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Colloidal Gels and Glasses Dave Weitz Harvard EMU 6/8/03 NASA , NSF, Infineum http://www.deas.harvard.edu/projects/weitzlab •Relaxation in colloidal glasses •Stress bearing chains for solid-like behavior of glass •Attractive colloidal glasses •Scaling of the Viscoelasticity of Colloidal Glasses •Possible models for attractive glass transition Jaci Conrad Harvard Suliana Manley Harvard Hans Wyss Harvard Eric Weeks Emory Veronique Trappe Fribourg

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Page 1: Glasses and gels.04.print - nanoparticles.org · Colloidal Gels and Glasses Dave Weitz Harvard EMU 6/8/03 NASA , ... 3D data Mean square ... Glasses and gels.04.print.ppt

Colloidal Gels and GlassesDave Weitz Harvard

EMU 6/8/03

NASA , NSF, Infineum

http://www.deas.harvard.edu/projects/weitzlab

•Relaxation in colloidal glasses•Stress bearing chains for solid-like behavior of glass•Attractive colloidal glasses•Scaling of the Viscoelasticity of Colloidal Glasses•Possible models for attractive glass transition

Jaci Conrad HarvardSuliana Manley HarvardHans Wyss HarvardEric Weeks EmoryVeronique Trappe Fribourg

Page 2: Glasses and gels.04.print - nanoparticles.org · Colloidal Gels and Glasses Dave Weitz Harvard EMU 6/8/03 NASA , ... 3D data Mean square ... Glasses and gels.04.print.ppt

Glass Transition•Widely studied but poorly understood•No structural difference between liquid and glass•Difference defined by time scales

divergent structural relaxation time

New state of matter, or very slow liquid?What happens microscopically?

Characterized by structural relaxation

Page 3: Glasses and gels.04.print - nanoparticles.org · Colloidal Gels and Glasses Dave Weitz Harvard EMU 6/8/03 NASA , ... 3D data Mean square ... Glasses and gels.04.print.ppt

liquidliquid - crystal

coexistence crystal

glass

49% 54% 63% 74%58%

“supercooled”

φ

Maximum packing φHCP=0.74

Maximum packingφRCP≈0.63

φxtal≈0.54φliquid≈0.48

Repulsive Colloidal Glasses

Page 4: Glasses and gels.04.print - nanoparticles.org · Colloidal Gels and Glasses Dave Weitz Harvard EMU 6/8/03 NASA , ... 3D data Mean square ... Glasses and gels.04.print.ppt

γ

τ

Solid: Gτ γ=τ ηγ=Fluid: ( ) ( )G iGτ γωω ′′+′= ⎡ ⎤⎣ ⎦

Elastic Viscous

Viscoelasticity of Glasses

0i te ωγ γ=

Page 5: Glasses and gels.04.print - nanoparticles.org · Colloidal Gels and Glasses Dave Weitz Harvard EMU 6/8/03 NASA , ... 3D data Mean square ... Glasses and gels.04.print.ppt

Rheology of Hard Spheres

Page 6: Glasses and gels.04.print - nanoparticles.org · Colloidal Gels and Glasses Dave Weitz Harvard EMU 6/8/03 NASA , ... 3D data Mean square ... Glasses and gels.04.print.ppt

DepletionDepletion

Colloidal Glasses: Attractive and Repulsive

φRepulsive colloidal glass transition

Solid:glass or gel

0 0.7

Fluid

B

Uk T

Page 7: Glasses and gels.04.print - nanoparticles.org · Colloidal Gels and Glasses Dave Weitz Harvard EMU 6/8/03 NASA , ... 3D data Mean square ... Glasses and gels.04.print.ppt

φ = 0.06, U = 6.0 kBT

Gelation: Glass Transition of Clusters

Fluid-Clusters Gel

“Jamming” of Clusters to form gel

Page 8: Glasses and gels.04.print - nanoparticles.org · Colloidal Gels and Glasses Dave Weitz Harvard EMU 6/8/03 NASA , ... 3D data Mean square ... Glasses and gels.04.print.ppt

0 5 10 15 20 25

0

0.2

0.4

0.6

0.8

0.5 µmtime (s)

y(t)

Brownian Motion(2 µm particles, dilute sample)

