Abstract
Dissipative particle dynamics (DPD) is a mesoscale particle method that bridges the gap between microscopic and macroscopic simulations. It can be regarded as a coarse-grained molecular dynamics method suitable for larger time and length scales. It has been successfully applied to different areas of interests, especially in modeling the hydrodynamic behavior of complex fluids in mesoscale. This paper presents an overview on DPD including the methodology, formulation, implementation procedure and some related numerical aspects. The paper also reviews the major applications of the DPD method, especially in modeling (1) micro drop dynamics, (2) multiphase flows in micro-channels and fracture networks, (3) movement and suspension of macromolecules in micro channels and (4) movement and deformation of single cells. The paper ends with some concluding remarks summarizing the major features and future possible development of this unique mesoscale modeling technique.
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References
Gardner JW, Varadan VK, Awadelkarim OO (2001) Microsensors, mems, and smart devices. Wiley, New York
Hsu T-R (2008) Mems & microsystems: design, manufacture, and nanoscale engineering. Wiley, New York
Ho CM, Tai YC (1998) Micro-electro-mechanical-systems (mems) and fluid flows. Annu Rev Fluid Mech 30(1):579–612
Karniadakis G, Be k k A, Aluru NR (2005) Microflows and nanoflows: fundamentals and simulation. Springer, New York
McAllister DV, Allen MG, Prausnitz MR (2000) Microfabricated microneedles for gene and drug delivery. Annu Rev Biomed Eng 2(1):289–313
Smith DE, Babcock HP, Chu S (1999) Single-polymer dynamics in steady shear flow. Science 283(5408):1724–1727
Bustamante C, Smith SB, Liphardt J, Smith D (2000) Single-molecule studies of DNA mechanics. Curr Opin Struc Biol 10(3):279–285
Bustamante C, Marko JF, Siggia ED, Smith S (1994) Entropic elasticity of lambda-phage DNA. Science 265(5178):1599–1600
Moeendarbary E, Ng TY, Zangeneh M (2009) Dissipative particle dynamics: introduction, methodology and complex fluid applications—a review. Int J Appl Mech 1(04):737–763
Curtin WA, Miller RE (2003) Atomistic/continuum coupling in computational materials science. Model Simul Mater Sci 11(3):R33
Koplik J, Banavar JR (1995) Continuum deductions from molecular hydrodynamics. Annu Rev Fluid Mech 27(1):257–292
Zienkiewicz OC, Taylor RL (1977) The finite element method. McGraw-hill, London
Hughes TJ (2012) The finite element method: linear static and dynamic finite element analysis. Courier Dover, New York
Liu GR, Quek SS (2003) Finite element method: a practical course: a practical course. Butterworth-Heinemann, Oxford
Liu GR, Trung NT (2010) Smoothed finite element methods. CRC Press, Boca Raton
Chung TJ (2002) Computational fluid dynamics. Cambridge University Press, Cambridge
Anderson JD (1995) Computational fluid dynamics: the basics with applications. McGraw-Hill, New York
Benson DJ (1992) Computational methods in lagrangian and eulerian hydrocodes. Comput Method Appl Mech Eng 99(2–3):235–394
Chow CY (1979) An introduction to computational fluid mechanics. Wiley, New York
Liu WK, Chen Y, Jun S, Chen JS, Belytschko T, Pan C, Uras RA, Chang CT (1996) Overview and applications of the reproducing kernel particle methods. Arch Comput Methods Eng 3(1):3–80
Belytschko T, Krongauz Y, Organ D, Fleming M, Krysl P (1996) Meshless methods: an overview and recent developments. Comput Method Appl Mech Eng 139(1–4):3–47
Liu GR, Liu MB (2003) Smoothed particle hydrodynamics: a meshfree particle method. World Scientific, Singapore
Liu GR (2002) Meshfree methods: moving beyond the finite element method. CRC Press, Boca Raton
Onate E, Idelsohn SR, Del Pin F, Aubry R (2004) The particle finite element method. An overview. Int J Comput Methods 1(2):267–307
Allen MP, Tildesley DJ (1987) Computer simulation of liquids. Oxford University Press, Oxford
