smoothed dissipative particle dynamics - brown … · smoothed dissipative particle dynamics:...

57
Smoothed Dissipative Particle Dynamics Smoothed Dissipative Particle Dynamics: theory and applications to complex fluids Marco Ellero Zienkiewicz Centre for Computational Engineering (ZCCE) College of Engineering, Swansea University Bay Campus Swansea SA1 8EN, United Kingdom 2015 DPD Workshop September 21-23, 2015, Shanghai University

Upload: duongdan

Post on 03-May-2018

231 views

Category:

Documents


5 download

TRANSCRIPT

Page 1: Smoothed Dissipative Particle Dynamics - Brown … · Smoothed Dissipative Particle Dynamics: theory and applications to complex fluids Marco Ellero ... Polymeric fluid: macroscopic

Smoothed Dissipative Particle DynamicsSmoothed Dissipative Particle Dynamics: theory and applications to complex fluids

Marco Ellero

Zienkiewicz Centre for Computational Engineering (ZCCE) College of Engineering, Swansea University Bay CampusSwansea SA1 8EN, United Kingdom

2015 DPD Workshop

September 21-23, 2015, Shanghai University

Page 2: Smoothed Dissipative Particle Dynamics - Brown … · Smoothed Dissipative Particle Dynamics: theory and applications to complex fluids Marco Ellero ... Polymeric fluid: macroscopic

Swansea - Wales - Bay CampusSwansea - Wales - Bay Campus

Page 3: Smoothed Dissipative Particle Dynamics - Brown … · Smoothed Dissipative Particle Dynamics: theory and applications to complex fluids Marco Ellero ... Polymeric fluid: macroscopic

AcknowledgmentsAcknowledgments

* Pep Español (UNED Madrid)* Nikolaus Adams (TUM)* Adolfo Vazquez-Quesada (Swansea U.)* Xiangyu Hu (TUM)* Xin Bian (Brown U.)* Sergey Litvinov (ETH)

Page 4: Smoothed Dissipative Particle Dynamics - Brown … · Smoothed Dissipative Particle Dynamics: theory and applications to complex fluids Marco Ellero ... Polymeric fluid: macroscopic

Outline:Outline:

Smoothed Particle Hydrodynamics (continuum)Smoothed Particle Hydrodynamics (continuum)

Dissipative Particle Dynamics (mesoscopic)Dissipative Particle Dynamics (mesoscopic)

Smoothed Dissipative Particle DynamicsSmoothed Dissipative Particle Dynamics

Page 5: Smoothed Dissipative Particle Dynamics - Brown … · Smoothed Dissipative Particle Dynamics: theory and applications to complex fluids Marco Ellero ... Polymeric fluid: macroscopic

Part I: theory

Page 6: Smoothed Dissipative Particle Dynamics - Brown … · Smoothed Dissipative Particle Dynamics: theory and applications to complex fluids Marco Ellero ... Polymeric fluid: macroscopic

I. What is S-DPD?

Page 7: Smoothed Dissipative Particle Dynamics - Brown … · Smoothed Dissipative Particle Dynamics: theory and applications to complex fluids Marco Ellero ... Polymeric fluid: macroscopic

Smoothed Dissipative Particle Dynamics (SDPD) Español, Revenga, Phys. Rev E, E 67: 026705 (2003)

Smoothed Dissipative Particle DynamicsSmoothed Dissipative Particle Dynamics

Page 8: Smoothed Dissipative Particle Dynamics - Brown … · Smoothed Dissipative Particle Dynamics: theory and applications to complex fluids Marco Ellero ... Polymeric fluid: macroscopic

General Equation for Non-Equilibrium Reversible-Irreversible Coupling (GENERIC) Öttinger,Grmela Phys. Rev E, E 56: 6620–6632 (1997)

Smoothed Dissipative Particle Dynamics (SDPD) Español, Revenga, Phys. Rev E, E 67: 026705 (2003)

Smoothed Dissipative Particle DynamicsSmoothed Dissipative Particle Dynamics

Total energy E conserved (1st Law Thermodynamics)

Page 9: Smoothed Dissipative Particle Dynamics - Brown … · Smoothed Dissipative Particle Dynamics: theory and applications to complex fluids Marco Ellero ... Polymeric fluid: macroscopic

General Equation for Non-Equilibrium Reversible-Irreversible Coupling (GENERIC) Öttinger,Grmela Phys. Rev E, E 56: 6620–6632 (1997)

