77
LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

Embed Size (px)

Citation preview

Page 1: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

LATTICE BOLTZMANN SIMULATIONS OF

COMPLEX FLUIDS

Julia Yeomans

Rudolph Peierls Centre for Theoretical Physics University of Oxford

Page 2: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

Binary fluidphase ordering and flow

Wetting and spreadingchemically patterned substratessuperhydrophobic surfaces

Liquid crystal rheologypermeation in cholesterics

Lattice Boltzmann simulations: discovering new physics

Page 3: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

Binary fluidsThe free energy lattice Boltzmann model

1. The free energy and why it is a minimum in equilibrium2. A model for the free energy: Landau theory3. The bulk terms and the phase diagram4. The chemical potential and pressure tensor5. The equations of motion6. The lattice Boltzmann algorithm 7. The interface8. Phase ordering in a binary fluid

Page 4: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

The free energy is a minimum in equilibrium

dQ0

F U TS

Clausius’ theorem

Definition of entropyreversible

dQS

T

B A

A B

dQ dQ0

T T A

B

Page 5: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

The free energy is a minimum in equilibrium

dQ0

F U TS

Clausius’ theorem

Definition of entropyreversible

dQS

T Ñ

A

B

dQS 0

T A

B

Page 6: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

A

B

dQS 0

T

isothermalQ

S 0T

first lawU W

S 0T T

U T S 0 F 0

The free energy is a minimum in equilibrium constant T and V

W

Page 7: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

nA is the number density of AnB is the number density of B

The order parameter is

A Bn n

The order parameter for a binary fluid

Page 8: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

Models for the free energy

nA is the number density of AnB is the number density of B

The order parameter is

A Bn n

Page 9: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

Cahn theory: a phenomenologicalequation for the evolution of the order parameter

d dF

dt d

F

Page 10: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

Landau theory

2 24A B

2 4F dV nT ln n

bulk terms

Page 11: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

Phase diagram

Page 12: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

Gradient terms

22 4A BF dV nT ln n

2 4

Page 13: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

Navier-Stokes equations for a binary fluid

t

t

t

n nu 0

nu nu u

1P u u u

3

u D

continuity

Navier-Stokes

convection-diffusion

Page 14: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

Getting from F to the pressure P and the chemical potential

F U TS

dF dU TdS SdT

dU TdS PdV V d

dF PdV SdT V d

1 dF

V d

dFP

dV

first law

Page 15: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

Homogeneous system

22 4A BF dV nT ln n

2 4

2 4A B

F V nT ln n2 4

31 dFA B

V d

Page 16: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

2 4A BF V nT ln n

2 4

2 4

A B A B

3

2

2 4

A B A B

2 4

4

dFP

dV

N N N Nd A B N NV T ln

dV 2 V 4 V VV

V NNT

N V

nT

N N N NA 3B

2 4V VA 3B

2 4

Page 17: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

Inhomogeneous system

22 4A BF dV nT ln n

2 4

Minimise F with the constraint of constant N, A BN N

A B

V V

L F N N NdV ndV

Euler-Lagrange equations

L L

0

3A B 0

Page 18: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

The pressure tensor

Need to construct a tensor which

• reduces to P in a homogeneous system• has a divergence which vanishes in equilibrium