Leads to normal diffusion: ⟨∆x2⟩ = 2Dt

6Bk TD

aπη=

Particlesize a

viscosity η

Page 9: Glasses and gels.04.print - nanoparticles.org · Colloidal Gels and Glasses Dave Weitz Harvard EMU 6/8/03 NASA , ... 3D data Mean square ... Glasses and gels.04.print.ppt

Mean square displacement:

⟨∆x2⟩ (µm2)

∆t (s)

Slope=1

Displacement distribution function:

P(∆x)

∆t=0.5s

∆x (µm)-2 0 2

10-1

10-2

10-3

10-4

10-5

Gaussian

Diffusion: dilute samples

Page 10: Glasses and gels.04.print - nanoparticles.org · Colloidal Gels and Glasses Dave Weitz Harvard EMU 6/8/03 NASA , ... 3D data Mean square ... Glasses and gels.04.print.ppt

⟨x2⟩ µm2

lag time ∆t (s)

2D data

3D data

Mean square displacement

Volume fraction φ=0.53

“supercooled fluid”

Page 11: Glasses and gels.04.print - nanoparticles.org · Colloidal Gels and Glasses Dave Weitz Harvard EMU 6/8/03 NASA , ... 3D data Mean square ... Glasses and gels.04.print.ppt

Cage trapping:

•Short times: particles stuck in “cages”•Long times: cages rearrange

φ=0.56, 100 min(supercooled fluid)

Mean-squared displacementφ=0.53 -- “supercooled fluid”

Page 12: Glasses and gels.04.print - nanoparticles.org · Colloidal Gels and Glasses Dave Weitz Harvard EMU 6/8/03 NASA , ... 3D data Mean square ... Glasses and gels.04.print.ppt

1 micronshading indicates depth

Trajectories of “fast” particles, φ=0.56

Page 13: Glasses and gels.04.print - nanoparticles.org · Colloidal Gels and Glasses Dave Weitz Harvard EMU 6/8/03 NASA , ... 3D data Mean square ... Glasses and gels.04.print.ppt

95%

top 5% = tailsof ∆x distribution

φ=0.53, supercooled fluid

Time scale:∆t* when nongaussian parameter α2

largest

Length scale:∆r* on average, 5% of particles have

∆r(∆t*) > ∆r*

≈ cage rearrangements

Time Scale and Length Scale

Page 14: Glasses and gels.04.print - nanoparticles.org · Colloidal Gels and Glasses Dave Weitz Harvard EMU 6/8/03 NASA , ... 3D data Mean square ... Glasses and gels.04.print.ppt

lag time ∆t (s)

2D

3D⟨x2⟩ µm2

Displacement distribution function

∆t = 1000 s

φ = 0.53: “supercooled fluid”

α2

4

2 23

1= −x

xNongaussian Parameter

Page 15: Glasses and gels.04.print - nanoparticles.org · Colloidal Gels and Glasses Dave Weitz Harvard EMU 6/8/03 NASA , ... 3D data Mean square ... Glasses and gels.04.print.ppt

How to pick ∆t* for glasses?

glasses

Page 16: Glasses and gels.04.print - nanoparticles.org · Colloidal Gels and Glasses Dave Weitz Harvard EMU 6/8/03 NASA , ... 3D data Mean square ... Glasses and gels.04.print.ppt

Structural Relaxations in a Supercooled Fluid

timeNumber of

relaxing particles

Relaxing particles are highly correlated spatially

Page 17: Glasses and gels.04.print - nanoparticles.org · Colloidal Gels and Glasses Dave Weitz Harvard EMU 6/8/03 NASA , ... 3D data Mean square ... Glasses and gels.04.print.ppt

Structural Relaxations in a Glass

timeNumber of

relaxing particles

Relaxing particles are NOT correlated spatially

Page 18: Glasses and gels.04.print - nanoparticles.org · Colloidal Gels and Glasses Dave Weitz Harvard EMU 6/8/03 NASA , ... 3D data Mean square ... Glasses and gels.04.print.ppt

Supercooled fluid φ = 0.56 Glass φ = 0.61

Fluctuations of fast particles

Page 19: Glasses and gels.04.print - nanoparticles.org · Colloidal Gels and Glasses Dave Weitz Harvard EMU 6/8/03 NASA , ... 3D data Mean square ... Glasses and gels.04.print.ppt

