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Some facts about EDMD Homogenous Nucleation Heterogenous nucleation Heterogenous Nucleation in Hard Spheres Systems Sven Dorosz and Tanja Schilling University of Luxembourg, Softmatter Theory Group May, 2012 Sven Dorosz and Tanja Schilling Heterogenous Nucleation in Hard Spheres Systems

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Page 1: Heterogenous Nucleation in Hard Spheres Systemsorbilu.uni.lu/bitstream/10993/7321/1/Vortrag_SoftComp_2012.pdf · Some facts aboutEDMD Homogenous Nucleation Heterogenous nucleation

Some facts about EDMDHomogenous NucleationHeterogenous nucleation

Heterogenous Nucleation in Hard Spheres Systems

Sven Dorosz and Tanja Schilling

University of Luxembourg,Softmatter Theory Group

May, 2012

Sven Dorosz and Tanja Schilling Heterogenous Nucleation in Hard Spheres Systems

Page 2: Heterogenous Nucleation in Hard Spheres Systemsorbilu.uni.lu/bitstream/10993/7321/1/Vortrag_SoftComp_2012.pdf · Some facts aboutEDMD Homogenous Nucleation Heterogenous nucleation

Some facts about EDMDHomogenous NucleationHeterogenous nucleation

Table of contents

1 Some facts about EDMD

2 Homogenous Nucleation

3 Heterogenous nucleation

Sven Dorosz and Tanja Schilling Heterogenous Nucleation in Hard Spheres Systems

Page 3: Heterogenous Nucleation in Hard Spheres Systemsorbilu.uni.lu/bitstream/10993/7321/1/Vortrag_SoftComp_2012.pdf · Some facts aboutEDMD Homogenous Nucleation Heterogenous nucleation

Some facts about EDMDHomogenous NucleationHeterogenous nucleation

Motivation Event Driven Molecular Dynamics

Time Driven MD simulation vs. Event Driven MD simulation

V (r) =

{

∞ if r < σ0 if r ≥ σ

⇒ free flight between collisions

NVE ensemble.

τ = σ2

D sets the timescale

B. J. Alder and T. E. Wainwright, J. Chem. Phys., 27, 1208 (1957).

Sven Dorosz and Tanja Schilling Heterogenous Nucleation in Hard Spheres Systems

Page 4: Heterogenous Nucleation in Hard Spheres Systemsorbilu.uni.lu/bitstream/10993/7321/1/Vortrag_SoftComp_2012.pdf · Some facts aboutEDMD Homogenous Nucleation Heterogenous nucleation

Some facts about EDMDHomogenous NucleationHeterogenous nucleation

Phasediagram for Hard Spheres

Md. Rintoul and S. Torquato, PRL 77, 20, 4198-4201 (1996).

Sven Dorosz and Tanja Schilling Heterogenous Nucleation in Hard Spheres Systems

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Some facts about EDMDHomogenous NucleationHeterogenous nucleation

Definition of the order parameter

Observables for the Local Bond Ordering:

In 3d:

q6m(i) :=1

n(i)

n(i)∑

j=1

Y6m (~rij) , rij < 1.4

where Y6m (~rij) are the spherical harmonics (with l=6).

P. J. Steinhardt, D. R. Nelson, and M. Ronchetti. Phys. Rev. B, 28(2) (1983)

Sven Dorosz and Tanja Schilling Heterogenous Nucleation in Hard Spheres Systems

Page 6: Heterogenous Nucleation in Hard Spheres Systemsorbilu.uni.lu/bitstream/10993/7321/1/Vortrag_SoftComp_2012.pdf · Some facts aboutEDMD Homogenous Nucleation Heterogenous nucleation

Some facts about EDMDHomogenous NucleationHeterogenous nucleation

Detecting emerging crystallites

If particle i and nb neighbouring particle j satisfy~q6(i) · ~q6

∗(j) > 0.7

Crystalline particles (colorcoded ”green”), nb > 10.Low symmetry cluster (LSC)(colorcoded ”light brown”), nb > 5.

Sven Dorosz and Tanja Schilling Heterogenous Nucleation in Hard Spheres Systems

Page 7: Heterogenous Nucleation in Hard Spheres Systemsorbilu.uni.lu/bitstream/10993/7321/1/Vortrag_SoftComp_2012.pdf · Some facts aboutEDMD Homogenous Nucleation Heterogenous nucleation

Some facts about EDMDHomogenous NucleationHeterogenous nucleation

Nucleation rates

⇒ MD and MC simulations produce rates match the experimental results

T. Schilling, S. Dorosz et al. JPCM, 23, 19, 194120 (2011).

Sven Dorosz and Tanja Schilling Heterogenous Nucleation in Hard Spheres Systems

Page 8: Heterogenous Nucleation in Hard Spheres Systemsorbilu.uni.lu/bitstream/10993/7321/1/Vortrag_SoftComp_2012.pdf · Some facts aboutEDMD Homogenous Nucleation Heterogenous nucleation

Some facts about EDMDHomogenous NucleationHeterogenous nucleation

Precursor nucleation

⇒ Effective two step process. Precursor mediated nucleation

T. Schilling, S. Dorosz et al. JPCM, 23, 19, 194120 (2011).

Sven Dorosz and Tanja Schilling Heterogenous Nucleation in Hard Spheres Systems

Page 9: Heterogenous Nucleation in Hard Spheres Systemsorbilu.uni.lu/bitstream/10993/7321/1/Vortrag_SoftComp_2012.pdf · Some facts aboutEDMD Homogenous Nucleation Heterogenous nucleation

Some facts about EDMDHomogenous NucleationHeterogenous nucleation

Motivation

Will the substrate induce different nucleation pathways?

