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From hindered to promoted settling in dispersions of attractive colloids: Simulation, modeling, and application to macromolecular characterization
Phys. Rev. Fluids 3, 063302 – Published 15 June, 2018
DOI: https://doi.org/10.1103/PhysRevFluids.3.063302
Abstract
The settling of colloidal particles with short-ranged attractions is investigated via highly resolved immersed boundary simulations. At modest volume fractions, we show that intercolloid attractions lead to clustering that reduces the hinderance to settling imposed by fluid back flow. For sufficient attraction strength, increasing the particle concentration grows the particle clusters, which further increases the mean settling rate in a physical mode termed promoted settling. The immersed boundary simulations are compared to recent experimental measurements of the settling rate in nanoparticle dispersions for which particles are driven to aggregate by short-ranged depletion attractions. The simulations are able to quantitatively reproduce the experimental results. We show that a simple, empirical model for the settling rate of adhesive hard-sphere dispersions can be derived from a combination of the experimental and computational data as well as analytical results valid in certain asymptotic limits of the concentration and attraction strength. This model naturally extends the Richardson-Zaki formalism used to describe hindered settling of hard, repulsive spheres. Experimental measurements of the collective diffusion coefficient in concentrated solutions of globular proteins are used to illustrate inference of effective interaction parameters for sticky, globular macromolecules using this empirical model. Finally, application of the simulation methods and empirical model to other colloidal systems are discussed.
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References (39)
- J. Lebowitz, M. S. Lewis, and P. Schuck, Modern analytical ultracentrifugation in protein science: A tutorial review, Protein Sci. 11, 2067 (2002).
- D. Lerche, Dispersion stability and particle characterization by sedimentation kinetics in a centrifugal field, J. Dispersion Sci. Technol. 23, 699 (2002).
- W. H. Rulkens, R. Tichy, and J. T. C. Grotenhuis, Remediation of polluted soil and sediment: Perspectives and failures, Water Sci. Technol. 37, 27 (1998).
- E. Partheniades, Erosion and deposition of cohesive soils, J. Hydraulics Div. 91, 105 (1965).
- R. Roa, E. K. Zholkovskiy, and G. Nägele, Ultrafiltration modeling of non-ionic microgels, Soft Matter 11, 4106 (2015).
- E. Guazzelli and J. Hinch, Fluctuations and instability in sedimentation, Annu. Rev. Fluid Mech. 43, 97 (2011).
- G. K. Batchelor, Sedimentation in a dilute dispersion of spheres, J. Fluid Mech. 52, 245 (1972).
- G. K. Batchelor, Sedimentation in a dilute polydisperse system of interacting spheres. Part 1. General theory, J. Fluid Mech. 119, 379 (1982).
- E. Lattuada, S. Buzzaccaro, and R. Piazza, Colloidal Swarms Can Settle Faster than Isolated Particles: Enhanced Sedimentation Near Phase Separation, Phys. Rev. Lett. 116, 038301 (2016).
- J. W. Swan and G. Wang, Rapid calculation of hydrodynamic and transport properties in concentrated solutions of colloidal particles and macromolecules, Phys. Fluids 28, 011902 (2016).
- F. B. Usabiaga, B. Kallemov, B. Delmotte, A. P. S. Bhalla, B. E. Griffith, and A. Donev, Hydrodynamics of suspensions of passive and active rigid particles: A rigid multiblob approach, Commun. Appl. Math. Comput. Sci. 11, 217 (2016).
- A. M. Fiore, F. Balboa Usabiaga, A. Donev, and J. W. Swan, Rapid sampling of stochastic displacements in Brownian dynamics simulations, J. Chem. Phys. 146, 124116 (2017).
- A. M. Fiore and J. W. Swan, Rapid sampling of stochastic displacements in Brownian dynamics simulations with stresslet constraints, J. Chem. Phys. 148, 044114 (2018).
- J. Rotne and S. Prager, Variational treatment of hydrodynamic interaction in polymers, J. Chem. Phys. 50, 4831 (1969).
- D. Lindbo and A.-K. Tornberg, Spectrally accurate fast summation for periodic Stokes potentials, J. Comput. Phys. 229, 8994 (2010).
- C. Keller, N. I. M. Gould, and A. J. Wathen, Constraint preconditioning for indefinite linear systems, SIAM J. Matrix Anal. Appl. 21, 1300 (2000).
- A. A. Zick and G. M. Homsy, Stokes flow through periodic arrays of spheres, J. Fluid Mech. 115, 13 (1982).
