Hydrodynamic interactions and Brownian forces in colloidal suspensions: coarse-graining over time and length scales.

We describe in detail how to implement a coarse-grained hybrid molecular dynamics and stochastic rotation dynamics simulation technique that captures the combined effects of Brownian and hydrodynamic forces in colloidal suspensions. The importance of carefully tuning the simulation parameters to correctly resolve the multiple time and length scales of this problem is emphasized. We systematically analyze how our coarse-graining scheme resolves dimensionless hydrodynamic numbers such as the Reynolds number Re, which indicates the importance of inertial effects, the Schmidt number Sc, which indicates whether momentum transport is liquidlike or gaslike, the Mach number, which measures compressibility effects, the Knudsen number, which describes the importance of noncontinuum molecular effects, and the Peclet number, which describes the relative effects of convective and diffusive transport. With these dimensionless numbers in the correct regime the many Brownian and hydrodynamic time scales can be telescoped together to maximize computational efficiency while still correctly resolving the physically relevant processes. We also show how to control a number of numerical artifacts, such as finite-size effects and solvent-induced attractive depletion interactions. When all these considerations are properly taken into account, the measured colloidal velocity autocorrelation functions and related self-diffusion and friction coefficients compare quantitatively with theoretical calculations. By contrast, these calculations demonstrate that, notwithstanding its seductive simplicity, the basic Langevin equation does a remarkably poor job of capturing the decay rate of the velocity autocorrelation function in the colloidal regime, strongly underestimating it at short times and strongly overestimating it at long times. Finally, we discuss in detail how to map the parameters of our method onto physical systems and from this extract more general lessons-keeping in mind that there is no such thing as a free lunch-that may be relevant for other coarse-graining schemes such as lattice Boltzmann or dissipative particle dynamics.

[1]  W. PEDDIE,et al.  The Scientific Papers of James Clerk Maxwell , 1927, Nature.

[2]  J. M. J. van Leeuwen,et al.  Asymptotic Time Behavior of Correlation Functions , 1970 .

[3]  Graeme A. Bird,et al.  Direct Simulation and the Boltzmann Equation , 1970 .

[4]  B. Alder,et al.  Decay of the Velocity Autocorrelation Function , 1970 .

[5]  G. Batchelor,et al.  The hydrodynamic interaction of two small freely-moving spheres in a linear flow field , 1972, Journal of Fluid Mechanics.

[6]  A. Martin-Löf,et al.  Fluctuating hydrodynamics and Brownian motion , 1973 .

[7]  J. Happel,et al.  Low Reynolds number hydrodynamics: with special applications to particulate media , 1973 .

[8]  D. Lévesque,et al.  Long-Time Behavior of the Velocity Autocorrelation Function for a Fluid of Soft Repulsive Particles , 1974 .

[9]  D. Ermak A computer simulation of charged particles in solution. I. Technique and equilibrium properties , 1975 .

[10]  E. J. Hinch,et al.  Application of the Langevin equation to fluid suspensions , 1975, Journal of Fluid Mechanics.

[11]  I. R. Mcdonald,et al.  Theory of simple liquids , 1998 .

[12]  A. Vrij,et al.  Polymers at Interfaces and the Interactions in Colloidal Dispersions , 1976 .

[13]  J. Hynes Statistical Mechanics of Molecular Motion in Dense Fluids , 1977 .

[14]  E. Purcell Life at Low Reynolds Number , 2008 .

[15]  D. Ermak,et al.  Brownian dynamics with hydrodynamic interactions , 1978 .

[16]  J. Lebowitz,et al.  Transport properties of the Lorentz gas: Fourier's law , 1978 .

[17]  R. Kapral,et al.  Molecular theory of translational diffusion: Microscopic generalization of the normal velocity boundary condition , 1979 .

[18]  G L Paul,et al.  Observation of a long-time tail in Brownian motion , 1981 .

[19]  N. Clark,et al.  Lattice dynamics of colloidal crystals , 1982 .

[20]  George M. Homsy,et al.  Stokes flow through periodic arrays of spheres , 1982, Journal of Fluid Mechanics.

