Eric
Cereceda-López
ab,
Marco
De Corato
c,
Ignacio
Pagonabarraga
ad,
Fanlong
Meng
efg,
Pietro
Tierno
*abd and
Antonio
Ortiz-Ambriz
*h
aDepartament de Física de la Matèria Condensada, Universitat de Barcelona, 08028, Spain. E-mail: ptierno@ub.edu
bInstitut de Nanociència i Nanotecnologia, Universitat de Barcelona (IN2UB), 08028, Barcelona, Spain
cAragon Institute of Engineering Research (I3A), University of Zaragoza, Zaragoza, Spain
dUniversity of Barcelona Institute of Complex Systems (UBICS), 08028, Barcelona, Spain
eChinese Academy of Sciences, CAS Key Laboratory for Theoretical Physics, Institute of Theoretical Physics, Beijing 100190, China
fUniversity of Chinese Academy of Sciences, School of Physical Sciences, Beijing 100049, China
gUniversity of Chinese Academy of Sciences, Wenzhou Institute, Wenzhou 325000, China
hTecnologico de Monterrey, School of Science and Engineering, 64849, Monterrey, Mexico. E-mail: aortiza@tec.mx
First published on 9th September 2024
The effect of curvature and how it induces and enhances the transport of colloidal particles driven through narrow channels represent an unexplored research avenue. Here we combine experiments and simulations to investigate the dynamics of magnetically driven colloidal particles confined through a narrow, circular channel. We use an external precessing magnetic field to induce a net torque and spin the particles at a defined angular velocity. Due to the spinning, the particle propulsion emerges from the different hydrodynamic coupling with the inner and outer walls and strongly depends on the curvature. The experimental findings are combined with finite element numerical simulations that predict a positive rotation translation coupling in the mobility matrix. Further, we explore the collective transport of many particles across the curved geometry, making an experimental realization of a driven single file system. With our finding, we elucidate the effect of curvature on the transport of microscopic particles which could be important to understand the complex, yet rich, dynamics of particle systems driven through curved microfluidic channels.
The problem of propulsion at low Re, becomes even more complex when the active object, either a microswimmer or a synthetic self-propelled particle, is confined within a narrow channel.12 The presence of confining walls can affect the microswimmer dynamics in many ways. In particular, a planar surface can attract swimming bacteria due to hydrodynamic interactions,13,14 induce circular trajectories,15,16 or curved posts can be used as reflecting barriers or traps.17 Moreover, it has been recently found that the curvature of the fallopian tubes guides the locomotion of sperm cells to promote fertilization,18 and similar situations are not limited to bacteria or sperm cells, but extend to other types of situations.19–22
On the other hand, confinement can be used to rectify the random motion of microswimmers using patterned channels and other ratcheting methods.23–31 At low Re, the close proximity of a flat wall can break the spatial symmetry of the flow field and induce propulsion in simpler artificial systems, such as rotating magnetic particles,32–35 doublets36 or elongated structures.37,38
Here we show that the geometry of the channel can be used to induce translation of a driven particle by breaking the rotational symmetry of the hydrodynamic interactions. We confine spinning magnetic colloids within narrow circular channels characterized by a width close to the particle diameter. We find that curvature can rectify the particle rotational motion inducing a net translational one. Moreover, these surface rotors are able to translate along the ring at a velocity that depends on the curvature of the channel. We explain this experimental observation using numerical simulations which elucidate the mechanism of motion based on the difference between the hydrodynamic coupling with the two confining walls, where the largest coupling is with the wall characterized by the largest curvature. Further, we investigate the collective propulsion of many driven rotors, and show that within the circular ring the magnetic particles behave as a driven single-file, with an initial diffusive regime followed by a ballistic one at a large time scale.