Rapaport DC (2004) The art of molecular dynamics simulation. Cambridge University Press, Cambridge
Frenkel D, Smit B (2002) Understanding molecular simulation: from algorithms to applications. Academic Press, San Diego
Kresse G, Hafner J (1993) Ab initio molecular dynamics for liquid metals. Phys Rev B 47(1):558
Kresse G, Hafner J (1994) Ab initio molecular-dynamics simulation of the liquid-metal-amorphous-semiconductor transition in germanium. Phys Rev B 49(20):14251
Voter AF (2007) Introduction to the kinetic Monte Carlo method. In: Radiation effects in solids. Springer, New York, pp 1–23
Pan LS, Liu GR, Lam KY (1999) Determination of slip coefficient for rarefied gas flows using direct simulation monte carlo. J Micromech Microeng 9(1):89
Pan LS, Liu GR, Khoo BC, Song B (2000) A modified direct simulation monte carlo method for low-speed microflows. J Micromech Microeng 10(1):21
Ladd AJ (1994) Numerical simulations of particulate suspensions via a discretized boltzmann equation. Part 2. Numerical results. J Fluid Mech 271(1):311–339
He XY, Luo LS (1997) Theory of the lattice Boltzmann method: from the boltzmann equation to the lattice Boltzmann equation. Phys Rev E 56(6):6811
He XY, Luo LS (1997) A priori derivation of the lattice Boltzmann equation. Phys Rev E 55(6):R6333
Luo LS (1998) Unified theory of lattice Boltzmann models for nonideal gases. Phys Rev Lett 81(8):1618
Chen SY, Doolen GD (1998) Lattice Boltzmann method for fluid flows. Annu Rev Fluid Mech 30:329–364
Pomeau BHY, Frisch U (1986) Lattice-gas automata for the Navier–Stokes equation. Phys Rev Lett 56(14):1505
McNamara GR, Zanetti G (1988) Use of the Boltzmann equation to simulate lattice-gas automata. Phys Rev Lett 61(20):2332
Lucy LB (1977) A numerical approach to the testing of the fission hypothesis. Astron J 82(12):1013–1024
Gingold RA, Monaghan JJ (1977) Smoothed particle hydrodynamics-theory and application to non-spherical stars. Mon Not R Astron Soc 181:375–389
Monaghan JJ (1992) Smooth particle hydrodynamics. Annu Rev Astron Astr 30:543–574
Cleary PW, Prakash M, Ha J, Stokes N, Scott C (2007) Smooth particle hydrodynamics: status and future potential. Prog Comput Fluid Dy 7(2–4):70–90
Xu ZJ, Meakin P, Tartakovsky AM (2009) Diffuse-interface model for smoothed particle hydrodynamics. Phys Rev E 79(3):036702
Ren J, Ouyang J, Yang B, Jiang T, Mai H (2011) Simulation of container filling process with two inlets by improved smoothed particle hydrodynamics (sph) method. Int J Comput Fluid Dyn 25(7):365–386
Hu X, Adams N (2006) A multi-phase sph method for macroscopic and mesoscopic flows. J Comput Phys 213(2):844–861
Tartakovsky AM, Meakin P (2005) A smoothed particle hydrodynamics model for miscible flow in three-dimensional fractures and the two-dimensional rayleigh taylor instability. J Comput Phys 207(2):610–624
Aidun CK, Clausen JR (2010) Lattice-Boltzmann method for complex flows. Annu Rev Fluid Mech 42:439–472
Monaghan JJ (2005) Smoothed particle hydrodynamics. Rep Prog Phys 68(8):1703–1759
Liu MB, Liu GR (2010) Smoothed particle hydrodynamics (sph): an overview and recent developments. Arch Comput Methods Eng 17(1):25–76
Koumoutsakos P (2005) Multiscale flow simulations using particles. Annu Rev Fluid Mech 37:457–487
Sukop MC, Thorne DT Jr (2007) Lattice boltzmann modeling: an introduction for geoscientists and engineers. Springer, New York
Guo ZL, Shu C (2013) Lattice Boltzmann method and its applications in engineering. World Scientific, Singapore
Wolf-Gladrow DA (2000) Lattice-gas cellular automata and lattice boltzmann models: an introduction. Springer, New York
Hoogerbrugge PJ, Koelman J (1992) Simulating microscopic hydrodynamic phenomena with dissipative particle dynamics. Europhys Lett 19:155
Yan K, Chen YZ, Han JY, Liu GR, Wang JS, Hadjiconstantinou NG (2012) Dissipative particle dynamics simulation of field-dependent DNA mobility in nanoslits. Microfluid Nanofluid 12(1–4):157–163