P 0

24P nTA 3B

2 4

Page 19: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

Navier-Stokes equations for a binary fluid

t

t

t

n nu 0

nu nu u

1P u u u

3

u D

continuity

Navier-Stokes

convection-diffusion

Page 20: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

The lattice Boltzmann algorithm

i i i ii i i

f n f e nu g Define two sets of partial distribution functions fi and gi

Lattice velocity vectors ei, i=0,1…8

i i i i i ,eq

f

i i i i i ,eq

g

1f t, t t f , t f f

1g t, t t g , t g g

x e x

x e x

Evolution equations

Page 21: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

Conditions on the equilibrium distribution functions

eq eq eq

i i i ii i i

eq

i i ii

eq

i ii

eq

i i ii

f n f e nu g

f e e nu u P

g e u

g e e u u

Conservation of NA and NB and of momentum

Pressure tensor

Chemical potential

Velocity

Page 22: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

The equilibrium distribution function

2 1 2 0 2

2 2

2 xx x 2 yy y

2 xy 2 yx x y 1 2

eq 2

i i i i i i

eq 2

i i i i

Tr PA A 4A A n 20A

24

Tr P Tr Pp pG G

8 16 8 16

G G G 4G

f A Be u Cu De e u u G e e

g H Ke u Ju Qe e u u

Selected coefficients

Page 23: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

Interfaces and surface tension

lines: analytic resultpoints: numerical results

Page 24: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

Interfaces and surface tension

3A B 0

3

3

x xB tanh B tanh

2 2

x xtanh tanh

2 2

xtanh

2A B

Page 25: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

2d 8 B

dxdx 9

22 4A B d

F dx nT ln n2 4 dx

23

2

3

22 4

dA B 0

dxd d d

A B 0dx d dx

A B d0

2 4 2 dx

N.B. factor of 2

Page 26: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

surface tension lines: analytic resultpoints: numerical results

Page 27: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

Phase ordering in a binary fluid

Alexander Wagner +JMY

Page 28: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

Phase ordering in a binary fluid

t u D

Diffusive ordering

t -1 L-3

1/ 3L t

Hydrodynamic ordering

t

1nu nu u P u u u

3

t -1 L t -1 L-1 L-1

2 / 3L t

Page 29: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

high viscosity:diffusive ordering

Page 30: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

high viscosity:diffusive ordering

Page 31: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

L(t)

High viscosity: time dependence of different length scales

Page 32: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

low viscosity:hydrodynamicordering

Page 33: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

low viscosity:hydrodynamicordering

Page 34: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

Low viscosity: time dependence of different length scales

R(t)

Page 35: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

There are two competing growth mechanisms when binary fluids order:

hydrodynamics drives the domains circular

the domains grow by diffusion

Page 36: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

Wetting and Spreading

1. What is a contact angle?2. The surface free energy3. Spreading on chemically patterned surfaces4. Mapping to reality5. Superhydrophobic substrates

Page 37: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

Lattice Boltzmann simulations of spreading drops:chemically and topologically patterned substrates

Page 38: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

22 4

s

A BF dV nT ln n

2 4

dS h

Surface terms in the free energy

Minimising the free energy gives a boundary condition

s

d h

dz

The wetting angle is related to h by1/ 2

wh 2 Bsign cos 1 cos2

2

warccos sin

Page 39: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

Variation of wetting angle with dimensionless surface field

line:theory points:simulations

Page 40: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

Spreading on a heterogeneous substrate

Page 41: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

Some experiments (by J.Léopoldès)

Page 42: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

LB simulations on substrate 4

Evolution of the contact line

Simulation vs experiments

• Two final (meta-)stable state observed depending on the point of impact.

• Dynamics of the drop formation traced.• Quantitative agreement with experiment.

Page 43: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

Effect of the jetting velocity

With an impact velocity

With no impact velocity

t=0 t=20000t=10000t=10000

0

Same point of impact in both simulations

Page 44: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

Base radius as a function of time

tR

t0

*

Page 45: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

Characteristic spreading velocityA. Wagner and A. Briant

c

2n

nU

R

Page 46: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

Superhydrophobic substrates

Bico et al., Euro. Phys. Lett., 47, 220, 1999.

Page 47: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

Two droplet states

A collapsed droplet

A suspended droplet

*

*

He et al., Langmuir, 19, 4999, 2003

Page 48: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

Substrate geometry

eq=110o

Page 49: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

Equilibrium droplets on superhydrophobic substrates

On a homogeneous substrate, eq=110o

Suspended, ~160o

Collapsed, ~140o

Page 50: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

Drops on tilted substrates

Page 51: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

Droplet velocity

Page 52: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

Dynamics of collapsed droplets

Page 53: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

Drop dynamics on patterned substrates

•Lattice Boltzmann can give quantitative agreement with experiment•Drop shapes very sensitive to surface patterning•Superhydrophobic dynamics depends on the relative contact angles

Page 54: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

Liquid crystals

1. What is a liquid crystal2. Elastic constants and topological defects3. The tensor order parameter4. Free energy5. Equations of motion6. The lattice Boltzmann algorithm7. Permeation in cholesteric liquid crystals

Page 55: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford
Page 56: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

An ‘elastic liquid’

Page 57: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

topological defectsin a nematic liquidcrystal

Page 58: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

The order parameter is a tensor Q

32

3 ijjiij nnQ

ISOTROPIC PHASE

UNIAXIAL PHASE

BIAXIAL PHASE

yyxxyzxz

yzyyxy

xzxyxx

QQQQ

QQQ

QQQ

Q

21

2

1

00

00

00

qq

q

q

Q

q1=q2=0

q1=-2q2=q(T)

q1>q2-1/2q1(T)

3 deg. eig.