Number Nf of fast neighbors to afast particle:

Fractal dimension:

φ = 0.56supercooled fluid

Cluster Properties

Page 20: Glasses and gels.04.print - nanoparticles.org · Colloidal Gels and Glasses Dave Weitz Harvard EMU 6/8/03 NASA , ... 3D data Mean square ... Glasses and gels.04.print.ppt

Dependence on Step Size

Bigger step more V

Bigger step less crystalline

Bigger step cage breaking

Bigger step less likely

Page 21: Glasses and gels.04.print - nanoparticles.org · Colloidal Gels and Glasses Dave Weitz Harvard EMU 6/8/03 NASA , ... 3D data Mean square ... Glasses and gels.04.print.ppt

averagecluster

size

volume fraction

Cluster size grows as glass transition is approached

Page 22: Glasses and gels.04.print - nanoparticles.org · Colloidal Gels and Glasses Dave Weitz Harvard EMU 6/8/03 NASA , ... 3D data Mean square ... Glasses and gels.04.print.ppt

Adam & Gibbs: “cooperatively rearranging regions”(1965)

Dynamical Heterogeneity:possible dynamic length scale

Simulations: •Glotzer, Kob, Donati, et al (1997, Lennard-Jones)

Photobleaching: •Cicerone & Ediger (1995, o-terphenyl)

NMR experiments: •Schmidt-Rohr & Spiess (1991, polymers)

Page 23: Glasses and gels.04.print - nanoparticles.org · Colloidal Gels and Glasses Dave Weitz Harvard EMU 6/8/03 NASA , ... 3D data Mean square ... Glasses and gels.04.print.ppt

What is a Glass?

•Glass must have a low frequency shear modulus•Must have force chains to transmit stress

Page 24: Glasses and gels.04.print - nanoparticles.org · Colloidal Gels and Glasses Dave Weitz Harvard EMU 6/8/03 NASA , ... 3D data Mean square ... Glasses and gels.04.print.ppt

E.R. Weeks et. al, Science 287, 627 (2000)

∆r(∆t) gives no obvious definition of slow

5% 10% 20% 30%

φ = 0.56

35%(first percolating cluster)

40%

Page 25: Glasses and gels.04.print - nanoparticles.org · Colloidal Gels and Glasses Dave Weitz Harvard EMU 6/8/03 NASA , ... 3D data Mean square ... Glasses and gels.04.print.ppt

Topological Change: ∆nn (∆t)

t0 t0+∆t

Identify nearest neighbors, calculate ∆nn(∆t)

t0 t0+∆t

∆nn = 2∆nn = 1

B. Doliwa and A. Heuer, J. Non-Cryst. Solids 307, 32 (2002).

Page 26: Glasses and gels.04.print - nanoparticles.org · Colloidal Gels and Glasses Dave Weitz Harvard EMU 6/8/03 NASA , ... 3D data Mean square ... Glasses and gels.04.print.ppt

Percolation clusters break up in supercooled fluids∆nn = 0

φ=0.52: ∆tbreakup~∆t*

φ=0.56: ∆tbreakup~4∆t*

Page 27: Glasses and gels.04.print - nanoparticles.org · Colloidal Gels and Glasses Dave Weitz Harvard EMU 6/8/03 NASA , ... 3D data Mean square ... Glasses and gels.04.print.ppt

Glasses Have Connected Cluster for Entire Time

Total run length is roughly 35,000 s

Look for connectivity among ∆nn(∆t)=0 particles

Even at ∆t~35,000 s all ∆nn=0 particles form a connected network

φ=0.60

Page 28: Glasses and gels.04.print - nanoparticles.org · Colloidal Gels and Glasses Dave Weitz Harvard EMU 6/8/03 NASA , ... 3D data Mean square ... Glasses and gels.04.print.ppt

Number of Edge Particles in Connected Cluster∆nn=0

φ=0.52

φ=0.60

φ=0.56

Page 29: Glasses and gels.04.print - nanoparticles.org · Colloidal Gels and Glasses Dave Weitz Harvard EMU 6/8/03 NASA , ... 3D data Mean square ... Glasses and gels.04.print.ppt

