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Phase Field Modelling of droplet coalescence coupled
with chemical reaction
Prashant Kumar
Ecole Polytechnique, France
30/08/2013
Kumar (Ecole Polytechnique, France) Phase Field Modelling of droplet coalescence coupled with chemical reaction30/08/2013 1 / 30
Aim of the project
The aim of the project was to study the effect of fluid flow on the mixing
of the components and the rate of total product formation during the
coalescence of the droplets.
Kumar (Ecole Polytechnique, France) Phase Field Modelling of droplet coalescence coupled with chemical reaction30/08/2013 2 / 30
Experimental Setup
(a) Experimental Setup (b) Processes in steps
Pancake shape
Kumar (Ecole Polytechnique, France) Phase Field Modelling of droplet coalescence coupled with chemical reaction30/08/2013 3 / 30
Phenomena
Kumar (Ecole Polytechnique, France) Phase Field Modelling of droplet coalescence coupled with chemical reaction30/08/2013 4 / 30
Literature for the droplet coalescence
For droplets with equal radii, initially, when the rneck → 0, the neck
grows as t and this regimes is known as the viscous-dominated
regime. 1,2
As the rneck increases, the Reynold number also increases and the
neck grows as t0.5 and this regime is known as the inertia-dominated
regime. 1,2
Kumar (Ecole Polytechnique, France) Phase Field Modelling of droplet coalescence coupled with chemical reaction30/08/2013 5 / 30
Literature: Coalescence regimes
Kumar (Ecole Polytechnique, France) Phase Field Modelling of droplet coalescence coupled with chemical reaction30/08/2013 6 / 30
Contour of the neck during the coalescence
Kumar (Ecole Polytechnique, France) Phase Field Modelling of droplet coalescence coupled with chemical reaction30/08/2013 7 / 30
Initiation of the coalescence process
Kumar (Ecole Polytechnique, France) Phase Field Modelling of droplet coalescence coupled with chemical reaction30/08/2013 8 / 30
Phase Field approach
Kumar (Ecole Polytechnique, France) Phase Field Modelling of droplet coalescence coupled with chemical reaction30/08/2013 9 / 30
Symbols
Symbol Physical quantity Unit
R0, R1, R2 Droplet radius m
µ Viscosity Pa s
γ Surface Tension N m−1
ρ Density Kg m−3
Ux ,Uy x and y direction velocity m s−1
CA, CB, CC Componenet concentration M
kAB rate constant of the chemical reactiom M−1 s−1
D Component diffusivity m2 s−1
w Interface width m
τ Phase field relaxation time s
Kumar (Ecole Polytechnique, France) Phase Field Modelling of droplet coalescence coupled with chemical reaction30/08/2013 10 / 30
Phase Field approach: Double well potential
We assume a double well potential φ2(1 − φ)2 which gives φ a
tangent hyperbolic shape: φ = 0.5(1 − tanh(r−Ro√
2w
))
Kumar (Ecole Polytechnique, France) Phase Field Modelling of droplet coalescence coupled with chemical reaction30/08/2013 11 / 30
Governing Equations: Phase Field evolution
equation
Temporal evolution equation for the order parameter
τ(
∂φ
∂t
+ U · φ) = w2 2
φ − φ(1 − φ)(2 − φ) − w2
k(φ)| φ| (1)
In the polar coordinates, w2 2φ reduces to w2 1
r
∂
∂r (r ∂φ
∂r ) which drives
the motion by curvature. In order to counter this unphysical process,
an artificial term is added to the above equation.
w2 2φ − w2k(φ)| φ| is a modified Laplace operator.
φ(1 − φ)(2 − φ) is the negative of the double well potential
U · φ advects the order parameter
Kumar (Ecole Polytechnique, France) Phase Field Modelling of droplet coalescence coupled with chemical reaction30/08/2013 12 / 30
Governing Equations: Fluid flow
Navier Stokes is used to solve for the fluid flow.