Duong-Hong D, Wang JS, Liu GR, Chen YZ, Han JY, Hadjiconstantinou NG (2008) Dissipative particle dynamics simulations of electroosmotic flow in nano-fluidic devices. Microfluid Nanofluid 4(3):219–225
Wang R, Wang JS, Liu GR, Han JY, Chen YZ (2009) Simulation of DNA electrophoresis in systems of large number of solvent particles by coarsegrained hybrid molecular dynamics approach. J Comput Chem 30(4):505–513
Espanol P, Warren P (1995) Statistical mechanics of dissipative particle dynamics. Europhys Lett 30(4):191–196
Marsh C (1998) Theoretical aspects of dissipative particle dynamics. University of Oxford, Oxford
Groot RD, Warren PB (1997) Dissipative particle dynamics: bridging the gap between atomistic and mesoscopic simulation. J Chem Phys 107(11):4423
Pagonabarraga I, Frenkel D (2001) Dissipative particle dynamics for interacting systems. J Chem Phys 115:5015
Español P (1997) Fluid particle dynamics: a synthesis of dissipative particle dynamics and smoothed particle dynamics. Europhys Lett 39(6):605
Espanol P, Revenga M (2003) Smoothed dissipative particle dynamics. Phys Rev E 67(2):26705
Bock H, Gubbins KE, Klapp SHL (2007) Coarse graining of nonbonded degrees of freedom. Phys Rev Lett 98(26):267801. doi:10.1103/PhysRevLett.98.267801
Knotts TA IV, Rathore N, Schwartz DC, de Pablo JJ (2007) A coarse grain model for DNA. J Chem Phys 126(8):084901
Nielsen SO, Lopez CF, Srinivas G, Klein ML (2004) Coarse grain models and the computer simulation of soft materials. J Phys Condens Mat 16(15):R481
Fan XJ, Phan-Thien N, Chen S, Wu XH, Ng TY (2006) Simulating flow of DNA suspension using dissipative particle dynamics. Phys Fluids 18(6):063102. doi:10.1063/1.2206595
Pagonabarraga I, Hagen MHJ, Frenkel D (1998) Self-consistent dissipative particle dynamics algorithm. Europhys Lett 42(4):377–382
Irving J, Kirkwood JG (1950) The statistical mechanical theory of transport processes. IV. The equations of hydrodynamics. J Chem Phys 18:817
Liu MB, Meakin P, Huang H (2006) Dissipative particle dynamics with attractive and repulsive particle-particle interactions. Phys Fluids 18(1):017101. doi:10.1063/1.2163366
Liu MB, Meakin P, Huang H (2007) Dissipative particle dynamics simulation of fluid motion through an unsaturated fracture and fracture junction. J Comput Phys 222(1):110–130
Revenga M, Zuniga I, Espanol P, Pagonabarraga I (1998) Boundary models in dpd. Int J Mod Phys C 9(08):1319–1328
Altenhoff AM, Walther JH, Koumoutsakos P (2007) A stochastic boundary forcing for dissipative particle dynamics. J Comput Phys 225:1125–1136. doi:10.1016/j.jcp.2007.01.015
Fan XJ, Phan-Thien N, Yong NT, Wu X, Xu D (2003) Microchannel flow of a macromolecular suspension. Phys Fluids 15(1):11–21. doi:10.1063/1.1522750
Liu MB, Meakin P, Huang H (2007) Dissipative particle dynamics simulation of pore-scale flow. Water Resour Res 43:W04411. doi:10.1029/2006WR004856
Warren P (2003) Vapour–liquid coexistence in many-body dissipative particle dynamics. arXiv preprint cond-mat/0306027
Liu MB, Liu GR, Lam KY (2003) Constructing smoothing functions in smoothed particle hydrodynamics with applications. J Comput Appl Math 155(2):263–284
Nugent S, Posch HA (2000) Liquid drops and surface tension with smoothed particle applied mechanics. Phys Rev E 62(4):4968–4975
Lebowitz JL, Penrose O (1966) Rigorous treatment of the van der waalsmaxwell theory of the liquidvapor transition. J Math Phys 7:98
Larson R, Perkins T, Smith D, Chu S (1999) The hydrodynamics of a DNA molecule in a flow field. In: Flexible polymer chains in elongational flow. Springer, New York, pp 259–282
Vologodskii A (1994) DNA extension under the action of an external force. Macromolecules 27(20):5623–5625
Warren PB (1998) Dissipative particle dynamics: dynamic aspects of colloids and interfaces. Curr Opin Colloid Interface Sci 3(6):620–624