Weak Attractive InteractionColloid-polymer mixtures

Polystyrene polymer, Rg=37 nm + PMMA spheres, rc=350 nm

fluid gelattractivefluid

fluid +polymer

Depletion attraction

Page 30: Glasses and gels.04.print - nanoparticles.org · Colloidal Gels and Glasses Dave Weitz Harvard EMU 6/8/03 NASA , ... 3D data Mean square ... Glasses and gels.04.print.ppt

DepletionDepletion

Attractive Colloidal Glasses

φRepulsive colloidal glass transition

Solid:glass or gel

0 0.7

Fluid

B

Uk T

Page 31: Glasses and gels.04.print - nanoparticles.org · Colloidal Gels and Glasses Dave Weitz Harvard EMU 6/8/03 NASA , ... 3D data Mean square ... Glasses and gels.04.print.ppt

Phase diagram: Depends on Range

Short –rangeMw = 96,000 g mol-1▲ - Gel∆ - Fluid cluster

Long-rangeMw = 2,000,000 g mol-1● - Gel○ - Fluid cluster

Page 32: Glasses and gels.04.print - nanoparticles.org · Colloidal Gels and Glasses Dave Weitz Harvard EMU 6/8/03 NASA , ... 3D data Mean square ... Glasses and gels.04.print.ppt

φ = 0.06, U = 6.0 kBT

Gelation: Glass Transition of Clusters

Fluid-Clusters Gel

“Jamming” of Clusters to form gel

Page 33: Glasses and gels.04.print - nanoparticles.org · Colloidal Gels and Glasses Dave Weitz Harvard EMU 6/8/03 NASA , ... 3D data Mean square ... Glasses and gels.04.print.ppt

Dynamic Light Scattering from Attractive Colloids

Page 34: Glasses and gels.04.print - nanoparticles.org · Colloidal Gels and Glasses Dave Weitz Harvard EMU 6/8/03 NASA , ... 3D data Mean square ... Glasses and gels.04.print.ppt

Gelation Transition for Attractive Colloids

Fluid-solid transition at well-defined φ

Page 35: Glasses and gels.04.print - nanoparticles.org · Colloidal Gels and Glasses Dave Weitz Harvard EMU 6/8/03 NASA , ... 3D data Mean square ... Glasses and gels.04.print.ppt

Colloidal Gel

Confocal microscope image: Slice through gelPMMA particles, a = 0.35 µm

Page 36: Glasses and gels.04.print - nanoparticles.org · Colloidal Gels and Glasses Dave Weitz Harvard EMU 6/8/03 NASA , ... 3D data Mean square ... Glasses and gels.04.print.ppt

20 µm

Rαβ

Colloidal Gel: Chains Connect Particles

Confocal microscope: Cut through gelPMMA particles

Rendered image showing chains

Page 37: Glasses and gels.04.print - nanoparticles.org · Colloidal Gels and Glasses Dave Weitz Harvard EMU 6/8/03 NASA , ... 3D data Mean square ... Glasses and gels.04.print.ppt

Colloidal Gel: Chains Connect Particles

Short-range interaction – Fewer loopsLong-range interaction – More loops

Rendered image showing chains

f(2)

L (diameters)1 10 100

10-4

10-2

10-3

10-1

100

Rg = 38 nm

Rg = 8.4 nm

(a)

Probability of 2nd Loop for Length L

Long range

Short range

Page 38: Glasses and gels.04.print - nanoparticles.org · Colloidal Gels and Glasses Dave Weitz Harvard EMU 6/8/03 NASA , ... 3D data Mean square ... Glasses and gels.04.print.ppt

r/R0 2 4 6 8 10 12 14

g(r/R

)

0

4

8

12

16

20

24

Log(r/R)0.0 0.4 0.8 1.2

Log(

g-1)

0.0

0.5

1.0

1.5

slope = -1.24(Df = 1.76)

Rc

L

M ∝ Rdf

φ(R) ∝ RDf - 3

Rc is set by φ(R=Rc) ≡ φRc = φ(1/df-3)

Fractal scaling

Page 39: Glasses and gels.04.print - nanoparticles.org · Colloidal Gels and Glasses Dave Weitz Harvard EMU 6/8/03 NASA , ... 3D data Mean square ... Glasses and gels.04.print.ppt