Where does the nucleation happen?

What are the consequences of the mismatch betweensubstrate and equilibrium crystal lattice constant?

What is the crystal structure of the nucleus?

How does the substrate change the nucleation rate?

Sven Dorosz and Tanja Schilling Heterogenous Nucleation in Hard Spheres Systems

Page 10: Heterogenous Nucleation in Hard Spheres Systemsorbilu.uni.lu/bitstream/10993/7321/1/Vortrag_SoftComp_2012.pdf · Some facts aboutEDMD Homogenous Nucleation Heterogenous nucleation

Some facts about EDMDHomogenous NucleationHeterogenous nucleation

Setup of the system

Super-saturated fluid of hard spheres in contact with a triangularsubstrate.

1 1,1 1,2 1,3 1,4

lattice constant a [σ]

1,005

1,01

1,015

1,02

num

ber

dens

ity ρ

instantaneous growth

nucleation

limit

of s

tabi

lity

N = 220200 (216000 bulk + 4200 substrate) particlesN/V = 1.005 (η = 0.526) − 1.02 (η = 0.534)Corresponding chemical potentials −∆µ ≃ 0.50 − 0.54 kBT

Sven Dorosz and Tanja Schilling Heterogenous Nucleation in Hard Spheres Systems

Page 11: Heterogenous Nucleation in Hard Spheres Systemsorbilu.uni.lu/bitstream/10993/7321/1/Vortrag_SoftComp_2012.pdf · Some facts aboutEDMD Homogenous Nucleation Heterogenous nucleation

Some facts about EDMDHomogenous NucleationHeterogenous nucleation

Immediate wetting

a < asp

t = 6τ t = 70τS.D. and T. Schilling, J. Chem. Phys. 136, 044702 (2012).

Sven Dorosz and Tanja Schilling Heterogenous Nucleation in Hard Spheres Systems

Page 12: Heterogenous Nucleation in Hard Spheres Systemsorbilu.uni.lu/bitstream/10993/7321/1/Vortrag_SoftComp_2012.pdf · Some facts aboutEDMD Homogenous Nucleation Heterogenous nucleation

Some facts about EDMDHomogenous NucleationHeterogenous nucleation

Vertical density profile

0 5 10 15distance to the substrate z [σ]

0

0.002

0.004

0.006

0.008de

nsity

ρ(z

)

t = 100 τt = 50 τt = 1 τ

S.D. and T. Schilling, J. Chem. Phys. 136, 044702 (2012).

Sven Dorosz and Tanja Schilling Heterogenous Nucleation in Hard Spheres Systems

Page 13: Heterogenous Nucleation in Hard Spheres Systemsorbilu.uni.lu/bitstream/10993/7321/1/Vortrag_SoftComp_2012.pdf · Some facts aboutEDMD Homogenous Nucleation Heterogenous nucleation

Some facts about EDMDHomogenous NucleationHeterogenous nucleation

The first layer

at t > 150τ

a = 1.01σ a = 1.1σS.D. and T. Schilling, J. Chem. Phys. 136, 044702 (2012).

Sven Dorosz and Tanja Schilling Heterogenous Nucleation in Hard Spheres Systems

Page 14: Heterogenous Nucleation in Hard Spheres Systemsorbilu.uni.lu/bitstream/10993/7321/1/Vortrag_SoftComp_2012.pdf · Some facts aboutEDMD Homogenous Nucleation Heterogenous nucleation

Some facts about EDMDHomogenous NucleationHeterogenous nucleation

Defect density

1 2 3 4 5layer n

0.1

0.2

0.3

0.4

0.5

defe

ct d

ensi

ty η

a=1.01σa=1.05σa=1.10σ

1 2 3 4 5layer n

3400

3600

3800

4000

4200

# of

par

ticle

s in

laye

r N

(n)

⇒ Induced defects are compensated in the first 3 layers

S.D. and T. Schilling, J. Chem. Phys. 136, 044702 (2012).

Sven Dorosz and Tanja Schilling Heterogenous Nucleation in Hard Spheres Systems

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Some facts about EDMDHomogenous NucleationHeterogenous nucleation

3 layer stacking

⇒ Domains of ABA and ABC structure

S.D. and T. Schilling, J. Chem. Phys. 136, 044702 (2012).