Koelman MVA, Hoogerbrugge PJ (1993) Dynamics simulation of hard-sphere suspensions under steady shear. Europhys Lett 21(3):363–368
Groot RD (2000) Mesoscopic simulation of polymer-surfactant aggregation. Langmuir 16(19):7493–7502
Schlijper AG, Hoogerbrugge PJ, Manke CW (1995) Computer simulation of dilute polymer solutions with the dissipative particle dynamics method. J Rheol 39:567
Groot RD, Rabone KL (2001) Mesoscopic simulation of cell membrane damage, morphology change and rupture by nonionic surfactants. Biophys J 81(2):725–736
Pan H, Ng T, Li H, Moeendarbary E (2010) Dissipative particle dynamics simulation of entropic trapping for DNA separation. Sens Actuat A Phys 157(2):328–335
Karniadakis GE, Beskok A, Aluru A (2005) Microflows and nanoflows: fundamentals and simulation. Springer, New York
Clark AT, Lal M, Ruddock JN, Warren PB (2000) Mesoscopic simulation of drops in gravitational and shear fields. Langmuir 16(15):6342–6350
Li Z, Hu GH, Wang ZL, Ma YB, Zhou ZW (2013) Three dimensional flow structures in a moving droplet on substrate: a dissipative particle dynamics study. Phys Fluids 25:072103
Zhang MK, Chen S, Shang Z (2012) Numerical simulation of a droplet motion in a grooved microchannel. Acta Phys Sin 61(3):034701. doi:10.7498/aps.61.034701
Merabia S, Pagonabarraga I (2006) A mesoscopic model for (de) wetting. Eur Phys J E 20(2):209–214
Tiwari A, Abraham J (2006) Dissipative-particle-dynamics model for two-phase flows. Phys Rev E 74(5):056701
Boistelle R, Astier J (1988) Crystallization mechanisms in solution. J Cryst Growth 90(1):14–30
De Gennes P-G (1985) Wetting: statics and dynamics. Rev Mod Phys 57(3):827
Bracke M, De Voeght F, Joos P (1989) The kinetics of wetting: the dynamic contact angle. In: Trends in colloid and interface science iii. Springer, New York, pp 142–149
Nativ R, Adar E, Dahan O, Geyh M (1995) Water recharge and solute transport through the vadose zone of fractured chalk under desert conditions. Water Resour Res 31(2):253–261
Scanlon BR, Tyler SW, Wierenga PJ (1997) Hydrologic issues in arid, unsaturated systems and implications for contaminant transport. Rev Geophys 35(4):461–490
Dragila MI, Weisbrod N (2004) Fluid motion through an unsaturated fracture junction. Water Resour Res 40(2):W02403
Kwicklis EM, Healy RW (1993) Numerical investigation of steady liquid water flow in a variably saturated fracture network. Water Resour Res 29(12):4091–4102
Persoff P, Pruess K (1995) Twophase flow visualization and relative permeability measurement in natural roughwalled rock fractures. Water Resour Res 31(5):1175–1186
Unverdi SO, Tryggvason G (1992) A front-tracking method for viscous, incompressible, multi-fluid flows. J Comput Phys 100(1):25–37
Harlow FH (1964) The particle-in-cell computing method for fluid dynamics. Methods Comput Phys 3:319–343
Hirt CW, Nichols BD (1981) Volume of fluid (vof) method for the dynamics of free boundaries. J Comput Phys 39(1):201–225
Sussman M, Smereka P, Osher S (1994) A level set approach for computing solutions to incompressible two-phase flow. J Comput Phys 114(1):146–159
Liu MB, Meakin P, Huang H (2007) Dissipative particle dynamics simulation of multiphase fluid flow in microchannels and microchannel networks. Phys Fluids 19(3):033302. doi:10.1063/1.2717182
Cupelli C, Henrich B, Glatzel T, Zengerle R, Moseler M, Santer M (2008) Dynamic capillary wetting studied with dissipative particle dynamics. N J Phys 10(4):043009
Huang H, Meakin P, Liu M, McCreery GE (2005) Modeling of multiphase fluid motion in fracture intersections and fracture networks. Geophys Res Lett 32(19):L19402. doi:10.1029/2005GL023899s
Chun K, Hashiguchi G, Fujita H (1999) Fabrication of array of hollow microcapillaries used for injection of genetic materials into animal/plant cells. Jpn J Appl Phys 38:279
