modeling green engineering of dispersed nanoparticles: measuring and modeling nanoparticle forces...

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Green Engineering of Dispersed Nanoparticles: Measuring and Modeling Modeling Nanoparticle Forces risten A. Fichthorn and Darrell Velegol Department of Chemical Engineering The Pennsylvania State University University Park, PA 16802 dents: Yong Qin Gretchen Holtzer R- 8290501

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Page 1: Modeling Green Engineering of Dispersed Nanoparticles: Measuring and Modeling Nanoparticle Forces Kristen A. Fichthorn and Darrell Velegol Department of

Green Engineering of Dispersed Nanoparticles: Measuring andModelingModeling Nanoparticle Forces

Kristen A. Fichthorn and Darrell VelegolDepartment of Chemical Engineering

The Pennsylvania State UniversityUniversity Park, PA 16802

Students: Yong Qin Gretchen Holtzer

R-8290501

Page 2: Modeling Green Engineering of Dispersed Nanoparticles: Measuring and Modeling Nanoparticle Forces Kristen A. Fichthorn and Darrell Velegol Department of

Nanoparticles: Potential Building BlocksFor New and Existing Materials

• Catalysts

• Optical Materials

• Structural Materials

• Electronic Materials

Nano-Electronics

Page 3: Modeling Green Engineering of Dispersed Nanoparticles: Measuring and Modeling Nanoparticle Forces Kristen A. Fichthorn and Darrell Velegol Department of

Difficult to Disperse or Assemble

“Bare” Nanoparticles

1 m5 nm

Conventional Colloids:Dispersant: ~1% volume

Nanoparticles:Dispersant: ~ 90% volume

A LOT OF WASTE! ! ! ! !

Nanoparticle Forces are POORLY UNDERSTOOD!

Page 4: Modeling Green Engineering of Dispersed Nanoparticles: Measuring and Modeling Nanoparticle Forces Kristen A. Fichthorn and Darrell Velegol Department of

Colloidal Forcesfrom MolecularDynamics Simulations

• van der Waals and Electrostatic Forces:DLVO theory

• Solvation Forces:Solvent Ordering

• Depletion Forces:Entropic

How Do These Work forColloidal Nanoparticles?

Page 5: Modeling Green Engineering of Dispersed Nanoparticles: Measuring and Modeling Nanoparticle Forces Kristen A. Fichthorn and Darrell Velegol Department of

Particle force light scattering (PFLS) for nanoparticle forces

Ofoli & Prieve, Langmuir,13, 4837 (1997)

0

0.05

0.1

0.15

0.2

0.25

0.3

0.35

0.4

0.45

0.5

0 500 1000 1500 2000 2500

time (ms)

(V-V

o)/

Vo

Fcrit = 0.3 pN 0.08

I N x mass2

800 nm particles

custom differentialelectrophoresis cell

Page 6: Modeling Green Engineering of Dispersed Nanoparticles: Measuring and Modeling Nanoparticle Forces Kristen A. Fichthorn and Darrell Velegol Department of

Large-Scale Parallel MD Simulation

• Solvent: Lennard-Jones Liquid, n-Decane ( >105 Atoms)

• Nanoparticles: Solid Clusters of Atoms

• Solvophilic Nanoparticles: (εsf = 5.0εff)

• Solvophobic Nanoparticles: (εsf = 0.2εff)

Beowulf Cluster: Cruncher

Page 7: Modeling Green Engineering of Dispersed Nanoparticles: Measuring and Modeling Nanoparticle Forces Kristen A. Fichthorn and Darrell Velegol Department of

Model Nanoparticles

Small Sphered = 4.9σ64 atoms

Large Sphered = 17.6σ

2048 atoms

Cubed = 13.2σ

2744 atoms

Icosahedrond = 4.0σ

55 atoms

Page 8: Modeling Green Engineering of Dispersed Nanoparticles: Measuring and Modeling Nanoparticle Forces Kristen A. Fichthorn and Darrell Velegol Department of

Solvation Forces: Thermodynamic Integration

BSASAB

solvsolv

FFr

d

dUF

)(

j

i d

dUdAij

)(

Free Energy Change

Solvation Force

Mezei and Beveridge, Ann. N. Y. Acad. Sci. 482, 1 (1986).