[21]  H. Berg Random Walks in Biology , 2018 .

[22]  J. Banavar,et al.  Computer Simulation of Liquids , 1988 .

[23]  B. U. Felderhof,et al.  Long‐time self‐diffusion coefficient and zero‐frequency viscosity of dilute suspensions of spherical Brownian particles , 1988 .

[24]  D. Weitz,et al.  Nondiffusive Brownian motion studied by diffusing-wave spectroscopy. , 1989, Physical review letters.

[25]  D. A. Saville,et al.  Colloidal Dispersions: ACKNOWLEDGEMENTS , 1989 .

[26]  J. Koelman,et al.  Simulating microscopic hydrodynamic phenomena with dissipative particle dynamics , 1992 .

[27]  Ladd Short-time motion of colloidal particles: Numerical simulation via a fluctuating lattice-Boltzmann equation. , 1993, Physical review letters.

[28]  Kurt Kremer,et al.  Molecular dynamics simulation of a polymer chain in solution , 1993 .

[29]  L. Bocquet,et al.  Hydrodynamic boundary conditions, correlation functions, and Kubo relations for confined fluids. , 1994, Physical review. E, Statistical physics, plasmas, fluids, and related interdisciplinary topics.

[30]  Russel,et al.  Hydrodynamic interaction of particles with grafted polymer brushes and applications to rheology of colloidal dispersions. , 1995, Physical review. E, Statistical physics, plasmas, fluids, and related interdisciplinary topics.

[31]  P. Español,et al.  Statistical Mechanics of Dissipative Particle Dynamics. , 1995 .

[32]  Ladd,et al.  Hydrodynamic screening in sedimenting suspensions of non-Brownian spheres. , 1996, Physical review letters.

[33]  W. Steckelmacher Molecular gas dynamics and the direct simulation of gas flows , 1996 .

[34]  Jan K. G. Dhont,et al.  An introduction to dynamics of colloids , 1996 .

[35]  A. Malevanets,et al.  Mesoscopic model for solvent dynamics , 1999 .

[36]  Daniel D. Joseph Interrogation of Direct Numerical Simulation of Solid-Liquid Flow , 1999 .

[37]  D. Ende,et al.  Steady shear behavior of polymerically stabilized suspensions: Experiments and lubrication based modeling , 1999 .

[38]  C. Lowe,et al.  An alternative approach to dissipative particle dynamics , 1999 .

[39]  Lydéric Bocquet,et al.  Large Slip Effect at a Nonwetting Fluid-Solid Interface , 1999 .

[40]  A. Malevanets,et al.  Solute molecular dynamics in a mesoscale solvent , 2000 .

[41]  Hansen,et al.  Can polymer coils Be modeled as "Soft colloids"? , 2000, Physical review letters.

[42]  H. Lekkerkerker,et al.  Predicting the gas-liquid critical point from the second virial coefficient , 2000 .

[43]  Tanaka,et al.  Simulation method of colloidal suspensions with hydrodynamic interactions: fluid particle dynamics , 2000, Physical review letters.

[44]  J. M. Yeomans,et al.  Dynamics of short polymer chains in solution , 2000 .

[45]  I. Pagonabarraga,et al.  Dissipative particle dynamics for interacting systems , 2001, cond-mat/0105075.

[46]  T. Ihle,et al.  Stochastic rotation dynamics: a Galilean-invariant mesoscopic model for fluid flow. , 2001, Physical review. E, Statistical, nonlinear, and soft matter physics.

[47]  Raymond Kapral,et al.  Cluster structure and dynamics in a mesoscopic solvent , 2001 .

[48]  A. Ladd,et al.  Lattice-Boltzmann Simulations of Particle-Fluid Suspensions , 2001 .

[49]  John F. Brady,et al.  Accelerated Stokesian Dynamics simulations , 2001, Journal of Fluid Mechanics.

[50]  T. Ihle,et al.  Erratum: Multi-particle collision dynamics: Flow around a circular and a square cylinder , 2001, cond-mat/0110148.