Sven Dorosz and Tanja Schilling Heterogenous Nucleation in Hard Spheres Systems

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Some facts about EDMDHomogenous NucleationHeterogenous nucleation

5 layer stacking

⇒ Crystal grows in random hexagonal closed packing (RHCP)

Sven Dorosz and Tanja Schilling Heterogenous Nucleation in Hard Spheres Systems

Page 17: Heterogenous Nucleation in Hard Spheres Systemsorbilu.uni.lu/bitstream/10993/7321/1/Vortrag_SoftComp_2012.pdf · Some facts aboutEDMD Homogenous Nucleation Heterogenous nucleation

Some facts about EDMDHomogenous NucleationHeterogenous nucleation

Distinguishing fcc/hcp and bcc

more detailed structure analysis with w4 and w6

wl =

m1+m2+m3

(

l l lm1 m2 m3

)

qlm1qlm2

qlm3

(∑m

l=−m |qlm|2)3/2

fcc −0.05 < w6 < 0 w4 < 0hcp −0.05 < w6 < 0 w4 > 0bcc 0 < w6 < 0.05 w4 > 0

⇒ 85% of the crystal has fcc resp. hcp structure

S. Jungblut and C. Dellago, 2011, J. Chem. Phys. 134, 104501.

Sven Dorosz and Tanja Schilling Heterogenous Nucleation in Hard Spheres Systems

Page 18: Heterogenous Nucleation in Hard Spheres Systemsorbilu.uni.lu/bitstream/10993/7321/1/Vortrag_SoftComp_2012.pdf · Some facts aboutEDMD Homogenous Nucleation Heterogenous nucleation

Some facts about EDMDHomogenous NucleationHeterogenous nucleation

Setup of the system

1 1,1 1,2 1,3 1,4

lattice constant a [σ]

1,005

1,01

1,015

1,02

num

ber

dens

ity ρ

instantaneous growth

nucleation

limit

of s

tabi

lity

Sven Dorosz and Tanja Schilling Heterogenous Nucleation in Hard Spheres Systems

Page 19: Heterogenous Nucleation in Hard Spheres Systemsorbilu.uni.lu/bitstream/10993/7321/1/Vortrag_SoftComp_2012.pdf · Some facts aboutEDMD Homogenous Nucleation Heterogenous nucleation

Some facts about EDMDHomogenous NucleationHeterogenous nucleation

Nucleation at the wall

a > asp

t = 6τ t = 80τ⇒ Droplet formation on the substrate

S.D. and T. Schilling, 2012, J. Chem. Phys. 136, 044702.

Sven Dorosz and Tanja Schilling Heterogenous Nucleation in Hard Spheres Systems

Page 20: Heterogenous Nucleation in Hard Spheres Systemsorbilu.uni.lu/bitstream/10993/7321/1/Vortrag_SoftComp_2012.pdf · Some facts aboutEDMD Homogenous Nucleation Heterogenous nucleation

Some facts about EDMDHomogenous NucleationHeterogenous nucleation

Droplet characterization

0 100 τ 200 τ 300 τ 400 τtime after critical nucleus is formed

100

1000

10000

# of

sol

id p

artic

les

in c

lust

er ρ=1.01ρ=1.0175ρ=1.02

100 1000N

1

10

prin

cipa

l mom

ent

R⊥ ez

R⊥ ez

R||e

z

⇒ non-spherical droplets even up to 4000 particles.

S.D. and T. Schilling, 2012, J. Chem. Phys. 136, 044702.

Sven Dorosz and Tanja Schilling Heterogenous Nucleation in Hard Spheres Systems

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Some facts about EDMDHomogenous NucleationHeterogenous nucleation

Nucleation rates

1.005 1.01 1.015 1.02 1.025density ρ

0

5e-06

1e-05

1.5e-05

2e-05

nucl

eatio

n ra

te *

[σ5 /6

Dl]

a=1.15σa=1.2σa=1.25σa=1.3σa=1.35σa=1.4σ

a

⇒ Decreasing nucleation rate with increasing mismatch to the substrate

S.D. and T. Schilling, 2012, J. Chem. Phys. 136, 044702.

Sven Dorosz and Tanja Schilling Heterogenous Nucleation in Hard Spheres Systems

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Some facts about EDMDHomogenous NucleationHeterogenous nucleation

Conclusion

precursor mediated nucleation in homogeneous hard spheressystems

two regimes of crystallization :

immediate full wetting of the surface

heterogeneous nucleation at the substrate

Sven Dorosz and Tanja Schilling Heterogenous Nucleation in Hard Spheres Systems

Page 23: Heterogenous Nucleation in Hard Spheres Systemsorbilu.uni.lu/bitstream/10993/7321/1/Vortrag_SoftComp_2012.pdf · Some facts aboutEDMD Homogenous Nucleation Heterogenous nucleation

Some facts about EDMDHomogenous NucleationHeterogenous nucleation

Acknowledgements

Tanja Schilling, University of Luxembourg

Martin Ottel, Frederike Schmid, Hamed Maleki, Hajo Schope,and Kurt Binder, University of Mainz

The present project is supported by the National ResearchFund, Luxembourg and cofunded under the Marie CurieActions of the European Commission (FP7-COFUND)

Sven Dorosz and Tanja Schilling Heterogenous Nucleation in Hard Spheres Systems