Smoothed Dissipative Particle Dynamics (SDPD) Español, Revenga, Phys. Rev E, E 67: 026705 (2003)

Smoothed Dissipative Particle DynamicsSmoothed Dissipative Particle Dynamics

Total energy E conserved (1st Law Thermodynamics) Monotonic entropy increase S (2nd Law Thermodynamics

Page 10: Smoothed Dissipative Particle Dynamics - Brown … · Smoothed Dissipative Particle Dynamics: theory and applications to complex fluids Marco Ellero ... Polymeric fluid: macroscopic

General Equation for Non-Equilibrium Reversible-Irreversible Coupling (GENERIC) Öttinger,Grmela Phys. Rev E, E 56: 6620–6632 (1997)

Total energy E conserved (1st Law Thermodynamics) Monotonic entropy increase S (2nd Law Thermodynamics) Fluctuation Dissipation Theorem (FDT)

Smoothed Dissipative Particle Dynamics (SDPD) Español, Revenga, Phys. Rev E, E 67: 026705 (2003)

Smoothed Dissipative Particle DynamicsSmoothed Dissipative Particle Dynamics

Page 11: Smoothed Dissipative Particle Dynamics - Brown … · Smoothed Dissipative Particle Dynamics: theory and applications to complex fluids Marco Ellero ... Polymeric fluid: macroscopic

Conservative (pressure) forcesConservative (pressure) forces

Fluid particle density/volume Non-local repulsive forces

Page 12: Smoothed Dissipative Particle Dynamics - Brown … · Smoothed Dissipative Particle Dynamics: theory and applications to complex fluids Marco Ellero ... Polymeric fluid: macroscopic

Conservative (pressure) forcesConservative (pressure) forces

Discrete representation pressure gradient (Euler equations): Smoothed Particle Hydrodynamics

L.B. Lucy, Astron. J. 82 (12) (1977) 1013–1924.R.A. Gingold, J.J. Monaghan,, Monthly Notices Roy. Astron. Soc. 181 (1977) 375–389.

Page 13: Smoothed Dissipative Particle Dynamics - Brown … · Smoothed Dissipative Particle Dynamics: theory and applications to complex fluids Marco Ellero ... Polymeric fluid: macroscopic

Dissipative (viscous) forcesDissipative (viscous) forces

Smoothed Dissipative Particle Dynamics (SDPD) Español, Revenga, Phys. Rev E, E 67: 026705 (2003)

Page 14: Smoothed Dissipative Particle Dynamics - Brown … · Smoothed Dissipative Particle Dynamics: theory and applications to complex fluids Marco Ellero ... Polymeric fluid: macroscopic

Dissipative (viscous) forcesDissipative (viscous) forces

Smoothed Dissipative Particle Dynamics (SDPD) Español, Revenga, Phys. Rev E, E 67: 026705 (2003)

Discrete representation viscous dissipation (Navier-Stokes equations): Smoothed Particle Hydrodynamcs

Page 15: Smoothed Dissipative Particle Dynamics - Brown … · Smoothed Dissipative Particle Dynamics: theory and applications to complex fluids Marco Ellero ... Polymeric fluid: macroscopic

Random forcesRandom forces

Matrix independent Wiener process SDPD – Fluctuation Dissipation Theorem

Page 16: Smoothed Dissipative Particle Dynamics - Brown … · Smoothed Dissipative Particle Dynamics: theory and applications to complex fluids Marco Ellero ... Polymeric fluid: macroscopic

Smoothed Dissipative Particle DynamicsSmoothed Dissipative Particle Dynamics

Similar to Dissipative Particle Dynamics

.. but connected to Smoothed Particle Hydrodynamics

Page 17: Smoothed Dissipative Particle Dynamics - Brown … · Smoothed Dissipative Particle Dynamics: theory and applications to complex fluids Marco Ellero ... Polymeric fluid: macroscopic

II. SDPD: meso or macro method?

Page 18: Smoothed Dissipative Particle Dynamics - Brown … · Smoothed Dissipative Particle Dynamics: theory and applications to complex fluids Marco Ellero ... Polymeric fluid: macroscopic

Consistent scaling SDPD thermal fluctuationsConsistent scaling SDPD thermal fluctuationsVazquez, Ellero, Español, J. Chem. Phys. 130: 034901 (2009)