Brazzle JD, Mohanty SK, Frazier AB (1999) Hollow metallic micromachined needles with multiple output ports. In: Symposium on micromachining and microfabrication, international society for optics and photonics
Lin L, Pisano AP (1999) Silicon-processed microneedles. J Microelectmech Syst 8(1):78–84
Chu S (1991) Laser manipulation of atoms and particles. Science 253(5022):861–866
Perkins TT, Quake SR, Smith DE, Chu S (1994) Relaxation of a single DNA molecule observed by optical microscopy. Science 264(5160):822–825 (AAAS-Weekly Paper Edition-including Guide to Scientific Information)
Perkins TT, Smith DE, Larson RG, Chu S (1995) Stretching of a single tethered polymer in a uniform flow. Science 268:83–83
Perkins TT, Smith DE, Chu S (1997) Single polymer dynamics in an elongational flow. Science 276(5321):2016–2021
Smith DE, Chu S (1998) Response of flexible polymers to a sudden elongational flow. Science 281(5381):1335–1340
Shrewsbury PJ, Muller SJ, Liepmann D (2001) Effect of flow on complex biological macromolecules in microfluidic devices. Biomed Microdevices 3(3):225–238
Cheon M, Chang I, Koplik J, Banavar J (2002) Chain molecule deformation in a uniform flow—a computer experiment. Europhys Lett 58(2):215
Tessier F, Labrie J, Slater GW (2002) Electrophoretic separation of long polyelectrolytes in submolecular-size constrictions: a Monte Carlo study. Macromolecules 35(12):4791–4800
Northrup SH, Allison SA, McCammon JA (1984) Brownian dynamics simulation of diffusioninfluenced bimolecular reactions. J Chem Phys 80:1517
Hur JS, Shaqfeh ES, Larson RG (2000) Brownian dynamics simulations of single DNA molecules in shear flow. J Rheol 44:713
Doyle PS, Shaqfeh ES (1998) Dynamic simulation of freely-draining, flexible bead-rod chains: start-up of extensional and shear flow. J Non-Newton Fluid 76(1):43–78
Doyle PS, Shaqfeh ES, Gast AP (1997) Dynamic simulation of freely draining flexible polymers in steady linear flows. J Fluid Mech 334:251–291
Doyle PS, Shaqfeh ES, McKinley GH, Spiegelberg SH (1998) Relaxation of dilute polymer solutions following extensional flow. J Non-Newton Fluid 76(1):79–110
Kong Y, Manke C, Madden W, Schlijper A (1997) Effect of solvent quality on the conformation and relaxation of polymers via dissipative particle dynamics. J Chem Phys 107:592
Spenley N (2000) Scaling laws for polymers in dissipative particle dynamics. Europhys Lett 49(4):534
Symeonidis V, Karniadakis GE, Caswell B (2005) Dissipative particle dynamics simulations of polymer chains: Scaling laws and shearing response compared to DNA experiments. Phys Rev Lett 95(7):076001
Wijmans C, Smit B (2002) Simulating tethered polymer layers in shear flow with the dissipative particle dynamics technique. Macromolecules 35(18):7138–7148
Symeonidis V, Karniadakis G, Caswell B (2005) Simulation of \(\lambda \)-phage DNA in microchannels using dissipative particle dynamics. Tech Sci 53(4):395–403
Chen S, Phan-Thien N, Fan XJ, Khoo BC (2004) Dissipative particle dynamics simulation of polymer drops in a periodic shear flow. J Non-Newton Fluid 118(1):65–81
Han J, Turner S, Craighead H (1999) Entropic trapping and escape of long DNA molecules at submicron size constriction. Phys Rev Lett 83(8):1688
Han J, Craighead H (2000) Separation of long DNA molecules in a microfabricated entropic trap array. Science 288(5468):1026–1029
Zhou LV, Liu MB, Chang JZ (2012) Dissipative particle dynamics simulations of macromolecules in micro-channels. Acta Polym Sin 7:720–727
Suresh S (2006) Mechanical response of human red blood cells in health and disease: some structure-property-function relationships. J Mater Res 21(08):1871–1877
Lee GY, Lim CT (2007) Biomechanics approaches to studying human diseases. Trends Biotechnol 25(3):111–118
Bathe M, Shirai A, Doerschuk CM, Kamm RD (2002) Neutrophil transit times through pulmonary capillaries: the effects of capillary geometry and fMLP-stimulation. Biophys J 83(4):1917–1933