Fig. 1 (a) Optical microscope image of two circular channels in a PDMS mold each with a spinning paramagnetic colloidal particle. The red (blue) arrow in the image indicates the direction of the particle rotation (trajectory). Scale bar is 5 μm, see also corresponding Movie S1 in the ESI.† (b) Schematic of a particle within the circular channel and of the applied precessing magnetic field H. The inset shows the transverse profile of the channel measured using confocal profilometry. |
We use the following procedure to realize the structures in PDMS. First, we fabricate reliefs in SU-8, an epoxy-based negative photoresist, on top of a silicon (Si) wafer. The latter was prepared by dehydrating it for 10 minutes at 200 °C on a hot plate and then plasma cleaned it for 1 minute at a pressure of 1 Torr. After that, a layer of SU-8 3005 is spin-coated on top of the Si wafer for 10 s at 500 revolution per minute (rpm), followed by spinning at 4000 rpm for 120 s, and later baked on a hot plate heated at a temperature of 95 °C for 2 minutes. The SU-8 is then polymerized via exposure to UV light through a cromium (Cr) mask for 5.6 s with a light intensity of 100 mJ cm−2 (Mask aligner, i-line configuration with wavelength λ = 365 nm). Then the exposed film is baked again for 1 min at 65 °C and for another 1 min at 95 °C, and developed for 30 s in propylene glycol methyl ether acetate. We then transfer the obtained master to PDMS by first cleaning the SU-8 structure in a plasma cleaner, operating at a pressure of 1 Torr for 1 min, and then silanizing it in a vacuum chamber with a drop of silane (SiH4) for one hour. After that, the PDMS is spin coated onto the Si wafer at 4000 rpm during 1 min and baked for 30 min above a hot plate at a temperature of 95 °C. The PDMS is then transferred to a cover glass by plasma cleaning both surfaces (1 min at 1 Torr), then joining the PDMS and the glass and finally peeling very carefully with a sharp blade the resulting PDMS film.
Once the PDMS channels are fabricated, we realize a closed fluidic cell by first painting the PDMS patterned coverglass with two strips of silicon-based vacuum grease. After that, we deposit a drop containing the colloidal particles dispersed in water on top of it, we close it with another clean coverglass and then we seal the two open sides with more grease. The colloidal suspension is prepared by dispersing 1.5 μl from the stock solution of paramagnetic colloidal particles (Dynabeads M-270, 2.8 μm in diameter) in 1 ml of ultrapure water (MilliQ system, Millipore).
The fluidic cell is placed on a custom-made inverted optical microscope equipped with optical tweezers that are controlled using two acousto-optic deflectors (AA Optoelectronics DTSXY-400-1064) driven by a radio frequency wave generator (DDSPA2X-D431b-34). The optical tweezers ensure that the channels are filled with the desired number of particles. Since it is often necessary to push the deposited particles out of the channels, the tweezers have been set up to trap from below by driving the laser radiation (Manlight ML5-CW-P/TKS-OTS) through a high numerical aperture objective (Nikon 100×, numerical aperture 1.3). The trapping objective is also used for observation and a custom-made TV lens is mounted in the microscope setup to observe a wide enough field of view, ∼100 μm2.
The external magnetic fields used to spin the particles are applied using a set of five coils, all arranged around the sample. In particular, two coils have the main axis aligned along the direction, two for the ŷ direction and one for the ẑ direction which is perpendicular to the particle plane (,ŷ). The sample is placed directly above the coil oriented along the ẑ axis. The magnetic coils are connected to three power amplifiers (KEPCO BOP 20-10) which are driven by a digital-analog card (cDAQ NI-9269) and controlled with a custom-made LabVIEW program.
To investigate how the motion of the particle along the channel depends on the radius of curvature, we compute the mobility matrix of the particle. The mobility matrix, M, relates the translational (vp) and angular velocity (ωp) of the particle to external forces (F) and torques (t):
(1) |
To obtain M, we first find the resistance matrix R, and then compute M as M = R−1. To do so, we solve the Stokes equation by imposing a single component of the velocity vector and then computing the resulting force and torque acting on the particle:
∇2v − ∇p = 0 | (2) |
∇·v = 0 | (3) |
(4) |
(5) |
H ≡ H0[cosθẑ + sinθ(cos(ωt) + sin(ωt)ŷ)], | (6) |
For the single particle case, the precessing field at relative high frequency, is able to induce an average magnetic torque, τm = 〈m × H〉, which sets the particles in rotational motion at an angular speed ωp close to the plane. This torque arises due to the finite relaxation time tr of the particle magnetization, as demonstrated in previous works.39,40 Note that here, for simplicity, we assume that the particles are characterized by a single relaxation time. For a paramagnetic colloid with radius a = 1.4 μm and magnetic volume susceptibility χ ∼ 0.4, the torque can be calculated as,41,42
(7) |
In the overdamped limit, the magnetic torque is balanced by the viscous torque τv arising from the rotation in water, τm + τv = 0. Close to a planar wall, τv can be written as, τv = −8πηωpa3fr(a/zp), where η = 10−3 Pa s is the viscosity of water, and fr(a/zp) is a correction term that accounts for the proximity of the bottom wall at a distance zp.43 In particular, assuming the space between the particle and the wall ∼100 nm, fr(a/h) = 1.45. In the overdamped regime, the balance between both torques allows estimating the particle mean angular velocity: 〈ωp〉 = μ0H20sin2θχτrω/[6η(1 + τr2ω2)], which gives ωp = 3.27 rad s−1. Clearly, this estimate does not consider the presence of a top wall and how it reduces the particle angular rotation, as we will see later.