ρ(
∂U
∂t
+ U. U) = − P + · (µ U) + γk(φ) φ (2)
Vorticity - Streamfunction formulation is used to solve the Navier
Stokes equation
ρ(
∂ω
∂t
+ U. ω) = µ( 2
ω) + γ × (k φ) (3)
Streamfunction is solved from the vorticity using the Poisson equation
2
ψ = −ω (4)
The velocity field is obtained from the streamfunction using the
relation
Ux = −
∂ψ
∂y
, Uy =
∂ψ
∂x
(5)
Kumar (Ecole Polytechnique, France) Phase Field Modelling of droplet coalescence coupled with chemical reaction30/08/2013 13 / 30
Governing Equations: Reaction diffusion system
We study a simple irreversible chemical reaction: A + B → C
∂Ci
∂t
+ U · Ci = · (Di Ci ) ± Kr CACB (6)
We cut off the fluxes at the boundary of the droplet by multiplying φ
with the fluxes.
∂Ci
∂t
+ · (φUCi ) = · (φDi Ci ) ± Kr CACB (7)
Kumar (Ecole Polytechnique, France) Phase Field Modelling of droplet coalescence coupled with chemical reaction30/08/2013 14 / 30
System size and the simulation domain
Diffusive time scale is given by: τD =
R2
0
D
Viscous time scale: τviscous = µR0
γ
Inertial time scale:τinertia = ρR3
γ
Taking the following values for the parameters (ρ = 1000
Kgm−3,µ = 0.005 Pa s, γ = 0.02 Nm−1, R0 = 100 µm), we get
τD = 0.1s
τviscous = 2.5 ∗ 10−5s, and
τinertia = 2.236 ∗ 10−4s
Keeping in mind the difference in the time scales and the minimum
grid spacing h = 0.025 µm, we ran simulations on systems with
R0 = 1 µm.
Kumar (Ecole Polytechnique, France) Phase Field Modelling of droplet coalescence coupled with chemical reaction30/08/2013 15 / 30
Droplets with equal radii - Coalescence
R1(µm) R2(µm) µ1(Pa s) µ2(Pa s) µ3(Pa s) γ(Nm−1)
1 1 0.01 0.01 0.01 0.05
Kumar (Ecole Polytechnique, France) Phase Field Modelling of droplet coalescence coupled with chemical reaction30/08/2013 16 / 30
Rate of growth of the common neck with time in
droplets with equal radii
Kumar (Ecole Polytechnique, France) Phase Field Modelling of droplet coalescence coupled with chemical reaction30/08/2013 17 / 30
Reactant evolution- droplets with equal radii
Kumar (Ecole Polytechnique, France) Phase Field Modelling of droplet coalescence coupled with chemical reaction30/08/2013 18 / 30
Product evolution - droplets with equal radii
Kumar (Ecole Polytechnique, France) Phase Field Modelling of droplet coalescence coupled with chemical reaction30/08/2013 19 / 30
Droplets with unequal radii - Coalescence
Kumar (Ecole Polytechnique, France) Phase Field Modelling of droplet coalescence coupled with chemical reaction30/08/2013 20 / 30
Reactant evolution- Less viscous outer fluid
R1(µm) R2(µm) µ1(Pa s) µ2(Pa s) µ3(Pa s) γ(Nm−1)
1 1 0.01 0.01 0.01 0.05
Kumar (Ecole Polytechnique, France) Phase Field Modelling of droplet coalescence coupled with chemical reaction30/08/2013 21 / 30
Product evolution - Less viscous outer fluid
Kumar (Ecole Polytechnique, France) Phase Field Modelling of droplet coalescence coupled with chemical reaction30/08/2013 22 / 30
Reactant evolution - Highly viscous outer fluid
R1(µm) R2(µm) µ1(Pa s) µ2(Pa s) µ3(Pa s) γ(Nm−1)
1 1 0.01 0.01 0.01 0.05
Kumar (Ecole Polytechnique, France) Phase Field Modelling of droplet coalescence coupled with chemical reaction30/08/2013 23 / 30
Product evolution - Highly viscous outer fluid
Kumar (Ecole Polytechnique, France) Phase Field Modelling of droplet coalescence coupled with chemical reaction30/08/2013 24 / 30
Rate of total product formation with time: Droplets
with equal radii
Kumar (Ecole Polytechnique, France) Phase Field Modelling of droplet coalescence coupled with chemical reaction30/08/2013 25 / 30
Rate of total product formation with time: Droplets
with unequal radii
-22
-20
-18
-16
-14
-12
-10
-8
-6
-12 -11 -10 -9 -8 -7 -6
log10(Product)
log10(time (sec))
a
b
c
d
e
a=2.7 +/- 0.1
b=2.0 +/- 0.1
c=2.5 +/- 0.1
d=2.0 +/- 0.1
e=1.5 +/- 0.1
Slope
µr=1
µr=0.001
µr=100
Kumar (Ecole Polytechnique, France) Phase Field Modelling of droplet coalescence coupled with chemical reaction30/08/2013 26 / 30
Morphology Diagram
µr1 = µ2
µ1
and µr2 = µ3
µ1
Kumar (Ecole Polytechnique, France) Phase Field Modelling of droplet coalescence coupled with chemical reaction30/08/2013 27 / 30
References
JENNS EGGERS, JOHN R. LISTER & HOWARD A. STONE, 1999
Coalescence of liquid drops, J. Fluid. Mech. 401, 293-310.