Maxwell-Boltzmann velocity distribution variance

solvent

Page 19: Smoothed Dissipative Particle Dynamics - Brown … · Smoothed Dissipative Particle Dynamics: theory and applications to complex fluids Marco Ellero ... Polymeric fluid: macroscopic

cmL 30=

cml 3=

mL µ10=

ml µ1=

01

v0

2 ≈=V

TkD B

i ρ 01

v0

2 ≠=V

TkD B

i ρ

Consistent scaling SDPD thermal fluctuationsConsistent scaling SDPD thermal fluctuationsVazquez, Ellero, Español, J. Chem. Phys. 130: 034901 (2009)

Page 20: Smoothed Dissipative Particle Dynamics - Brown … · Smoothed Dissipative Particle Dynamics: theory and applications to complex fluids Marco Ellero ... Polymeric fluid: macroscopic

SDPD = SPH

Consistent scaling SDPD thermal fluctuationsConsistent scaling SDPD thermal fluctuationsVazquez, Ellero, Español, J. Chem. Phys. 130: 034901 (2009)

Fluid particle volume

Page 21: Smoothed Dissipative Particle Dynamics - Brown … · Smoothed Dissipative Particle Dynamics: theory and applications to complex fluids Marco Ellero ... Polymeric fluid: macroscopic

IV. Advantages in using S-DPD?

Page 22: Smoothed Dissipative Particle Dynamics - Brown … · Smoothed Dissipative Particle Dynamics: theory and applications to complex fluids Marco Ellero ... Polymeric fluid: macroscopic

SDPD

Solvent properties specificationSolvent properties specification

DPD

Thermodynamic behaviour (Equation of State)

Transport coefficients

Scaling particle volumes, resolution analysis

Groot, Warren, J. Chem. Phys. 107, 4423 (1997)

Groot, Warren, J. Chem. Phys. 107, 4423 (1997)

Difficult to preserve physical quantities :Ma, Re, Sc, ….(depend on particle size)

Specified once for all.

Independent fluid particle size

Page 23: Smoothed Dissipative Particle Dynamics - Brown … · Smoothed Dissipative Particle Dynamics: theory and applications to complex fluids Marco Ellero ... Polymeric fluid: macroscopic

V. SDPD accuracy?

Page 24: Smoothed Dissipative Particle Dynamics - Brown … · Smoothed Dissipative Particle Dynamics: theory and applications to complex fluids Marco Ellero ... Polymeric fluid: macroscopic

Approximation/convergence SDPD-SPHApproximation/convergence SDPD-SPH

Mollification: smoothing kernel Quadrature

Errors

radially-symmteric kernel

6 1.5?

Page 25: Smoothed Dissipative Particle Dynamics - Brown … · Smoothed Dissipative Particle Dynamics: theory and applications to complex fluids Marco Ellero ... Polymeric fluid: macroscopic

Approximation/convergence SDPD-SPHApproximation/convergence SDPD-SPH

Ellero, Adams, Int. J. Num. Meth. Engng. 86, 1027 (2011)

Page 26: Smoothed Dissipative Particle Dynamics - Brown … · Smoothed Dissipative Particle Dynamics: theory and applications to complex fluids Marco Ellero ... Polymeric fluid: macroscopic

VI. SDPD slower than DPD ?

Page 27: Smoothed Dissipative Particle Dynamics - Brown … · Smoothed Dissipative Particle Dynamics: theory and applications to complex fluids Marco Ellero ... Polymeric fluid: macroscopic

extra density evaluation

tensorial Wiener process

SDPDDPD

SDPD vs DPD: algorithmic complexitySDPD vs DPD: algorithmic complexity

Page 28: Smoothed Dissipative Particle Dynamics - Brown … · Smoothed Dissipative Particle Dynamics: theory and applications to complex fluids Marco Ellero ... Polymeric fluid: macroscopic

SDPD vs DPD: algorithmic complexitySDPD vs DPD: algorithmic complexity

Number of neighbours/particle (2D)

Large # neighbours required only for exact specification transport coefficients If less accuracy is required, one can run with same # neighbors as DPD.