[51]  S. Succi The Lattice Boltzmann Equation for Fluid Dynamics and Beyond , 2001 .

[52]  Jt Johan Padding,et al.  Uncrossability constraints in mesoscopic polymer melt simulations: Non-rouse behavior of C120H242 , 2001 .

[53]  Christos N. Likos,et al.  EFFECTIVE INTERACTIONS IN SOFT CONDENSED MATTER PHYSICS , 2001 .

[54]  A. Louis,et al.  Effective potentials for polymers and colloids: beyond the van der Waals picture of fluids? , 2001, Philosophical Transactions of the Royal Society of London. Series A: Mathematical, Physical and Engineering Sciences.

[55]  Jt Johan Padding,et al.  Time and length scales of polymer melts studied by coarse-grained molecular dynamics simulations , 2002 .

[56]  A. Ladd,et al.  Effects of container walls on the velocity fluctuations of sedimenting spheres. , 2001, Physical review letters.

[57]  A. Ladd,et al.  Lubrication corrections for lattice-Boltzmann simulations of particle suspensions. , 2002, Physical review. E, Statistical, nonlinear, and soft matter physics.

[58]  A. Louis Beware of density dependent pair potentials , 2002, cond-mat/0205110.

[59]  G. Gompper,et al.  Mesoscopic solvent simulations: multiparticle-collision dynamics of three-dimensional flows. , 2002, Physical review. E, Statistical, nonlinear, and soft matter physics.

[60]  Effective forces in colloidal mixtures: from depletion attraction to accumulation repulsion. , 2001, Physical review. E, Statistical, nonlinear, and soft matter physics.

[61]  A. F. Bakker,et al.  The role of sound propagation in concentrated colloidal suspensions , 2002 .

[62]  Paul Bartlett,et al.  Propagation of hydrodynamic interactions in colloidal suspensions. , 2002, Physical review letters.

[63]  Hirotada Ohashi,et al.  Development of a Simulation Model for Solid Objects Suspended in a Fluctuating Fluid , 2002 .

[64]  K. Kremer,et al.  Dissipative particle dynamics: a useful thermostat for equilibrium and nonequilibrium molecular dynamics simulations. , 2003, Physical review. E, Statistical, nonlinear, and soft matter physics.

[65]  Kinetics of depletion interactions , 2002, cond-mat/0208322.

[66]  T Ihle,et al.  Stochastic rotation dynamics. I. Formalism, Galilean invariance, and Green-Kubo relations. , 2003, Physical review. E, Statistical, nonlinear, and soft matter physics.

[67]  Transition to turbulence in particulate pipe flow. , 2003, Physical review letters.

[68]  Depletion forces in nonequilibrium. , 2003, Physical review letters.

[69]  J. Skinner,et al.  Hydrodynamic boundary conditions, the Stokes–Einstein law, and long-time tails in the Brownian limit , 2003 .

[70]  T Ihle,et al.  Stochastic rotation dynamics. II. Transport coefficients, numerics, and long-time tails. , 2003, Physical review. E, Statistical, nonlinear, and soft matter physics.

[71]  J. Boon The Lattice Boltzmann Equation for Fluid Dynamics and Beyond , 2003 .

[72]  J. F. Ryder,et al.  Transport coefficients of a mesoscopic fluid dynamics model , 2003, cond-mat/0302451.

[73]  I. Pagonabarraga,et al.  Simulating colloid hydrodynamics with lattice Boltzmann methods , 2004 .

[74]  Gerhard Gompper,et al.  Low-Reynolds-number hydrodynamics of complex fluids by multi-particle-collision dynamics , 2004 .

[75]  J T Padding,et al.  Hydrodynamic and brownian fluctuations in sedimenting suspensions. , 2004, Physical review letters.

[76]  Sabine H. L. Klapp,et al.  Why are effective potentials 'soft'? , 2004 .

[77]  Raymond Kapral,et al.  Friction and diffusion of a Brownian particle in a mesoscopic solvent. , 2004, The Journal of chemical physics.