DIRK G.A.L. AARTS, HENK N.W. LEKKERKERKER, HUA GUO,
GERARD H. WEGDAM & DANIEL BONN, 2005 Hydrodynamics of
Droplet Coalescence, Phy. Rev. L 95, 164503.
MARTIN Z. BAZANT & H.A. STONE, 2000 Asymptotics of
reaction-diffusion fronts with one static and one diffusing reactant,
Physica D 147, 95-121.
KNUT ERIK TEIGEN, XIANGRONG LI, JOHN LOWENGRUB, FAN
WANG & AXEL VOIGT, 2009 A diffuse-interface approach for
modelling transport, diffusion and adsorption/ desorption of material
quantities on a deformable interface, Commun. Math Sci. 4(7),
1009-1037.
X. LI, J. LOWENGRUB, A. RATZ & A. VOIGT, 2009 Solving PDEs
in complex geometries: a diffuse domain approach, Commun. Math
Sci. 7(1), 81-107.
Kumar (Ecole Polytechnique, France) Phase Field Modelling of droplet coalescence coupled with chemical reaction30/08/2013 28 / 30
References
SEBASTIEN NGUYEN, R. FOLCH, VIJAY K. VERMA, HERVE
HENRY & MATHIS PLAPP, 2009 Phase-field simulations of viscous
fingering in shear-thinning fluids, Physics of Fluids 22, 103102.
Y. SUN & C. BECKERMANN, 2004 Diffuse inteface modeling of
two-phase flows based on averaging: mass and momentum equations,
Physica D 198, 281-308.
SAMUEL M. ALLEN & JOHN W. CAHN, 1978 A microscopic theory
for antiphase boundary motion and its application to antiphase
domain coarsening, Acta Metallurgica 27, 1085-1095.
JOSEPH D. PAULSEN, JUSTIN C. BURTON, SIDNEY R. NAGEL,
SANTOSH APPATHURAI, MICHAEL T. HARRIS & OSMAN A.
BASARAN, 2012 The inexorable resistance of inertia determines the
initial regime of drop coalescence, PNAS 109(18):6857-61 22511714
T. BIBEN, C. MISBAH, A. LEYRAT & C. VERDIER, 2003 An
advected field approach to the dynamics of fluid interfaces, Euro.
Phys. Lett. 63, 623.
Kumar (Ecole Polytechnique, France) Phase Field Modelling of droplet coalescence coupled with chemical reaction30/08/2013 29 / 30
References
E. FRADET, C. McDOUGALL, P. ABBYAD, R. DANGLA, D.
McGLOIN & C.N. BAROUD, 2011 Combining rails and anchors with
laser forcing for selective manipulation within 2D droplet arrays Lab
on a Chip , 11, 4228-4234.
A. HUEBNER, C. ABELL, W. HUCK, C.N. BAROUD & F.
HOLLFELDER, 2011 Monitoring a Reaction at Submillisecond
Resolution in Picoliter Volumes, Anal. Chem., 83, 1462-1468.