● φ = 0.15

■ φ = 0.11

♦ φ = 0.08

Viscoelastic behavior (Udep / kBT = 7.1, ξ = 0.168 )

Page 40: Glasses and gels.04.print - nanoparticles.org · Colloidal Gels and Glasses Dave Weitz Harvard EMU 6/8/03 NASA , ... 3D data Mean square ... Glasses and gels.04.print.ppt

Scaling behavior

Page 41: Glasses and gels.04.print - nanoparticles.org · Colloidal Gels and Glasses Dave Weitz Harvard EMU 6/8/03 NASA , ... 3D data Mean square ... Glasses and gels.04.print.ppt

Udep/kBT = 7.1, ξ = 0.168

Same Universal Master Curve

Page 42: Glasses and gels.04.print - nanoparticles.org · Colloidal Gels and Glasses Dave Weitz Harvard EMU 6/8/03 NASA , ... 3D data Mean square ... Glasses and gels.04.print.ppt

Udep/kBT = 7.1, ξ = 0.168

Same Universal Master Curve

Udep/kBT = 13.7, ξ = 0.04

Udep/kBT = 11.9, ξ = 0.04

Udep/kBT = 5.4, ξ = 0.18

Page 43: Glasses and gels.04.print - nanoparticles.org · Colloidal Gels and Glasses Dave Weitz Harvard EMU 6/8/03 NASA , ... 3D data Mean square ... Glasses and gels.04.print.ppt

Two Component Model

ω * a

G’(ω

) ∗ b

, G’’ (

ω) ∗

b

a / µ102 103 104 105 106 107 108 109

b

100

101

102

103

104

105

106

1

Scale along the background viscosityφ1

φ2

φ3

Accessible ω

G’(ω) = constant = Gp’

G’’(ω) = η ω

φ1 > φ2 > φ3

Page 44: Glasses and gels.04.print - nanoparticles.org · Colloidal Gels and Glasses Dave Weitz Harvard EMU 6/8/03 NASA , ... 3D data Mean square ... Glasses and gels.04.print.ppt

Scaled Critical Onset of Plateau Moduli for Colloidal GelsDepends on Range of Interaction

Page 45: Glasses and gels.04.print - nanoparticles.org · Colloidal Gels and Glasses Dave Weitz Harvard EMU 6/8/03 NASA , ... 3D data Mean square ... Glasses and gels.04.print.ppt

Exponents Depend on Interaction

Rigidity Percolation

Map φ p

Non-central forces:G ~ (φ – φ0)3.8

Central Forces:G ~ (φ – φ0)2

Page 46: Glasses and gels.04.print - nanoparticles.org · Colloidal Gels and Glasses Dave Weitz Harvard EMU 6/8/03 NASA , ... 3D data Mean square ... Glasses and gels.04.print.ppt

9.0

8.8

8.6

8.4

β , µ

m

time, s0 8040 120

0 0.1 0.2-0.1-0.2

2.0

0.0

1.0U

/kB

T

R - R (µm)

(b)

(c)

α β

Spring Constant Determined from Thermal Fluctuations

Harmonic SpringCurvature is κ

Movie of Fluctuations

( ) ( ){ }exp BP R U R k T∆ ∝ − ∆

Page 47: Glasses and gels.04.print - nanoparticles.org · Colloidal Gels and Glasses Dave Weitz Harvard EMU 6/8/03 NASA , ... 3D data Mean square ... Glasses and gels.04.print.ppt

Length dependence of Spring Constant

Bending Resistance

κ ~ R-1

Depends on width of chainNo dependence on width of chain

R

R R⊥ ∼

γ γ2 3~BdR R Rκ −− −

⊥∼

NO Bending Resistance

Page 48: Glasses and gels.04.print - nanoparticles.org · Colloidal Gels and Glasses Dave Weitz Harvard EMU 6/8/03 NASA , ... 3D data Mean square ... Glasses and gels.04.print.ppt

3.5

3.0

2.5

2.0

1.5

1.0

Lo

g(k

, k B

T/µ

m2)

(a)

0.0 0.5 1.0 1.5 2.0 2.5Log(Nch)

0.5

0.0

3

-1 0 1 2Log(r 2)

