new bacus presenation mask metrology in the ilt world 092915 … · 2020. 8. 31. · frm3d gpu fdtd...

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1 L. Pang, eBeam Initiative Reception at BACUS 2015 Mask Metrology in the ILT World Linyong (Leo) Pang D2S, Inc. Sept. 29, 2015 Managing Company Sponsor

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Page 1: New BACUS Presenation Mask Metrology in the ILT World 092915 … · 2020. 8. 31. · FRM3D GPU FDTD CPU GPU 3D mask sim >1000 times faster Runtime (seconds) With GPU, the Simulation-based

1 L. Pang, eBeam Initiative Reception at BACUS 2015

Mask Metrology in the ILT World

Linyong (Leo) Pang D2S, Inc.

Sept. 29, 2015 Managing Company Sponsor

Page 2: New BACUS Presenation Mask Metrology in the ILT World 092915 … · 2020. 8. 31. · FRM3D GPU FDTD CPU GPU 3D mask sim >1000 times faster Runtime (seconds) With GPU, the Simulation-based

2 L. Pang, eBeam Initiative Reception at BACUS 2015

A Decade of ILT!

6 Papers

2 Foundries

1 Memory

1 Mask shop

2005

Page 3: New BACUS Presenation Mask Metrology in the ILT World 092915 … · 2020. 8. 31. · FRM3D GPU FDTD CPU GPU 3D mask sim >1000 times faster Runtime (seconds) With GPU, the Simulation-based

3 L. Pang, eBeam Initiative Reception at BACUS 2015

ILT Adopted as the Way Forward

>200 Papers Officially

announced

2014 panel

Today

ILT expertise proliferated

Page 4: New BACUS Presenation Mask Metrology in the ILT World 092915 … · 2020. 8. 31. · FRM3D GPU FDTD CPU GPU 3D mask sim >1000 times faster Runtime (seconds) With GPU, the Simulation-based

4 L. Pang, eBeam Initiative Reception at BACUS 2015

But What About CD Metrology?

VS

B.G. Kim, et al., BACUS, 2012

New World: ILT Mask Pattern

Old World: Conventional Mask Pattern

B.G. Kim, et al., PMJ, 2009

Page 5: New BACUS Presenation Mask Metrology in the ILT World 092915 … · 2020. 8. 31. · FRM3D GPU FDTD CPU GPU 3D mask sim >1000 times faster Runtime (seconds) With GPU, the Simulation-based

5 L. Pang, eBeam Initiative Reception at BACUS 2015

ILT CD is not just line width: it’s 2D!

What to use as a reference?

Which mask issues impact the wafer?

Contour and EPE

Simulated mask pattern

Wafer plane analysis

What is CD In the ILT World?

Page 6: New BACUS Presenation Mask Metrology in the ILT World 092915 … · 2020. 8. 31. · FRM3D GPU FDTD CPU GPU 3D mask sim >1000 times faster Runtime (seconds) With GPU, the Simulation-based

6 L. Pang, eBeam Initiative Reception at BACUS 2015

Mask Plane Metrology: Contour and EPE Measurements

•  EPE measured on entire contour •  Histogram: mean, 3 sigma

Page 7: New BACUS Presenation Mask Metrology in the ILT World 092915 … · 2020. 8. 31. · FRM3D GPU FDTD CPU GPU 3D mask sim >1000 times faster Runtime (seconds) With GPU, the Simulation-based

7 L. Pang, eBeam Initiative Reception at BACUS 2015

Mask Plane Metrology: Contour and EPE Measurements

EPE measured on entire contour

PV band

Page 8: New BACUS Presenation Mask Metrology in the ILT World 092915 … · 2020. 8. 31. · FRM3D GPU FDTD CPU GPU 3D mask sim >1000 times faster Runtime (seconds) With GPU, the Simulation-based

8 L. Pang, eBeam Initiative Reception at BACUS 2015

Mask Plane Metrology: Contour and EPE Measurements

0

5000

10000

15000

20000

-6 -5.6 -5.2 -4.8 -4.4 -4 -3.6 -3.2 -2.8 -2.4 -2 -1.6 -1.2 -0.8 -0.4 0

EPE Histogram (Mask)

Count 95883 Min (nm) -6.00 Max (nm) -0.84 Mean (nm) -1.83 Median (nm) -1.71 3 Sigma (nm) 2.14

Page 9: New BACUS Presenation Mask Metrology in the ILT World 092915 … · 2020. 8. 31. · FRM3D GPU FDTD CPU GPU 3D mask sim >1000 times faster Runtime (seconds) With GPU, the Simulation-based

9 L. Pang, eBeam Initiative Reception at BACUS 2015

Mask Plane Metrology: What is the Target for EPE?

OPC Design •  No corner

rounding •  Affected by

corner EPE

•  What OPC thinks the mask shape will be

Simulated mask pattern •  Model of

actual mask shape

Mask Shape

Page 10: New BACUS Presenation Mask Metrology in the ILT World 092915 … · 2020. 8. 31. · FRM3D GPU FDTD CPU GPU 3D mask sim >1000 times faster Runtime (seconds) With GPU, the Simulation-based

10 L. Pang, eBeam Initiative Reception at BACUS 2015

Wafer Plane Metrology: Traditional CD and Wafer Impact in One Simulation

Page 11: New BACUS Presenation Mask Metrology in the ILT World 092915 … · 2020. 8. 31. · FRM3D GPU FDTD CPU GPU 3D mask sim >1000 times faster Runtime (seconds) With GPU, the Simulation-based