DAVID M. YOUNG, 1950 Iterative methods for solving partial
differential equations of elliptical type, PhD thesis, Harvard University
ETIENNE FRADET, 2013 PhD thesis, Ecole Polytechnique, France
Kumar (Ecole Polytechnique, France) Phase Field Modelling of droplet coalescence coupled with chemical reaction30/08/2013 30 / 30

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MS_Thesis_Presentation

  • 1. Phase Field Modelling of droplet coalescence coupled with chemical reaction Prashant Kumar Ecole Polytechnique, France 30/08/2013 Kumar (Ecole Polytechnique, France) Phase Field Modelling of droplet coalescence coupled with chemical reaction30/08/2013 1 / 30
  • 2. Aim of the project The aim of the project was to study the effect of fluid flow on the mixing of the components and the rate of total product formation during the coalescence of the droplets. Kumar (Ecole Polytechnique, France) Phase Field Modelling of droplet coalescence coupled with chemical reaction30/08/2013 2 / 30
  • 3. Experimental Setup (a) Experimental Setup (b) Processes in steps Pancake shape Kumar (Ecole Polytechnique, France) Phase Field Modelling of droplet coalescence coupled with chemical reaction30/08/2013 3 / 30
  • 4. Phenomena Kumar (Ecole Polytechnique, France) Phase Field Modelling of droplet coalescence coupled with chemical reaction30/08/2013 4 / 30
  • 5. Literature for the droplet coalescence For droplets with equal radii, initially, when the rneck → 0, the neck grows as t and this regimes is known as the viscous-dominated regime. 1,2 As the rneck increases, the Reynold number also increases and the neck grows as t0.5 and this regime is known as the inertia-dominated regime. 1,2 Kumar (Ecole Polytechnique, France) Phase Field Modelling of droplet coalescence coupled with chemical reaction30/08/2013 5 / 30
  • 6. Literature: Coalescence regimes Kumar (Ecole Polytechnique, France) Phase Field Modelling of droplet coalescence coupled with chemical reaction30/08/2013 6 / 30
  • 7. Contour of the neck during the coalescence Kumar (Ecole Polytechnique, France) Phase Field Modelling of droplet coalescence coupled with chemical reaction30/08/2013 7 / 30
  • 8. Initiation of the coalescence process Kumar (Ecole Polytechnique, France) Phase Field Modelling of droplet coalescence coupled with chemical reaction30/08/2013 8 / 30
  • 9. Phase Field approach Kumar (Ecole Polytechnique, France) Phase Field Modelling of droplet coalescence coupled with chemical reaction30/08/2013 9 / 30
  • 10. Symbols Symbol Physical quantity Unit R0, R1, R2 Droplet radius m µ Viscosity Pa s γ Surface Tension N m−1 ρ Density Kg m−3 Ux ,Uy x and y direction velocity m s−1 CA, CB, CC Componenet concentration M kAB rate constant of the chemical reactiom M−1 s−1 D Component diffusivity m2 s−1 w Interface width m τ Phase field relaxation time s Kumar (Ecole Polytechnique, France) Phase Field Modelling of droplet coalescence coupled with chemical reaction30/08/2013 10 / 30
  • 11. Phase Field approach: Double well potential We assume a double well potential φ2(1 − φ)2 which gives φ a tangent hyperbolic shape: φ = 0.5(1 − tanh(r−Ro√ 2w )) Kumar (Ecole Polytechnique, France) Phase Field Modelling of droplet coalescence coupled with chemical reaction30/08/2013 11 / 30
  • 12. Governing Equations: Phase Field evolution equation Temporal evolution equation for the order parameter τ( ∂φ ∂t + U · φ) = w2 2 φ − φ(1 − φ)(2 − φ) − w2 k(φ)| φ| (1) In the polar coordinates, w2 2φ reduces to w2 1 r ∂ ∂r (r ∂φ ∂r ) which drives the motion by curvature. In order to counter this unphysical process, an artificial term is added to the above equation. w2 2φ − w2k(φ)| φ| is a modified Laplace operator. φ(1 − φ)(2 − φ) is the negative of the double well potential U · φ advects the order parameter Kumar (Ecole Polytechnique, France) Phase Field Modelling of droplet coalescence coupled with chemical reaction30/08/2013 12 / 30
