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Modeling Diffusion of Sparsely Populated Acids on a Monomer/Polymer Lattice Andrew Brzezinski, Matthew Duch Dept. of Materials Science & Engineering Spring 2006
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Modeling Diffusion of Sparsely Populated Acids on a Monomer/Polymer Lattice Andrew Brzezinski, Matthew Duch Dept. of Materials Science & Engineering Spring.

Jan 04, 2016

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Page 1: Modeling Diffusion of Sparsely Populated Acids on a Monomer/Polymer Lattice Andrew Brzezinski, Matthew Duch Dept. of Materials Science & Engineering Spring.

Modeling Diffusion of Sparsely Populated Acids on a Monomer/Polymer LatticeAndrew Brzezinski, Matthew DuchDept. of Materials Science & Engineering

Spring 2006

Page 2: Modeling Diffusion of Sparsely Populated Acids on a Monomer/Polymer Lattice Andrew Brzezinski, Matthew Duch Dept. of Materials Science & Engineering Spring.

Background & Motivation

Acid generation by multi-beam laser interference Results in an FCC lattice-type illumination pattern Unit cell on the order of the wavelength of light used (=

351 – 532 nm)

sample

Page 3: Modeling Diffusion of Sparsely Populated Acids on a Monomer/Polymer Lattice Andrew Brzezinski, Matthew Duch Dept. of Materials Science & Engineering Spring.

Background & Motivation

Acid acts as catalyst for polymerization of photoresist

Resulting structure reflects illumination intensity

Page 4: Modeling Diffusion of Sparsely Populated Acids on a Monomer/Polymer Lattice Andrew Brzezinski, Matthew Duch Dept. of Materials Science & Engineering Spring.

Code: Initialization

Used alternate unit cell than standard FCC

400x400x566 sites Acid placement based

on sum of 13 Gaussian distributions

Acid distribution proportional to intensity

Page 5: Modeling Diffusion of Sparsely Populated Acids on a Monomer/Polymer Lattice Andrew Brzezinski, Matthew Duch Dept. of Materials Science & Engineering Spring.

Code: MovementGet next acid from list

Polymerize?

Pick direction

Move Acid

Is target monomer?

Compare to RND

Is target polymer?

Move Acid

Pass

Fail

Page 6: Modeling Diffusion of Sparsely Populated Acids on a Monomer/Polymer Lattice Andrew Brzezinski, Matthew Duch Dept. of Materials Science & Engineering Spring.

Code: Data Analysis

Label each lattice site Create list of bonded

sites Collapse list to

determine cluster size and number of bonds

Number of polymerized sites with 0-6 number of bonds

Total number of clusters

Bin clusters by size Largest cluster size Images of lattice

Page 7: Modeling Diffusion of Sparsely Populated Acids on a Monomer/Polymer Lattice Andrew Brzezinski, Matthew Duch Dept. of Materials Science & Engineering Spring.

Determine Parameters Movement probability into polymerized bin Polymerization probability

Total Number of Clusters vs Time

0

500000

1000000

1500000

2000000

2500000

0 500 1000 1500 2000 2500 3000 3500

Time Step

Nu

mb

er o

f C

lust

ers

Page 8: Modeling Diffusion of Sparsely Populated Acids on a Monomer/Polymer Lattice Andrew Brzezinski, Matthew Duch Dept. of Materials Science & Engineering Spring.

Determine ParametersLargest Cluster Size

0

10000000

20000000

30000000

40000000

50000000

60000000

0 500 1000 1500 2000 2500 3000

Time Step

Clu

ster

Siz

e

Movement probability into polymerized bin: 0.3 Polymerization probability: 0.5

Page 9: Modeling Diffusion of Sparsely Populated Acids on a Monomer/Polymer Lattice Andrew Brzezinski, Matthew Duch Dept. of Materials Science & Engineering Spring.

Cluster Size DependenceLargest Cluster Size

0

10000000

20000000

30000000

40000000

50000000

60000000

70000000

80000000

90000000

0 500 1000 1500 2000 2500 3000

Time Step

Siz

e o

f C

lust

er 16I

8I

4I

2I

I

Page 10: Modeling Diffusion of Sparsely Populated Acids on a Monomer/Polymer Lattice Andrew Brzezinski, Matthew Duch Dept. of Materials Science & Engineering Spring.

Bond NumbersNumber of Polymerized Sites with # Bonds

0

10000000

20000000

30000000

40000000

50000000

60000000

0 500 1000 1500 2000 2500

Time Step

Nu

mb

er o

f S

ites

0

1

2

3

4

5

6

Number of Polymerized Sites with # Bonds

0

2000000

4000000

6000000

8000000

10000000

12000000

14000000

0 1000 2000 3000 4000 5000 6000

Time Step

Nu

mb

er o

f S

ites

0

1

2

3

4

5

6

16 I0

I0

Page 11: Modeling Diffusion of Sparsely Populated Acids on a Monomer/Polymer Lattice Andrew Brzezinski, Matthew Duch Dept. of Materials Science & Engineering Spring.
Page 12: Modeling Diffusion of Sparsely Populated Acids on a Monomer/Polymer Lattice Andrew Brzezinski, Matthew Duch Dept. of Materials Science & Engineering Spring.
Page 13: Modeling Diffusion of Sparsely Populated Acids on a Monomer/Polymer Lattice Andrew Brzezinski, Matthew Duch Dept. of Materials Science & Engineering Spring.
Page 14: Modeling Diffusion of Sparsely Populated Acids on a Monomer/Polymer Lattice Andrew Brzezinski, Matthew Duch Dept. of Materials Science & Engineering Spring.
Page 15: Modeling Diffusion of Sparsely Populated Acids on a Monomer/Polymer Lattice Andrew Brzezinski, Matthew Duch Dept. of Materials Science & Engineering Spring.
Page 16: Modeling Diffusion of Sparsely Populated Acids on a Monomer/Polymer Lattice Andrew Brzezinski, Matthew Duch Dept. of Materials Science & Engineering Spring.

In Conclusion

Made a model to capture basic physics of polymer cross-linking

Used our model with acid distribution from interference lithography

Have shown that our model has potential to increase our understanding and control of the fabrication process