Now let's consider the general situation of a rotating free particle, far away from any surface. The rotational motion is reciprocal, and unable to induce any drift. However, if close to a solid wall, as shown in the left schematic in Fig. 2(a), the rotational motion can be rectified into a net drift velocity due to the hydrodynamic interaction with the close substrate,43 which breaks the spatial symmetry of the flow. The situation changes when the particle is squeezed between two flat channels, as in the middle of Fig. 2(a). Now the asymmetric flow close to the bottom surface is balanced by the one at the top, and the spatial symmetry is restored. As a consequence, the particle is unable to propel unless small thermal fluctuations can displace the colloid from the central position making it closer to one of the two surfaces. However, even in this case, the rectification will be balanced on average. Here we show that, in contrast to previous cases, when the particle is confined between two curved walls, the effect of curvature breaks again the spatial symmetry, and induce a net particle motion, as shown in the last schematic in Fig. 2(a).
To demonstrate this point, we perform a series of experiments by varying the channel radius R ∈ [5,40] μm and measuring the tangential velocity of the particle vϕ, Fig. 2(b). We find that while for large rings (R > 20 μm) the particle does not display any net movement, vϕ ∼ 0, below R ∼ 10 μm the effect of curvature becomes important and it can rectify the rotational motion of the particle. Indeed, for R = 5 μm the particle circulates along the channel at a non-negligible speed of vϕ = 0.146 μm s−1. The rectification process decreases by increasing R, while the sense of rotation is equal to that of the precessing field, sign that the spinning particle is more strongly coupled to the wall of high curvature of the channel.
This can be also appreciated from the Video S1 in the ESI,† where a driven particle in the small, R = 5 μm ring moves clockwise, even if the velocity is not uniform. Regarding this last point, we note that due to the resolution limit of the lithographic technique, our small channels may present imperfections such as deformations and non-uniform edges. These defects may pin a rotating particle during its movement for a longer time. This effect can be observed in the inset to Fig. 2, where we have discretized space and calculated the mean tangential velocity vϕ for each slice of the circular trajectory. Here the time spent by the particle near ϕ = 0 is larger and, at this point, the colloidal particle is trapped by a defect, taking a long time to be released by thermal motion. To avoid this problem, we have calculated the mean velocity directly from the binned series shown in the inset, giving equal weights to all the discrete slices.
We can use the equation
vϕ = Mvϕ,τzτz | (8) |
To understand the origin of the propulsion, we have used the simulation to calculate the surface traction along a sphere rotating at a constant angular velocity. The traction is computed in each point on the particle surface from the stress tensor as T·n, where n is the unit vector normal to the surface of the sphere. In Fig. 3 we are showing only the – component of the traction vector, which points in the direction of the particle's translational motion. In Fig. 3(b) and (c), where we show the normalized traction force Nϕ calculated in the outer and inner hemispheres of the particle respectively, we find that the coupling of the particle surface to the outer wall pushes the particle back towards the negative -direction, corresponding to a negative angular velocity. In contrast, the interaction between the inner hemisphere of the particle and the inner wall pushes the particle along the forward direction. The last panel, Fig. 3(d) shows the sum of both interactions, whose integral yields the total hydrodynamic force acting along the direction. Even though there is a negative component in the center of the circle, which indicates a higher coupling to the outer wall, it is clear that the strongest contribution comes from the two positive lobes where the inner hemisphere coupling is stronger, and the total force along the axis is positive. Thus, our finite element simulations confirm that the rectification process of a single rotating particle within a curved channel results only from the hydrodynamic interactions between the particle and the surfaces.