[78]  Kurt Binder,et al.  Computational Soft Matter: from Synthetic Polymers to Proteins ; NIC Winter School, 29 February - 6 March 2004, Gustav-Stresemann-Institut, Bonn, Germany - Poster Abstracts , 2004 .

[79]  Vladimir Lobaskin,et al.  A new model for simulating colloidal dynamics , 2004 .

[80]  Robin Ball,et al.  Continuous shear thickening transitions in model concentrated colloids—The role of interparticle forces , 2004 .

[81]  D. Frenkel,et al.  Discrete solution of the electrokinetic equations. , 2004, The Journal of chemical physics.

[82]  Christian Holm,et al.  Electrophoretic mobility of a charged colloidal particle: a computer simulation study , 2004 .

[83]  A. F. Bakker,et al.  The influence of time-dependent hydrodynamics on polymer centre-of-mass motion , 2004 .

[84]  Jeffrey F. Morris,et al.  Stationary shear flow around fixed and free bodies at finite Reynolds number , 2004, Journal of Fluid Mechanics.

[85]  C M Pooley,et al.  Kinetic theory derivation of the transport coefficients of stochastic rotation dynamics. , 2005, The journal of physical chemistry. B.

[86]  J. Yeomans,et al.  Modeling a tethered polymer in Poiseuille flow. , 2005, The Journal of chemical physics.

[87]  Hiroshi Noguchi,et al.  Dynamics of fluid vesicles in shear flow: effect of membrane viscosity and thermal fluctuations. , 2005, Physical review. E, Statistical, nonlinear, and soft matter physics.

[88]  S. Quake,et al.  Microfluidics: Fluid physics at the nanoliter scale , 2005 .

[89]  David R Emerson,et al.  Lattice Boltzmann simulation of rarefied gas flows in microchannels. , 2005, Physical review. E, Statistical, nonlinear, and soft matter physics.

[90]  M. Cates,et al.  Fluctuating lattice Boltzmann , 2004, cond-mat/0402598.

[91]  T Ihle,et al.  Equilibrium calculation of transport coefficients for a fluid-particle model. , 2005, Physical review. E, Statistical, nonlinear, and soft matter physics.

[92]  Venkat Ganesan,et al.  A coarse-grained explicit solvent simulation of rheology of colloidal suspensions. , 2005, The Journal of chemical physics.

[93]  I. Pagonabarraga,et al.  Colloidal Jamming at Interfaces: A Route to Fluid-Bicontinuous Gels , 2005, Science.

[94]  G Gompper,et al.  Dynamic regimes of fluids simulated by multiparticle-collision dynamics. , 2005, Physical review. E, Statistical, nonlinear, and soft matter physics.

[95]  H. Herrmann,et al.  Simulation of claylike colloids. , 2005, Physical review. E, Statistical, nonlinear, and soft matter physics.

[96]  J. F. Ryder,et al.  Kinetics of the polymer collapse transition: the role of hydrodynamics. , 2005, Physical review. E, Statistical, nonlinear, and soft matter physics.

[97]  E. Florin,et al.  Direct observation of nondiffusive motion of a Brownian particle. , 2005, Physical review letters.

[98]  J. Vermant,et al.  Flow-induced structure in colloidal suspensions , 2005 .

[99]  J. T. Padding,et al.  Stick boundary conditions and rotational velocity auto-correlation functions for colloidal particles in a coarse-grained representation of the solvent , 2005 .

[100]  A. Chatterji,et al.  Combining molecular dynamics with Lattice Boltzmann: a hybrid method for the simulation of (charged) colloidal systems. , 2005, The Journal of chemical physics.

[101]  R. Yamamoto,et al.  Simulation method to resolve hydrodynamic interactions in colloidal dispersions. , 2004, Physical review. E, Statistical, nonlinear, and soft matter physics.

[102]  Hajime Tanaka,et al.  Viscoelastic phase separation in soft matter: Numerical-simulation study on its physical mechanism , 2006 .

[103]  Physics Reports , 2022 .