Ellero, Adams, Int. J. Num. Meth. Engng. 86, 1027 (2011)

Page 29: Smoothed Dissipative Particle Dynamics - Brown … · Smoothed Dissipative Particle Dynamics: theory and applications to complex fluids Marco Ellero ... Polymeric fluid: macroscopic

Part II: complex fluids

Page 30: Smoothed Dissipative Particle Dynamics - Brown … · Smoothed Dissipative Particle Dynamics: theory and applications to complex fluids Marco Ellero ... Polymeric fluid: macroscopic

SDPD: SDPD: hierarchical modellinghierarchical modelling of complex fluids of complex fluids

III.III. Macroscopic Macroscopic

IIII. Coarse-graining. Coarse-graining I:I: Mesoscopic Mesoscopic

Page 31: Smoothed Dissipative Particle Dynamics - Brown … · Smoothed Dissipative Particle Dynamics: theory and applications to complex fluids Marco Ellero ... Polymeric fluid: macroscopic

I: MesoscopicI: Mesoscopic

Page 32: Smoothed Dissipative Particle Dynamics - Brown … · Smoothed Dissipative Particle Dynamics: theory and applications to complex fluids Marco Ellero ... Polymeric fluid: macroscopic

Colloidal fluid: Colloidal fluid: mesoscopicmesoscopic model model

Vazquez-Quesada et al. J. Non-Newt- Fluid Mech. Submitted (2015)

Suspension rheologySuspension rheology- Frozen boundary particles: rigid structure- Long range SDPD/SPH mediate hydro interactions- Short range interparticle lubrication forces

Bian et al., Phys. Fluids, 24 012002 (2012)Bian et al., Comp. Phys. Comm. 185, 53-62 (2014).Bian et al. J. Non-Newt- Fluid Mech. 213, 39-49 (2014)Vazquez-Quesada et al. J. Comp. Part. Mech. In press (2015)

NO TUNING PARAMETERS

Page 33: Smoothed Dissipative Particle Dynamics - Brown … · Smoothed Dissipative Particle Dynamics: theory and applications to complex fluids Marco Ellero ... Polymeric fluid: macroscopic

Polymeric fluid: Polymeric fluid: mesoscopicmesoscopic model model

Brownian Newtonian solvent

excluded volume effect: self-avoidance correcty hydrodynamics interactions preserved chain topology finite extensibility

Litvinov et al., Phys.Rev. E 77, 66703 (2008)

Page 34: Smoothed Dissipative Particle Dynamics - Brown … · Smoothed Dissipative Particle Dynamics: theory and applications to complex fluids Marco Ellero ... Polymeric fluid: macroscopic

Internal Rouse modes

Gyration radius Structure factor

Confinement

H

Equilibrium propertiesEquilibrium properties

Polymeric fluid: Polymeric fluid: mesoscopicmesoscopic model model

Litvinov et al., Phys.Rev. E 77, 66703 (2008)

Page 35: Smoothed Dissipative Particle Dynamics - Brown … · Smoothed Dissipative Particle Dynamics: theory and applications to complex fluids Marco Ellero ... Polymeric fluid: macroscopic

Litvinov et al., Phys.Rev. E 82, 066704 (2010) Tethered polymer under shearTethered polymer under shear

Polymeric fluid: Polymeric fluid: mesoscopicmesoscopic model model

Page 36: Smoothed Dissipative Particle Dynamics - Brown … · Smoothed Dissipative Particle Dynamics: theory and applications to complex fluids Marco Ellero ... Polymeric fluid: macroscopic

Tethered polymer under shearTethered polymer under shear

Polymeric fluid: Polymeric fluid: mesoscopicmesoscopic model model

Litvinov et al., Phys.Rev. E 82, 066704 (2010)

Page 37: Smoothed Dissipative Particle Dynamics - Brown … · Smoothed Dissipative Particle Dynamics: theory and applications to complex fluids Marco Ellero ... Polymeric fluid: macroscopic

Rheology/collective dynamics Rheology/collective dynamics (DNS – no need of constituive equation)(DNS – no need of constituive equation)

Litvinov et al., Microfluidics Nanofluidics 16, 257-264 (2014)

Polymeric Polymeric mesoscopicmesoscopic model: applications model: applications

Page 38: Smoothed Dissipative Particle Dynamics - Brown … · Smoothed Dissipative Particle Dynamics: theory and applications to complex fluids Marco Ellero ... Polymeric fluid: macroscopic

II: Coarse-grainingII: Coarse-graining

Page 39: Smoothed Dissipative Particle Dynamics - Brown … · Smoothed Dissipative Particle Dynamics: theory and applications to complex fluids Marco Ellero ... Polymeric fluid: macroscopic

