Abstract
Human blood can be approximated as a dense suspension of red blood cells in plasma. Here, we present two models we recently developed to investigate blood flow on different scales: in the first part of the paper we concentrate on describing individual cells or model systems such as vesicles with high resolution in order to understand the underlying fundamental properties of bulk hemodynamics. Here, we combine a lattice Boltzmann solver for the plasma with an immersed boundary algorithm to describe the cell or vesicle membranes. This method allows a detailed study of individual particles in complex hydrodynamic situations. Further, this model can be used to provide parameters for a more coarse-grained approach: in that second approach we simplify much further than existing particulate models. We find the essential ingredients for a minimalist description that still recovers hemorheology. These ingredients include again a lattice Boltzmann method describing hydrodynamic long range interactions mediated by the plasma between cells. The cells themselves are simplified as rigid ellipsoidal particles, where we describe the more complex short-range behavior by anisotropic model potentials. Recent results on the behaviour of single viscous red blood cells and vesicles in confined flow situations are shown alongside with results from the validation of our simplified model involving thousands or even millions of cells.
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H.L. Goldsmith, R. Skalak, Hemodynamics. Annu. Rev. Fluid Mech. 7, 213–247 (1975)
E. Evans, Y.C. Fung, Improved measurements of the erythrocyte geometry. Microvasc. Res. 4, 335–347 (1972)
J. Boyd, J.M. Buick, S. Green, Analysis of the Casson and Carreau-Yasuda non-Newtonian blood models in steady and oscillatory flows using the lattice Boltzmann method. Phys. Fluids 19, 093103 (2007)
H. Noguchi, G. Gompper, Shape transitions of fluid vesicles and red blood cells in capillary flows. Proc. Natl. Acad. Sci. USA 102, 14159–14164 (2005)
M.M. Dupin, I. Halliday, C.M. Care, L. Alboul, L.L. Munn, Modeling the flow of dense suspensions of deformable particles in three dimensions. Phys. Rev. E 75, 066707 (2007)
J. Wu, C.K. Aidun, Simulating 3D deformable particle suspensions using lattice boltzmann method with discrete external boundary force. Int. J. Numer. Methods Fluids 62(7), 765–783 (2010)
T. Krüger, F. Varnik, D. Raabe, Efficient and accurate simulations of deformable particles immersed in a fluid using a combined immersed boundary lattice Boltzmann finite element method. Comput. Math. Appl. 61, 3485–3505 (2011)
T. Krüger, F. Varnik, D. Raabe, Particle stress in suspensions of soft objects. Philos. Trans. R. Soc. Lond. A 369, 2414–2421 (2011)
C. Sun, C. Migliorini, L.L. Munn, Red blood cells initiate leukocyte rolling in postcapillary expansions: a lattice boltzmann analysis. Biophys. J. 85(1), 208–222 (2003)
T. Hyakutake, T. Matsumoto, S. Yanase, Lattice Boltzmann simulation of blood cell behavior at microvascular bifurcations. Math. Comput. Simul. 72(2–6), 134–140 (2006)
F. Janoschek, F. Toschi, J. Harting, Simplified particulate model for coarse-grained hemodynamics simulations. Phys. Rev. E 82, 056710 (2010)
T.M. Fischer, Is the surface area of the red cell membrane skeleton locally conserved? Biophys. J. 61, 298 (1992)
B. Kaoui, J. Harting, C. Misbah, Two-dimensional vesicle dynamics under shear flow: effect of confinement. Phys. Rev. E 83, 066319 (2011)
B. Kaoui, T. Krüger, J. Harting, How does confinement affect the dynamics of viscous vesicles and red blood cells? Soft Matter 8, 9246 (2012)
S. Succi, The Lattice Boltzmann Equation for Fluid Dynamics and Beyond. Numerical Mathematics and Scientific Computation (Oxford University Press, Oxford, 2001)
C. Peskin, The immersed boundary method. Acta Numer. 11, 479 (2002)
C.K. Aidun, Y. Lu, E.-J. Ding, Direct analysis of particulate suspensions with inertia using the discrete Boltzmann equation. J. Fluid Mech. 373, 287–311 (1998)
N.-Q. Nguyen, A.J.C. Ladd, Lubrication corrections for lattice-Boltzmann simulations of particle suspensions. Phys. Rev. E 66, 046708 (2002)
S. Chien, Shear dependence of effective cell volume as a determinant of blood viscosity. Science 168, 977–979 (1970)