2 deg. eig.

3 non-deg. eig.

Page 59: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

220020

433/1

2 Q

AQQQ

AQ

Afb

Free energy for Q tensor theory

bulk (NI transition)

distortion 2 220

1 22 2d

K Kf Q Q Qq

surface term 200

2 QQW

f s

Page 60: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

t u ,

1 1, ( )( ) ( )( )

3 3

12 ( )Tr

3

F 1 FTr

3

S W Q H Q

S W Q D Ω Q I Q I D Ω

Q I QW

H IQ Q

Equations of motion for the order parameter

W u

( ) / 2

( ) / 2

T

T

D W W

Ω W W

Page 61: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

1p 2 Q Q H

3

1 1H Q Q H

3 3

FQ Q H

QH Q

The pressure tensor for a liquid crystal

Page 62: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

The lattice Boltzmann algorithm

i i i ii i i

f n f e nu G Q

Define two sets of partial distribution functions fi and gi

Lattice velocity vectors ei, i=0,1…8

i i i i i , eq

f

i i i i i , eq

i

i

1f t, t t f , t f f , t

1t, t t , t , t

p

G

x e x x

x e x G G xG G H

Evolution equations

Page 63: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

i i i i i ii i i

ii

0 e e e 0p p p

h ,

H Q S W Q

Conditions on the additive terms in the evolution equations

Page 64: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

A rheological puzzle in cholesteric LC

Cholesteric viscosity versus temperature from experiments

Porter, Barrall, Johnson, J. Chem Phys. 45 (1966) 1452

Page 65: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

PERMEATIONW. Helfrich, PRL 23 (1969) 372

helix direction

flow direction

xy

z

Helfrich:

Energy from pressure gradient balances dissipation from director rotation

Poiseuille flow replaced by plug flow

Viscosity increased by a factor 2 2q h

Page 66: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

BUT

What happens to the no-slip boundary conditions?

Must the director field be pinned at the boundaries to obtain a permeative flow?Do distortions in the director field, induced by the flow, alter the permeation?Does permeation persist beyond the regime of low forcing?

Page 67: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

No Back Flowfixed boundaries free boundaries

Page 68: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

Free Boundariesno back flow back flow

Page 69: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

These effects become larger as the system size is increased

Page 70: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

Fixed Boundariesno back flow back flow

Page 71: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

Summary of numerics for slow forcing

•With fixed boundary conditions the viscosity increases by ~ 2 orders of magnitude due to back-flow

•This is NOT true for free boundary conditions: in this case one has a plug-like flow and a low (nematic-like) viscosity

•Up to which values of the forcing does permeation persist? What kind of flow supplants it ?

Page 72: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

Above a velocity threshold ~5 m/s fixed BC, 0.05-0.1 mm/s free BC

chevrons are no longer stable, and one has a

doubly twisted texture (flow-induced along z + natural along y)

y

z

Page 73: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

Permeation in cholesteric liquid crystals

•With fixed boundary conditions the viscosity increases by ~ 2 orders of magnitude due to back-flow

•This is NOT true for free boundary conditions: in this case one has a plug-like flow and a low (nematic-like) viscosity

•Up to which values of the forcing does permeation persist? What kind of flow supplants it ?

•Double twisted structure reminiscent of the blue phase

Page 74: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford

Binary fluidphase ordering and hydrodynamicstwo times scales are important

Wetting and spreadingchemically patterned substratesfinal drop shape determined by its evolutionsuperhydrophobic surfaces??

Liquid crystal rheologypermeation in cholestericsfixed boundaries – huge viscosityfree boundaries – normal viscosity, but plug flow

Page 75: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford
Page 76: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford
Page 77: LATTICE BOLTZMANN SIMULATIONS OF COMPLEX FLUIDS Julia Yeomans Rudolph Peierls Centre for Theoretical Physics University of Oxford