Polymeric fluid: Polymeric fluid: coarse-grainingcoarse-graining model model

Page 40: Smoothed Dissipative Particle Dynamics - Brown … · Smoothed Dissipative Particle Dynamics: theory and applications to complex fluids Marco Ellero ... Polymeric fluid: macroscopic

Polymeric fluid: Polymeric fluid: coarse-grainingcoarse-graining model model

Langevin equation (Brownian Dynamics) Coarse-grained variable: conformation tensor

flow stretching elastic recoil thermal noise

Page 41: Smoothed Dissipative Particle Dynamics - Brown … · Smoothed Dissipative Particle Dynamics: theory and applications to complex fluids Marco Ellero ... Polymeric fluid: macroscopic

Polymeric fluid: Polymeric fluid: coarse-grainingcoarse-graining model model

Vazquez, Ellero, Espanol, Phys.Rev. E 79, 056707 (2009)

Hookean spring

Page 42: Smoothed Dissipative Particle Dynamics - Brown … · Smoothed Dissipative Particle Dynamics: theory and applications to complex fluids Marco Ellero ... Polymeric fluid: macroscopic

Polymeric fluid: Polymeric fluid: coarse-grainingcoarse-graining model model

Vazquez, Ellero, Espanol, Phys.Rev. E 79, 056707 (2009)

Tensorial Wiener process

Page 43: Smoothed Dissipative Particle Dynamics - Brown … · Smoothed Dissipative Particle Dynamics: theory and applications to complex fluids Marco Ellero ... Polymeric fluid: macroscopic

Polymeric fluid: Polymeric fluid: coarse-grainingcoarse-graining model model

Vazquez, Ellero, Espanol, Phys.Rev. E 79, 056707 (2009)

Page 44: Smoothed Dissipative Particle Dynamics - Brown … · Smoothed Dissipative Particle Dynamics: theory and applications to complex fluids Marco Ellero ... Polymeric fluid: macroscopic

Polymeric fluid: Polymeric fluid: coarse-grainingcoarse-graining model model

Vazquez, Ellero, Espanol, Phys.Rev. E 79, 056707 (2009)

Thermodynamic consistent (GENERIC)

Page 45: Smoothed Dissipative Particle Dynamics - Brown … · Smoothed Dissipative Particle Dynamics: theory and applications to complex fluids Marco Ellero ... Polymeric fluid: macroscopic

Polymeric fluid: Polymeric fluid: coarse-grainingcoarse-graining model model

Vazquez, Ellero, Espanol, Phys.Rev. E 79, 056707 (2009)

Thermodynamic consistent (GENERIC)

Page 46: Smoothed Dissipative Particle Dynamics - Brown … · Smoothed Dissipative Particle Dynamics: theory and applications to complex fluids Marco Ellero ... Polymeric fluid: macroscopic

Polymeric fluid: Polymeric fluid: coarse-grainingcoarse-graining model model

Vazquez, Ellero, Espanol, Phys.Rev. E 79, 056707 (2009)

Thermodynamic consistent (GENERIC)

Page 47: Smoothed Dissipative Particle Dynamics - Brown … · Smoothed Dissipative Particle Dynamics: theory and applications to complex fluids Marco Ellero ... Polymeric fluid: macroscopic

Application: Application: Passive microrheologyPassive microrheology (correct diffusional dynamics for a nanoparticle in a polymeric liquid)(correct diffusional dynamics for a nanoparticle in a polymeric liquid)

Polymeric fluid: Polymeric fluid: coarse-grainingcoarse-graining model model

Vazquez, Ellero, Espanol, Microfluidics Nanofluidics 13, 249-260 (2012)

SDPD: Coarse-grained viscoelasticity + Brownian motionSDPD: Coarse-grained viscoelasticity + Brownian motion

Page 48: Smoothed Dissipative Particle Dynamics - Brown … · Smoothed Dissipative Particle Dynamics: theory and applications to complex fluids Marco Ellero ... Polymeric fluid: macroscopic

III: Towards continuumIII: Towards continuum

Page 49: Smoothed Dissipative Particle Dynamics - Brown … · Smoothed Dissipative Particle Dynamics: theory and applications to complex fluids Marco Ellero ... Polymeric fluid: macroscopic

Polymeric fluid: Polymeric fluid: coarse-grainingcoarse-graining model model

Vazquez, Ellero, Espanol, Phys.Rev. E 79, 056707 (2009)