Page 9: Modeling Green Engineering of Dispersed Nanoparticles: Measuring and Modeling Nanoparticle Forces Kristen A. Fichthorn and Darrell Velegol Department of

Interactions for Spheres, Cubes

Solvophilic solvation forces are

oscillatory and comparable to van

der Waals forces

Solvophobic solvation forces

are attractive

-15.0

-10.0

-5.0

0.0

5.0

1.0 1.5 2.0 2.5 3.0 3.5 4.0

δ/σ

F·σ

/kT

Solvophilic

Solvophobic

van der Waals-30.0

-25.0

-20.0

-15.0

-10.0

-5.0

0.0

5.0

10.0

1.0 1.5 2.0 2.5 3.0 3.5 4.0

δ/σ

F·σ

/kT

Solvophilic

Solvophobic

van der Waals

Small Sphere

Large Sphere

-600.0

-400.0

-200.0

0.0

200.0

400.0

600.0

1.5 2.0 2.5 3.0 3.5 4.0 4.5

δ/σ

F·σ

/kT

van der Waals

Solvophilic

Cube

Page 10: Modeling Green Engineering of Dispersed Nanoparticles: Measuring and Modeling Nanoparticle Forces Kristen A. Fichthorn and Darrell Velegol Department of

Fluid Ordering: Origin of Solvation Forces

Solvent ordering around nanoparticles can be observed in all solvophilic simulations

(Movie)

Page 11: Modeling Green Engineering of Dispersed Nanoparticles: Measuring and Modeling Nanoparticle Forces Kristen A. Fichthorn and Darrell Velegol Department of

Solvophobic Nanoparticles: The Drying Transition

(Movie)

Page 12: Modeling Green Engineering of Dispersed Nanoparticles: Measuring and Modeling Nanoparticle Forces Kristen A. Fichthorn and Darrell Velegol Department of

Derjaguin Approximation

222 S

Solv

CC D

F

A

A

-0.2

-0.1

0.0

0.1

0.2

0.3

0.4

0.5

0.5 1.5 2.5 3.5 4.5 5.5 6.5

δ/σ

ΔA

/(2A

cρc2

) or

FS

olv/(

πD

ρs2

)

(kT

σ4)

Small SphereLarge SphereCube

-0.04

-0.03

-0.02

-0.01

0.00

0.01

0.5 1.5 2.5 3.5 4.5 5.5 6.5

δ/σ

ΔA

/(2

Acρ

c2 ) o

r F

Sol

v /(π

s2 )

(kT

σ4 )

Small SphereLarge SphereCube

Solvophilic Solvophobic

Derjaguin ApproximationDescribes the Envelope

Derjaguin Approximation Works

Page 13: Modeling Green Engineering of Dispersed Nanoparticles: Measuring and Modeling Nanoparticle Forces Kristen A. Fichthorn and Darrell Velegol Department of

Influence of Surface Roughness on Solvation Forces

Particle orientation significantly affects the force profile: Particles will Rotate in Solution

-2.0

-1.0

0.0

1.0

2.0

3.0

4.0

5.0

6.0

0.0 0.5 1.0 1.5 2.0 2.5 3.0 3.5

Separation (σ)

Fo

rce

(kT

/σ)

Left

Center

Right

Page 14: Modeling Green Engineering of Dispersed Nanoparticles: Measuring and Modeling Nanoparticle Forces Kristen A. Fichthorn and Darrell Velegol Department of

-2.0

0.0

2.0

4.0

6.0

8.0

10.0

0.5 1.5 2.5 3.5 4.5

δ/σ

F·σ

/kT

fixed

rotation

-0.4

-0.3

-0.2

-0.1

0.0

0.1

0.5 1.5 2.5 3.5 4.5

δ/σF

·σ/k

T

fixed

rotation

Solvophilic

Solvophobic

Rotation Reduces SolvophilicSolvation Forces

Page 15: Modeling Green Engineering of Dispersed Nanoparticles: Measuring and Modeling Nanoparticle Forces Kristen A. Fichthorn and Darrell Velegol Department of

Nanocrystals Have PreferredOrientations

Page 16: Modeling Green Engineering of Dispersed Nanoparticles: Measuring and Modeling Nanoparticle Forces Kristen A. Fichthorn and Darrell Velegol Department of

The Influence of Solvent Structure:n-Decane – Small Spheres

n-Decane Length Comparableto Nanoparticle Diameter

-4.0

-3.0

-2.0

-1.0

0.0

1.0

0.5 2.5 4.5 6.5 8.5 10.5δ/σ

F·σ

/kT

Solvophilic

Solvophobic

van der WaalsWeak SolvophilicForces

Step-LikeSolvophobicForces

Page 17: Modeling Green Engineering of Dispersed Nanoparticles: Measuring and Modeling Nanoparticle Forces Kristen A. Fichthorn and Darrell Velegol Department of

Conclusions

• Current theories do not accurately describe forces for small nanoparticles

• Solvation forces can be important for colloidal nanoparticles

• Solvation forces are strongly dependent on particle size, shape, surface roughness, particle-solvent interactions, and solvent structure

• Solvent-nanoparticle suspensions can be engineered for stability, assembly, environmental impact……