  • 13. Governing Equations: Fluid flow Navier Stokes is used to solve for the fluid flow. ρ( ∂U ∂t + U. U) = − P + · (µ U) + γk(φ) φ (2) Vorticity - Streamfunction formulation is used to solve the Navier Stokes equation ρ( ∂ω ∂t + U. ω) = µ( 2 ω) + γ × (k φ) (3) Streamfunction is solved from the vorticity using the Poisson equation 2 ψ = −ω (4) The velocity field is obtained from the streamfunction using the relation Ux = − ∂ψ ∂y , Uy = ∂ψ ∂x (5) Kumar (Ecole Polytechnique, France) Phase Field Modelling of droplet coalescence coupled with chemical reaction30/08/2013 13 / 30
  • 14. Governing Equations: Reaction diffusion system We study a simple irreversible chemical reaction: A + B → C ∂Ci ∂t + U · Ci = · (Di Ci ) ± Kr CACB (6) We cut off the fluxes at the boundary of the droplet by multiplying φ with the fluxes. ∂Ci ∂t + · (φUCi ) = · (φDi Ci ) ± Kr CACB (7) Kumar (Ecole Polytechnique, France) Phase Field Modelling of droplet coalescence coupled with chemical reaction30/08/2013 14 / 30
  • 15. System size and the simulation domain Diffusive time scale is given by: τD = R2 0 D Viscous time scale: τviscous = µR0 γ Inertial time scale:τinertia = ρR3 γ Taking the following values for the parameters (ρ = 1000 Kgm−3,µ = 0.005 Pa s, γ = 0.02 Nm−1, R0 = 100 µm), we get τD = 0.1s τviscous = 2.5 ∗ 10−5s, and τinertia = 2.236 ∗ 10−4s Keeping in mind the difference in the time scales and the minimum grid spacing h = 0.025 µm, we ran simulations on systems with R0 = 1 µm. Kumar (Ecole Polytechnique, France) Phase Field Modelling of droplet coalescence coupled with chemical reaction30/08/2013 15 / 30
  • 16. Droplets with equal radii - Coalescence R1(µm) R2(µm) µ1(Pa s) µ2(Pa s) µ3(Pa s) γ(Nm−1) 1 1 0.01 0.01 0.01 0.05 Kumar (Ecole Polytechnique, France) Phase Field Modelling of droplet coalescence coupled with chemical reaction30/08/2013 16 / 30
  • 17. Rate of growth of the common neck with time in droplets with equal radii Kumar (Ecole Polytechnique, France) Phase Field Modelling of droplet coalescence coupled with chemical reaction30/08/2013 17 / 30
  • 18. Reactant evolution- droplets with equal radii Kumar (Ecole Polytechnique, France) Phase Field Modelling of droplet coalescence coupled with chemical reaction30/08/2013 18 / 30
  • 19. Product evolution - droplets with equal radii Kumar (Ecole Polytechnique, France) Phase Field Modelling of droplet coalescence coupled with chemical reaction30/08/2013 19 / 30
  • 20. Droplets with unequal radii - Coalescence Kumar (Ecole Polytechnique, France) Phase Field Modelling of droplet coalescence coupled with chemical reaction30/08/2013 20 / 30
  • 21. Reactant evolution- Less viscous outer fluid R1(µm) R2(µm) µ1(Pa s) µ2(Pa s) µ3(Pa s) γ(Nm−1) 1 1 0.01 0.01 0.01 0.05 Kumar (Ecole Polytechnique, France) Phase Field Modelling of droplet coalescence coupled with chemical reaction30/08/2013 21 / 30
  • 22. Product evolution - Less viscous outer fluid Kumar (Ecole Polytechnique, France) Phase Field Modelling of droplet coalescence coupled with chemical reaction30/08/2013 22 / 30
  • 23. Reactant evolution - Highly viscous outer fluid R1(µm) R2(µm) µ1(Pa s) µ2(Pa s) µ3(Pa s) γ(Nm−1) 1 1 0.01 0.01 0.01 0.05 Kumar (Ecole Polytechnique, France) Phase Field Modelling of droplet coalescence coupled with chemical reaction30/08/2013 23 / 30