Lo

g(k

Nch

, k B

T/µ

m2)

4

3

2

1

00.5 1.0 1.5 2.00.0

Log(R, µm)

Log(1/Nch)

Log(1/Lr 2)

Lo

g(k

, k B

T/µ

m2)

(b)

Scaling of Spring Constant with Chain Length

Centro-symmetricNon centro-symmetricSupports bond bending

Long-range interaction Short-range interaction

Page 49: Glasses and gels.04.print - nanoparticles.org · Colloidal Gels and Glasses Dave Weitz Harvard EMU 6/8/03 NASA , ... 3D data Mean square ... Glasses and gels.04.print.ppt

LoadIncompatible StressStress

Andrea Liu, Sidney NagelNature 386 (1998) 21

DensityCompatible StressPressureOsmotic PressureAttractive Potential

TemperatureVibration, Shaking

Jamming Transition Jamming Transition –– Arrest of MotionArrest of Motion

Page 50: Glasses and gels.04.print - nanoparticles.org · Colloidal Gels and Glasses Dave Weitz Harvard EMU 6/8/03 NASA , ... 3D data Mean square ... Glasses and gels.04.print.ppt

kT/U

1/Φ

σ

Jamming Transitions for Colloidal SystemsJamming Transitions for Colloidal Systemswith Attractive Interactionswith Attractive Interactions

Page 51: Glasses and gels.04.print - nanoparticles.org · Colloidal Gels and Glasses Dave Weitz Harvard EMU 6/8/03 NASA , ... 3D data Mean square ... Glasses and gels.04.print.ppt

Jamming Phase Diagram forJamming Phase Diagram forAttractive SystemsAttractive Systems

U

σ

φ

Proposed by:Andrea Liu, Sid NagelNature 386, 21 (1998)

Page 52: Glasses and gels.04.print - nanoparticles.org · Colloidal Gels and Glasses Dave Weitz Harvard EMU 6/8/03 NASA , ... 3D data Mean square ... Glasses and gels.04.print.ppt

Spinodal Decomposition of Colloid PolymerLonger-range Interaction~3

cm

A. Bailey, L. Cipelletti, U. Gasser, S. Manely, P. Segre, ISS

~16 hrs

Page 53: Glasses and gels.04.print - nanoparticles.org · Colloidal Gels and Glasses Dave Weitz Harvard EMU 6/8/03 NASA , ... 3D data Mean square ... Glasses and gels.04.print.ppt

Time Evolution of Phase Separation~3

cm

Page 54: Glasses and gels.04.print - nanoparticles.org · Colloidal Gels and Glasses Dave Weitz Harvard EMU 6/8/03 NASA , ... 3D data Mean square ... Glasses and gels.04.print.ppt

Short-Time Evolution of Small-Angle Light Scattering after Mix

Page 55: Glasses and gels.04.print - nanoparticles.org · Colloidal Gels and Glasses Dave Weitz Harvard EMU 6/8/03 NASA , ... 3D data Mean square ... Glasses and gels.04.print.ppt

Scaling of Scattering at Small Angles

Follows Theory – Furukawa

Page 56: Glasses and gels.04.print - nanoparticles.org · Colloidal Gels and Glasses Dave Weitz Harvard EMU 6/8/03 NASA , ... 3D data Mean square ... Glasses and gels.04.print.ppt

•Like Binary Fluid very close to critical point• ξ is much larger colloidal particle

Comparison with Theory: Furukawa

Page 57: Glasses and gels.04.print - nanoparticles.org · Colloidal Gels and Glasses Dave Weitz Harvard EMU 6/8/03 NASA , ... 3D data Mean square ... Glasses and gels.04.print.ppt

Conclusions• Repulsive glasses have percolation clusters of

slow particles• Attractive colloidal systems are similar to glasses• Viscoelastic behavior exhibits scaling

– Defines critical gelation for transition• Phase behavior depends on range of interaction• Different rheology for different φ• Microscopic motion of particles provides insight

into rheology

Page 58: Glasses and gels.04.print - nanoparticles.org · Colloidal Gels and Glasses Dave Weitz Harvard EMU 6/8/03 NASA , ... 3D data Mean square ... Glasses and gels.04.print.ppt