11 L. Pang, eBeam Initiative Reception at BACUS 2015

Wafer Plane Metrology: Traditional CD and Wafer Impact in One Simulation

Page 12: New BACUS Presenation Mask Metrology in the ILT World 092915 … · 2020. 8. 31. · FRM3D GPU FDTD CPU GPU 3D mask sim >1000 times faster Runtime (seconds) With GPU, the Simulation-based

12 L. Pang, eBeam Initiative Reception at BACUS 2015

Wafer Plane Metrology: Traditional CD and Wafer Impact in One Simulation

0 500

1000 1500 2000 2500 3000 3500 4000

-10 -9.6 -9.2 -8.8 -8.4 -8 -7.6 -7.2 -6.8 -6.4 -6 -5.6 -5.2 -4.8 -4.4 -4

EPE Histogram (Wafer)

Count 23468 Min (nm) -9.14 Max (nm) -4.12 Mean (nm) -5.91 Median (nm) -5.81 3 Sigma (nm) 2.80

Page 13: New BACUS Presenation Mask Metrology in the ILT World 092915 … · 2020. 8. 31. · FRM3D GPU FDTD CPU GPU 3D mask sim >1000 times faster Runtime (seconds) With GPU, the Simulation-based

13 L. Pang, eBeam Initiative Reception at BACUS 2015

Mask CDU ≠ Wafer CDU: Wafer Metrology is Required

0 500

1000 1500 2000 2500 3000 3500 4000

-10 -9.6 -9.2 -8.8 -8.4 -8 -7.6 -7.2 -6.8 -6.4 -6 -5.6 -5.2 -4.8 -4.4 -4

EPE Histogram (Wafer)

0

5000

10000

15000

20000

-6 -5.6 -5.2 -4.8 -4.4 -4 -3.6 -3.2 -2.8 -2.4 -2 -1.6 -1.2 -0.8 -0.4 0

EPE Histogram (Mask)

Page 14: New BACUS Presenation Mask Metrology in the ILT World 092915 … · 2020. 8. 31. · FRM3D GPU FDTD CPU GPU 3D mask sim >1000 times faster Runtime (seconds) With GPU, the Simulation-based

14 L. Pang, eBeam Initiative Reception at BACUS 2015

Old World: Mask CD Only ILT World: Mask and Wafer

Mask CD Metrology

Mask Plane Metrology

Contour

EPE

Wafer Plane Metrology

CD

EPE

2D Metrology

Convert back to 1D Metrology

Page 15: New BACUS Presenation Mask Metrology in the ILT World 092915 … · 2020. 8. 31. · FRM3D GPU FDTD CPU GPU 3D mask sim >1000 times faster Runtime (seconds) With GPU, the Simulation-based

15 L. Pang, eBeam Initiative Reception at BACUS 2015

With GPU, the Simulation-based Wafer Plane Metrology is Real Time

Page 16: New BACUS Presenation Mask Metrology in the ILT World 092915 … · 2020. 8. 31. · FRM3D GPU FDTD CPU GPU 3D mask sim >1000 times faster Runtime (seconds) With GPU, the Simulation-based

16 L. Pang, eBeam Initiative Reception at BACUS 2015

2D 3D

Mask

Aerial image

0

500

1000

1500

2000

2500

3000

FRM3D GPU FDTD CPU GPU 3D mask sim >1000 times faster

Runtime (seconds)

With GPU, the Simulation-based Wafer Plane Metrology is Real Time

Page 17: New BACUS Presenation Mask Metrology in the ILT World 092915 … · 2020. 8. 31. · FRM3D GPU FDTD CPU GPU 3D mask sim >1000 times faster Runtime (seconds) With GPU, the Simulation-based

17 L. Pang, eBeam Initiative Reception at BACUS 2015

Future: Improve Mask and Wafer Quality

Mask plane & wafer plane

metrology

Mask writer GEC

Wafer dose map

•  Shorten time to get wafer CDU map

•  Attain SEM-level repeatable accuracy

•  Improve mask writing

Page 18: New BACUS Presenation Mask Metrology in the ILT World 092915 … · 2020. 8. 31. · FRM3D GPU FDTD CPU GPU 3D mask sim >1000 times faster Runtime (seconds) With GPU, the Simulation-based

18 L. Pang, eBeam Initiative Reception at BACUS 2015

The New ILT World Calls for New CD Metrology: Mask and Wafer!

Mask Wafer

Page 19: New BACUS Presenation Mask Metrology in the ILT World 092915 … · 2020. 8. 31. · FRM3D GPU FDTD CPU GPU 3D mask sim >1000 times faster Runtime (seconds) With GPU, the Simulation-based

19 L. Pang, eBeam Initiative Reception at BACUS 2015

The New ILT World Calls for New CD Metrology: Mask and Wafer!

Wafer

CD, EPE, PV Band, Histogram

0

2000

4000

-10

-9.6

-9.2

-8.8

-8.4 -8

-7

.6 -7

.2 -6

.8 -6

.4 -6

-5.6

-5.2

-4.8

-4.4 -4

EPE Histogram (Wafer)

Mask

Contour, EPE, PV Band, Histogram

0

10000

20000

-6

-5.6

-5.2

-4.8

-4.4 -4

-3

.6 -3

.2 -2

.8 -2

.4 -2

-1.6

-1.2

-0.8

-0.4 0

EPE Histogram (Mask)

GPU = Real-time for mask + wafer

Page 20: New BACUS Presenation Mask Metrology in the ILT World 092915 … · 2020. 8. 31. · FRM3D GPU FDTD CPU GPU 3D mask sim >1000 times faster Runtime (seconds) With GPU, the Simulation-based

20 L. Pang, eBeam Initiative Reception at BACUS 2015