  • 24. Product evolution - Highly viscous outer fluid Kumar (Ecole Polytechnique, France) Phase Field Modelling of droplet coalescence coupled with chemical reaction30/08/2013 24 / 30
  • 25. Rate of total product formation with time: Droplets with equal radii Kumar (Ecole Polytechnique, France) Phase Field Modelling of droplet coalescence coupled with chemical reaction30/08/2013 25 / 30
  • 26. Rate of total product formation with time: Droplets with unequal radii -22 -20 -18 -16 -14 -12 -10 -8 -6 -12 -11 -10 -9 -8 -7 -6 log10(Product) log10(time (sec)) a b c d e a=2.7 +/- 0.1 b=2.0 +/- 0.1 c=2.5 +/- 0.1 d=2.0 +/- 0.1 e=1.5 +/- 0.1 Slope µr=1 µr=0.001 µr=100 Kumar (Ecole Polytechnique, France) Phase Field Modelling of droplet coalescence coupled with chemical reaction30/08/2013 26 / 30
  • 27. Morphology Diagram µr1 = µ2 µ1 and µr2 = µ3 µ1 Kumar (Ecole Polytechnique, France) Phase Field Modelling of droplet coalescence coupled with chemical reaction30/08/2013 27 / 30
  • 28. References JENNS EGGERS, JOHN R. LISTER & HOWARD A. STONE, 1999 Coalescence of liquid drops, J. Fluid. Mech. 401, 293-310. DIRK G.A.L. AARTS, HENK N.W. LEKKERKERKER, HUA GUO, GERARD H. WEGDAM & DANIEL BONN, 2005 Hydrodynamics of Droplet Coalescence, Phy. Rev. L 95, 164503. MARTIN Z. BAZANT & H.A. STONE, 2000 Asymptotics of reaction-diffusion fronts with one static and one diffusing reactant, Physica D 147, 95-121. KNUT ERIK TEIGEN, XIANGRONG LI, JOHN LOWENGRUB, FAN WANG & AXEL VOIGT, 2009 A diffuse-interface approach for modelling transport, diffusion and adsorption/ desorption of material quantities on a deformable interface, Commun. Math Sci. 4(7), 1009-1037. X. LI, J. LOWENGRUB, A. RATZ & A. VOIGT, 2009 Solving PDEs in complex geometries: a diffuse domain approach, Commun. Math Sci. 7(1), 81-107. Kumar (Ecole Polytechnique, France) Phase Field Modelling of droplet coalescence coupled with chemical reaction30/08/2013 28 / 30
  • 29. References SEBASTIEN NGUYEN, R. FOLCH, VIJAY K. VERMA, HERVE HENRY & MATHIS PLAPP, 2009 Phase-field simulations of viscous fingering in shear-thinning fluids, Physics of Fluids 22, 103102. Y. SUN & C. BECKERMANN, 2004 Diffuse inteface modeling of two-phase flows based on averaging: mass and momentum equations, Physica D 198, 281-308. SAMUEL M. ALLEN & JOHN W. CAHN, 1978 A microscopic theory for antiphase boundary motion and its application to antiphase domain coarsening, Acta Metallurgica 27, 1085-1095. JOSEPH D. PAULSEN, JUSTIN C. BURTON, SIDNEY R. NAGEL, SANTOSH APPATHURAI, MICHAEL T. HARRIS & OSMAN A. BASARAN, 2012 The inexorable resistance of inertia determines the initial regime of drop coalescence, PNAS 109(18):6857-61 22511714 T. BIBEN, C. MISBAH, A. LEYRAT & C. VERDIER, 2003 An advected field approach to the dynamics of fluid interfaces, Euro. Phys. Lett. 63, 623. Kumar (Ecole Polytechnique, France) Phase Field Modelling of droplet coalescence coupled with chemical reaction30/08/2013 29 / 30
  • 30. References E. FRADET, C. McDOUGALL, P. ABBYAD, R. DANGLA, D. McGLOIN & C.N. BAROUD, 2011 Combining rails and anchors with laser forcing for selective manipulation within 2D droplet arrays Lab on a Chip , 11, 4228-4234. A. HUEBNER, C. ABELL, W. HUCK, C.N. BAROUD & F. HOLLFELDER, 2011 Monitoring a Reaction at Submillisecond Resolution in Picoliter Volumes, Anal. Chem., 83, 1462-1468. DAVID M. YOUNG, 1950 Iterative methods for solving partial differential equations of elliptical type, PhD thesis, Harvard University ETIENNE FRADET, 2013 PhD thesis, Ecole Polytechnique, France Kumar (Ecole Polytechnique, France) Phase Field Modelling of droplet coalescence coupled with chemical reaction30/08/2013 30 / 30