- P. N. Segre, E. Herbolzheimer, and P. M. Chaikin, Long-Range Correlations in Sedimentation, Phys. Rev. Lett. 79, 2574 (1997).
- S. Asakura and F. Oosawa, On interaction between two bodies immersed in a solution of macromolecules, J. Chem. Phys. 22, 1255 (1954).
- A. J. C. Ladd, H. Gang, J. Zhu, and D. A. Weitz, Temporal and spatial dependence of hydrodynamic correlations: Simulation and experiment, Phys. Rev. E 52, 6550 (1995).
- M. G. Noro and D. Frenkel, Extended corresponding-states behavior for particles with variable range attractions, J. Chem. Phys. 113, 2941 (2000).
- A. Moncho-Jordá, A. A. Louis, and J. T. Padding, Effects of Interparticle Attractions on Colloidal Sedimentation, Phys. Rev. Lett. 104, 068301 (2010).
- B. Cichocki and K. Sadlej, Steady-state particle distribution of a dilute sedimenting suspension, EPL 72, 936 (2005).
- R. J. Baxter, Percus–Yevick equation for hard spheres with surface adhesion, J. Chem. Phys. 49, 2770 (1968).
- J. K. Percus and G. J. Yevick, Analysis of classical statistical mechanics by means of collective coordinates, Phys. Rev. 110, 1 (1958).
- C. Regnaut and J. C. Ravey, Erratum: Application of the adhesive sphere model to the structure of colloidal suspensions [J. Chem. Phys. 91, 1211 (1989)], J. Chem. Phys. 92, 03250(E) (1990).
- J. F. Richardson and W. N. Zaki, The sedimentation of a suspension of uniform spheres under conditions of viscous flow, Chem. Eng. Sci. 3, 65 (1954).
- B. Cichocki, M. L. Ekiel-Jeżewska, P. Szymczak, and E. Wajnryb, Three-particle contribution to sedimentation and collective diffusion in hard-sphere suspensions, J. Chem. Phys. 117, 1231 (2002).
- J.-Z. Xue, E. Herbolzheimer, M. A. Rutgers, W. B. Russel, and P. M. Chaikin, Diffusion, Dispersion, and Settling of Hard Spheres, Phys. Rev. Lett. 69, 1715 (1992).
- J.-C. Bacri, C. Frenois, M. Hoyos, R. Perzynski, N. Rakotomalala, and D. Salin, Acoustic study of suspension sedimentation, EPL 2, 123 (1986).
- S. Buzzaccaro, A. Tripodi, R. Rusconi, D. Vigolo, and R. Piazza, Kinetics of sedimentation in colloidal suspensions, J. Phys.: Condens. Matter 20, 494219 (2008).
- C. G. de Kruif, J. W. Jansen, and A. Vrij, Sterically stabilized silica colloid as a model supramolecular fluid, in Physics of Complex and Supramolecular Fluids, edited by S. A. Safran and N. A. Clark (John Wiley & Sons, New York, 1987), p. 315.
- R. Buscall, J. W. Goodwin, R. H. Ottewill, and T. F. Tadros, The settling of particles through Newtonian and non-Newtonian media, J. Colloid Interface Sci. 85, 78 (1982).
- A. J. C. Ladd, Hydrodynamic transport coefficients of random dispersions of hard spheres, J. Chem. Phys. 93, 3484 (1990).
- M. Muschol and F. Rosenberger, Interactions in undersaturated and supersaturated lysozyme solutions: Static and dynamic light scattering results, J. Chem. Phys. 103, 10424 (1995).
- R. Piazza, V. Peyre, and V. Degiorgio, “Sticky hard spheres” model of proteins near crystallization: A test based on the osmotic compressibility of lysozyme solutions, Phys. Rev. E 58, R2733 (1998).
- S. B. Dubin, N. A. Clark, and G. B. Benedek, Measurement of the rotational diffusion coefficient of lysozyme by depolarized light scattering: Configuration of lysozyme in solution, J. Chem. Phys. 54, 5158 (1971).
- M. Z. Bazant, B. D. Storey, and A. A. Kornyshev, Double Layer in Ionic Liquids: Overscreening Versus Crowding, Phys. Rev. Lett. 106, 046102 (2011).
- M. Boström, D. R. M. Williams, and B. W. Ninham, Specific Ion Effects: Why DLVO Theory Fails for Biology and Colloid Systems, Phys. Rev. Lett. 87, 168103 (2001).