flow and drying simulation of nanoparticle suspension on...

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ISCST2010, St. Paul, USA /14 Flow and Drying Simulation of Nanoparticle Suspension on Substrate M. Fujita, O. Koike,Y.Yamaguchi Department of Chemical System Engineering, The University of Tokyo, Japan 1

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Page 1: Flow and Drying Simulation of Nanoparticle Suspension on ...nanotech.t.u-tokyo.ac.jp/docs/ISCST2010_fujita.pdf · ISCST2010, St. Paul, USA /14 Flow and Drying Simulation of Nanoparticle

ISCST2010, St. Paul, USA /14

Flow and Drying Simulation of Nanoparticle Suspension on Substrate

M. Fujita, O. Koike, Y. Yamaguchi

Department of Chemical System Engineering,The University of Tokyo, Japan

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Page 2: Flow and Drying Simulation of Nanoparticle Suspension on ...nanotech.t.u-tokyo.ac.jp/docs/ISCST2010_fujita.pdf · ISCST2010, St. Paul, USA /14 Flow and Drying Simulation of Nanoparticle

ISCST2010, St. Paul, USA /14

Outline

• Continuous coating of nanoparticles suspension on substrate

• Direct simulation model for nanoparticles suspension in flow and drying

• Demonstration of present simulation model

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Page 3: Flow and Drying Simulation of Nanoparticle Suspension on ...nanotech.t.u-tokyo.ac.jp/docs/ISCST2010_fujita.pdf · ISCST2010, St. Paul, USA /14 Flow and Drying Simulation of Nanoparticle

ISCST2010, St. Paul, USA /14

Continuous coating on substrate

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film

suspension

structure formation

flow

drying

Page 4: Flow and Drying Simulation of Nanoparticle Suspension on ...nanotech.t.u-tokyo.ac.jp/docs/ISCST2010_fujita.pdf · ISCST2010, St. Paul, USA /14 Flow and Drying Simulation of Nanoparticle

ISCST2010, St. Paul, USA /14

Peclét numbers for flow and drying

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flow Peclét number drying Peclét number

ratio of Peclét numbers

Both flow and drying influence structure formation

Page 5: Flow and Drying Simulation of Nanoparticle Suspension on ...nanotech.t.u-tokyo.ac.jp/docs/ISCST2010_fujita.pdf · ISCST2010, St. Paul, USA /14 Flow and Drying Simulation of Nanoparticle

ISCST2010, St. Paul, USA /14

Objectives of this study

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• Develop direct simulation model for nanoparticles suspension in flow and drying

• Perform flow and drying simulations of nanoparticles suspension on substrate

• Quantify structure formation of nanoparticles and evaluate effect of ratio of Peclét numbers

Page 6: Flow and Drying Simulation of Nanoparticle Suspension on ...nanotech.t.u-tokyo.ac.jp/docs/ISCST2010_fujita.pdf · ISCST2010, St. Paul, USA /14 Flow and Drying Simulation of Nanoparticle

ISCST2010, St. Paul, USA /14

Direct simulation model

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• Solves gas-liquid two phase flow on lattice using VOF method

• Solves translational motion and rotational motion of each particle

• Couples motion of particle with flow of solvent using fictitious domain method

Interparticle hydrodynamic interaction is included without analytical model

Page 7: Flow and Drying Simulation of Nanoparticle Suspension on ...nanotech.t.u-tokyo.ac.jp/docs/ISCST2010_fujita.pdf · ISCST2010, St. Paul, USA /14 Flow and Drying Simulation of Nanoparticle

ISCST2010, St. Paul, USA /14

Equations of fluid motion

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fluctuating stress

acceleration

VOF function

evaporation rate

Page 8: Flow and Drying Simulation of Nanoparticle Suspension on ...nanotech.t.u-tokyo.ac.jp/docs/ISCST2010_fujita.pdf · ISCST2010, St. Paul, USA /14 Flow and Drying Simulation of Nanoparticle

ISCST2010, St. Paul, USA /14

Equations of particle motion

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acceleration

acceleration

Page 9: Flow and Drying Simulation of Nanoparticle Suspension on ...nanotech.t.u-tokyo.ac.jp/docs/ISCST2010_fujita.pdf · ISCST2010, St. Paul, USA /14 Flow and Drying Simulation of Nanoparticle

ISCST2010, St. Paul, USA /14

Simulation domain

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drying

sliding substrate

0.4 μm

periodic boundary

lattice points = 80 x 80 x 40

1 μm 1 μm

Page 10: Flow and Drying Simulation of Nanoparticle Suspension on ...nanotech.t.u-tokyo.ac.jp/docs/ISCST2010_fujita.pdf · ISCST2010, St. Paul, USA /14 Flow and Drying Simulation of Nanoparticle

ISCST2010, St. Paul, USA /14

Simulation conditions

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• nanoparticles

• solvent

• sliding substrate

d = 0.1 μm, φ0 = 15 vol%, ζ-potential = -50 mV

water in normal temperature, Ped = 930

ζ-potential = -50 mV, Pef = 93, 930

Pef / Ped = 0.1, 1

concentrated repulsive system

Page 11: Flow and Drying Simulation of Nanoparticle Suspension on ...nanotech.t.u-tokyo.ac.jp/docs/ISCST2010_fujita.pdf · ISCST2010, St. Paul, USA /14 Flow and Drying Simulation of Nanoparticle

ISCST2010, St. Paul, USA /14

Pef / Ped = 0.1 Pef / Ped = 1

Simulation results

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low speed coating high speed coating

Page 12: Flow and Drying Simulation of Nanoparticle Suspension on ...nanotech.t.u-tokyo.ac.jp/docs/ISCST2010_fujita.pdf · ISCST2010, St. Paul, USA /14 Flow and Drying Simulation of Nanoparticle

ISCST2010, St. Paul, USA /14

Quantification of structure formation

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Non-dimensional Boundary Area (NBA)

k : coordinate numbern(k) : number of particles with coordinate number of kN : total number of particles

NBA = 0 : close-packedNBA = 1 : dispersed

NBAarea of aggregates

total area of particles=

Page 13: Flow and Drying Simulation of Nanoparticle Suspension on ...nanotech.t.u-tokyo.ac.jp/docs/ISCST2010_fujita.pdf · ISCST2010, St. Paul, USA /14 Flow and Drying Simulation of Nanoparticle

ISCST2010, St. Paul, USA /14

Effect of ratio of Peclét numbers

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variation of NBA with thickness of wet film

Pef / Ped = 1

compaction due to capillary interaction

Pef / Ped = 0.1

flow induced aggregation

collapse of aggregates

Page 14: Flow and Drying Simulation of Nanoparticle Suspension on ...nanotech.t.u-tokyo.ac.jp/docs/ISCST2010_fujita.pdf · ISCST2010, St. Paul, USA /14 Flow and Drying Simulation of Nanoparticle

ISCST2010, St. Paul, USA /14

Conclusion

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• Developed direct simulation model for nanoparticles suspension in flow and drying

• Quantified structure formation of nanoparticles in flow and drying by use of NBA

• As ratio of Peclét numbers increases, compactness of final structure of nanoparticles decreases.