Hou H, Li Q, Lee G, Kumar A, Ong C, Lim C (2009) Deformability study of breast cancer cells using microfluidics. Biomed Microdevices 11(3):557–564
Suresh S (2007) Biomechanics and biophysics of cancer cells. Acta Mater 55(12):3989–4014
Lim C, Zhou E, Quek S (2006) Mechanical models for living cells—a review. J Biomech 39(2):195–216
Schmid-Schönbein G, Sung K, Tözeren H, Skalak R, Chien S (1981) Passive mechanical properties of human leukocytes. Biophys J 36(1):243–256
Theret DP, Levesque M, Sato M, Nerem R, Wheeler L (1988) The application of a homogeneous half-space model in the analysis of endothelial cell micropipette measurements. J Biomech Eng 110(3):190–199
Mijailovich SM, Kojic M, Zivkovic M, Fabry B, Fredberg JJ (2002) A finite element model of cell deformation during magnetic bead twisting. J Appl Physiol 93(4):1429–1436
Jones WR, Ping Ting-Beall H, Lee GM, Kelley SS, Hochmuth RM, Guilak F (1999) Alterations in the young’s modulus and volumetric properties of chondrocytes isolated from normal and osteoarthritic human cartilage. J Biomech 32(2):119–127
Yeung A, Evans E (1989) Cortical shell-liquid core model for passive flow of liquid-like spherical cells into micropipets. Biophys J 56(1):139–149
Evans E, Yeung A (1989) Apparent viscosity and cortical tension of blood granulocytes determined by micropipet aspiration. Biophys J 56(1):151–160
Hochmuth R, Ting-Beall H, Beaty B, Needham D, Tran-Son-Tay R (1993) Viscosity of passive human neutrophils undergoing small deformations. Biophys J 64(5):1596–1601
Tran-Son-Tay R, Kan H-C, Udaykumar H, Damay E, Shyy W (1998) Rheological modelling of leukocytes. Med Biol Eng Comput 36(2):246–250
Agresar G, Linderman J, Tryggvason G, Powell K (1998) An adaptive, cartesian, front-tracking method for the motion, deformation and adhesion of circulating cells. J Comput Phys 143(2):346–380
Kan H-C, Shyy W, Udaykumar H, Vigneron P, Tran-Son-Tay R (1999) Effects of nucleus on leukocyte recovery. Ann Biomed Eng 27(5):648–655
N’dri N, Shyy W, Tran-Son-Tay R (2003) Computational modeling of cell adhesion and movement using a continuum-kinetics approach. Biophys J 85(4):2273–2286
Marella SV, Udaykumar H (2004) Computational analysis of the deformability of leukocytes modeled with viscous and elastic structural components. Phys Fluids 16:244
Leong FY, Li Q, Lim CT, Chiam K-H (2011) Modeling cell entry into a micro-channel. Biomech Model Mechanobiol 10(5):755–766
Discher DE, Boal DH, Boey SK (1998) Simulations of the erythrocyte cytoskeleton at large deformation. II. Micropipette aspiration. Biophys J 75(3):1584–1597
Li J, Dao M, Lim C, Suresh S (2005) Spectrin-level modeling of the cytoskeleton and optical tweezers stretching of the erythrocyte. Biophys J 88(5):3707–3719
Pivkin IV, Karniadakis GE (2008) Accurate coarse-grained modeling of red blood cells. Phys Rev Lett 101(11):118105
Tomaiuolo G, Preziosi V, Simeone M, Guido S, Ciancia R, Martineelli V, Rinaldi C, Rotoli B (2007) A methodology to study the deformability of red blood cells flowing in microcapillaries in vitro. Ann ’Ist Super sanità 43(2):186–192
Fedosov DA, Caswell B, Karniadakis GE (2010) Systematic coarse-graining of spectrin-level red blood cell models. Comput Method Appl Mech Eng 199(29):1937–1948
Fedosov DA, Caswell B, Karniadakis GE (2011) Wall shear stress-based model for adhesive dynamics of red blood cells in malaria. Biophys J 100(9):2084–2093
Zhou LV, Liu MB, Chang JZ (2012) Dissipative particle dynamics simulations of cell micropipetting. Adances in computational mechanics of granular materials. Dalian University of Technology Press, Dalian
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Liu, M.B., Liu, G.R., Zhou, L.W. et al. Dissipative Particle Dynamics (DPD): An Overview and Recent Developments. Arch Computat Methods Eng 22, 529–556 (2015). https://doi.org/10.1007/s11831-014-9124-x
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DOI: https://doi.org/10.1007/s11831-014-9124-x