Page 50: Smoothed Dissipative Particle Dynamics - Brown … · Smoothed Dissipative Particle Dynamics: theory and applications to complex fluids Marco Ellero ... Polymeric fluid: macroscopic

SDPD = SPH

Fluid particle volume

Polymeric fluid: Polymeric fluid: macroscopic continuummacroscopic continuum model model

Page 51: Smoothed Dissipative Particle Dynamics - Brown … · Smoothed Dissipative Particle Dynamics: theory and applications to complex fluids Marco Ellero ... Polymeric fluid: macroscopic

Oldroyd, James "On the Formulation of Rheological Equations of State". Proceedings of the Royal Society of London, A, 200 (1063): 523–541 (1950)

Polymeric fluid: Polymeric fluid: macroscopic continuummacroscopic continuum model model

Oldroyd-B viscoelastic PDE (conformation tensor representation: Huelsen et al. 1987)

SPH discretization

Page 52: Smoothed Dissipative Particle Dynamics - Brown … · Smoothed Dissipative Particle Dynamics: theory and applications to complex fluids Marco Ellero ... Polymeric fluid: macroscopic

Polymeric fluid: Polymeric fluid: macroscopic continuummacroscopic continuum model model

Oldroyd-B transient simulations [start-up Poiseuille flow]

Ellero, Tanner, J. Non-NewtFluid. Mech. 132, 61 (2005)Smoothed Particle Hydrodynamics

Page 53: Smoothed Dissipative Particle Dynamics - Brown … · Smoothed Dissipative Particle Dynamics: theory and applications to complex fluids Marco Ellero ... Polymeric fluid: macroscopic

Polymeric fluid: Polymeric fluid: macroscopic continuummacroscopic continuum model model

Oldroyd-B transient simulations [start-up Poiseuille flow]

Ellero, Tanner, J. Non-NewtFluid. Mech. 132, 61 (2005)Smoothed Particle Hydrodynamics

Page 54: Smoothed Dissipative Particle Dynamics - Brown … · Smoothed Dissipative Particle Dynamics: theory and applications to complex fluids Marco Ellero ... Polymeric fluid: macroscopic

Polymeric fluid: Polymeric fluid: macroscopic continuummacroscopic continuum model model

Flow in around micro-array of cylinders

Grilli, Vazquez, Ellero, Phys. Rev. Lett. 110, 174501 (2013)

Page 55: Smoothed Dissipative Particle Dynamics - Brown … · Smoothed Dissipative Particle Dynamics: theory and applications to complex fluids Marco Ellero ... Polymeric fluid: macroscopic

Power spectral densityPower spectral density

Polymeric fluid: Polymeric fluid: macroscopic continuummacroscopic continuum model model

We=1.3We=1.3

We=0.42We=0.42

Grilli, Vazquez, Ellero, Phys. Rev. Lett. 110, 174501 (2013)

Page 56: Smoothed Dissipative Particle Dynamics - Brown … · Smoothed Dissipative Particle Dynamics: theory and applications to complex fluids Marco Ellero ... Polymeric fluid: macroscopic

Elastic turbulenceElastic turbulence

Unsteady multiscale motionUnsteady multiscale motion- spatially smoothspatially smooth

- random in timerandom in time

Power-law decay Talyor‘s hypothesis: E(k)~ k –α α>3

Lebedev PRE 2003 (theory >3!!)

Page 57: Smoothed Dissipative Particle Dynamics - Brown … · Smoothed Dissipative Particle Dynamics: theory and applications to complex fluids Marco Ellero ... Polymeric fluid: macroscopic

ConclusionsConclusions

SDPD for simple Newtonian solvents: improved DPD version. - control transport coefficients - arbitrary thermodynamic behaviour EOS, incompressibility - thermodynamic def. particle volume: resolution analysis straightforward

Consistent scaling of thermal fluctuations: SDPDSPH : “large” particle volumes

Complex fuids: SDPD versatile approach hierarchical modelling

Mesoscopic models possible as DPD (albeit with better defined solvent properties).

Coarse-graining approach offer scale advantage (under some approx).

Consistent scaling: SDPD SPH specific discretization continuum viscoelastic PDE - e.g. Hookean spring dumbells Oldroyd-B

Embedded in GENERIC: (i) 1st Law; (ii) 2nd Law; (ii) FDT exactly statisfied.