(9) |
Fig. 4 (a) Optical microscope image of paramagnetic colloidal particles spinning inside a circular channel with radius R = 35 μm. The scale bar is 10 μm, see also Movie S2 in the ESI.† (b) Mean squared displacement of the circumference arc 〈Δs2〉 as a function of the time intervals δt for different densities ρL. Left (right) plot shows the experimental data for a channel with radius R = 15 μm (R = 35 μm respectively). The dashed-dotted line indicates the normal diffusion (α = 1) while the dotted line shows the ballistic regime (α = 2). Colorbar, legend, and axes are common in both plots. (c) Average Kuramoto order parameter 〈r2〉 (eqn (10)) versus particle density ρL. Blue squares (red disks) are experimental data for a channel with radius R = 15 μm (R = 35 μm respectively). Inset shows the temporal evolution of 〈r2〉 for different particle densities, identified by the color bar. |
Thus, we perform different experiments by varying both the particle linear density within the ring, ρL, and the channel radius R, while keeping fixed the applied field parameters, which are the same as in the single-particle case. From the particle positions, we measure the mean squared displacement (MSD) along the circumference arc Δs connecting a pair of particles within the ring. Here the MSD is calculated as 〈Δs2(Δt)〉 ≡ 〈(s(t) − s(t + δt))2〉, being δt the lag time and 〈⋯〉 a time average. We use the MSD to distinguish the dynamic regimes at the steady state. Here the MSD behaves as a power law 〈Δs2(Δt)〉 ∼ τα, with an exponent α = 1 for standard diffusion and α = 2 for ballistic transport, i.e. a single file of particles with constant speed. As shown in the left plot of Fig. 4(b), for a small channel of width R = 15 μm, all MSDs behave similarly, showing an initial diffusive regime followed by a ballistic one at a longer time, and the transition between both dynamic regimes occurs at ∼10–20 s. Increasing the particle density has a small effect on the ballistic regime, where the velocity is higher at a lower density. This effect indicates that the inter-particle interactions reduce the average speed of the single file. Since magnetic dipolar interactions are minimized by spinning the field at the “magic angle”, this effect may arise from hydrodynamics. Indeed, it was recently observed that these interactions may affect the circular motion of driven systems.55,56 In contrast, the situation changes for a larger channel, R = 35 μm, see the right plot in Fig. 4(b). There, at low density ρL the particle tangential speed vanishes, vϕ = 0 (as shown in Fig. 2(b)), and thus we recover a diffusive regime also at long time until the slope fluctuates due to lack of statistics. Increasing ρL we recover the transition from the diffusive to the ballistic regime, but occurring at a relatively longer time, ∼100 s.
The emergence of a ballistic regime results from the cooperative movement of the particles which generate hydrodynamic flow fields near the surface. Indeed, while single particles display negligible translational velocity in channel of radii R = 15 μm and 35 μm (Fig. 2(a)), we observed a ballistic regime in both cases at high density. As previously observed for a linear, one-dimensional chain of rotors,42 the spinning particles generate a cooperative flow close to a bounding wall which act as a “conveyor belt effect”. Here, the situation is similar, however the larger distance between the particles due to their repulsive interactions and the presence of two walls which screen the flow reduce the average speed of the single file and increase the time required for this cooperative effect to set in.
We can estimate the transition time between both regimes for the single particle. We start by measuring the diffusion coefficient of the single particle within the channel from the MSD, D = 0.0379 ± 0.0002 μm2 s−1. Thus, the motion of an individual magnetic particle will turn from the Brownian motion with 〈Δs2〉 = 2Dt to a ballistic one with 〈Δs2〉 = (Rωpt)2 after a characteristic time τc = D/(Rωp)2. From the experimental data in Fig. 2(b) we have that ωp = 0.0073 rad s−1 for R = 15 μm which gives τc = 3.1 s, similar to the small channel in the left of Fig. 4(b).
We further analyze the relative particle displacement, and the presence of synchronized movement, by measuring a Kuramoto-like57,58 order parameter, defined as:
(10) |
We note here that the realization of field-driven magnetic prototypes able to propel in viscous fluids is important for both fundamental and technological reasons. In the first case, the collection of self-propelled particles can be used as a model system to investigate fundamental aspects of non-equilibrium statistical physics.59–63 On the other hand, it is expected that these prototypes can be used as controllable inclusions in microfluidic systems,64–68 either to control or regulate the flow69–71 or to transport microscopic biological or chemical cargoes.38,72–77 The propulsion mechanism unveiled in this work could be used to move particles along a microfluidic device, either by designing it with a circular path, or by coupling many semicircles in a zig-zag way to form an elongated path.
Footnote |
† Electronic supplementary information (ESI) available: Two videos illustrating the single and collective particle dynamics within the ring. See DOI: https://doi.org/10.1039/d4sm00829d |
This journal is © The Royal Society of Chemistry 2024 |