B.J. Berne, P. Pechukas, Gaussian model potentials for molecular interactions. J. Chem. Phys. 56, 4213–4216 (1972)
J. Harting, J. Chin, M. Venturoli, P.V. Coveney, Large-scale lattice boltzmann simulations of complex fluids: advances through the advent of computational grids. Philos. Trans. R. Soc. Lond. A 363, 1895–1915 (2005)
F. Janoschek, F. Toschi, J. Harting, Simulations of blood flow in plain cylindrical and constricted vessels with single cell resolution. Macromol. Theory Simul. 20, 562 (2011)
F. Günther, F. Janoschek, S. Frijters, J. Harting, Lattice boltzmann simulations of anisotropic particles at liquid interfaces. Comput. Fluids 80, 184 (2013)
J. Harting, T. Zauner, A. Narvaez, R. Hilfer, Flow in porous media and driven colloidal suspensions, in High Performance Computing in Science and Engineering ’08, ed. by W. Nagel, D. Kröner, M. Resch (Springer, Berlin, 2008)
S. Schmieschek, A. Narváez Salazar, J. Harting, Multi relaxation time lattice boltzmann simulations of multiple component fluid flows in porous media, in High Performance Computing in Science and Engineering ’12, ed. by W. Nagel, D. Kröner, M. Resch (Springer, Berlin, 2013), p. 39
A.M. Forsyth, J.D. Wan, P.D. Owrutsky, M. Abkarian, H.A. Stone, Multiscale approach to link red blood cell dynamics, shear viscosity, and atp release. Proc. Natl. Acad. Sci. USA 108, 10986 (2011)
V. Vitkova, M.-A. Mader, B. Polack, C. Misbah, T. Podgorski, Micro-macro link in rheology of erythrocyte and vesicle suspensions. Biophys. J. 95, L33 (2008)
S. Keller, R. Skalak, Motion of a tank-treading ellipsoidal particle in a shear flow. J. Fluid Mech. 120, 27 (1982)
J. Beaucourt, F. Rioual, T. Seon, T. Biben, C. Misbah, Steady to unsteady dynamics of a vesicle in a flow. Phys. Rev. E 69, 011906 (2004)
V. Kantsler, V. Steinberg, Transition to tumbling and two regimes of tumbling motion of a vesicle in shear flow. Phys. Rev. Lett. 96, 036001 (2006)
G.B. Jeffery, The motion of ellipsoidal particles immersed in a viscous fluid. Proc. R. Soc. Lond. A 102, 161 (1922)
H. Noguchi, G. Gompper, Swinging and tumbling of fluid vesicles in shear flow. Phys. Rev. Lett. 98, 128103 (2007)
V.V. Lebedev, K.S. Turitsyn, S.S. Vergeles, Dynamics of nearly spherical vesicles in an external flow. Phys. Rev. Lett. 99, 218101 (2007)
B. Kaoui, A. Farutin, C.C. Misbah, Vesicles under simple shear flow: elucidating the role of relevant control parameters. Phys. Rev. E 80, 061905 (2009)
J. Deschamps, V. Kantsler, V. Steinberg, Phase diagram of single vesicle dynamical states in shear flow. Phys. Rev. Lett. 102, 118105 (2009)
T. Krüger, S. Frijters, F. Günther, B. Kaoui, J. Harting, Numerical simulations of complex fluid-fluid interface dynamics. Eur. Phys. J. Spec. Topics 222, 177 (2013)
A.J. Wagner, J.M. Yeomans, Phase separation under shear in two-dimensional binary fluids. Phys. Rev. E 59, 4366–4373 (1999)
F. Janoschek, F. Mancini, J. Harting, F. Toschi, Rotational behavior of red blood cells in suspension—a mesoscale simulation study. Philos. Trans. R. Soc. Lond. A 369(1944), 2337–2344 (2011)
A.S. Popel, P.C. Johnson, Microcirculation and hemorheology. Annu. Rev. Fluid Mech. 37(1), 43–69 (2005)
A.R. Pries, D. Neuhaus, P. Gaehtgens, Blood viscosity in tube flow: dependence on diameter and hematocrit. Am. J. Physiol. Heart Circ. Physiol. 263(6), H1770–1778 (1992)
T.W. Secomb, Mechanics of red blood cells and blood flow in narrow tubes, in Modeling and Simulation of Capsules and Biological Cells, ed. by C. Pozrikidis (Chapman & Hall, London, 2003), pp. 163–196
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We thank the Scientific Supercomputing Center Karlsruhe for providing the computing time and technical support for the presented work.
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Harting, J., Janoschek, F., Kaoui, B., Krüger, T., Toschi, F. (2013). Simplified Models for Coarse-Grained Hemodynamics Simulations. In: Nagel, W., Kröner, D., Resch, M. (eds) High Performance Computing in Science and Engineering ‘13. Springer, Cham. https://doi.org/10.1007/978-3-319-02165-2_4
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DOI: https://doi.org/10.1007/978-3-319-02165-2_4
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