders, and porous media flows in general (cf., Fig. 1). The possibility of this effect arising in a given flow configuration should therefore be considered in the optimal design of many lab-on-a-chip type devices in which viscoelastic fluids are employed (cf., Fig. 2).
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