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Vivek Singh Intel Fellow Director, Computational Lithography Technology Manufacturing Group Intel Corporation EUV: The Computational Landscape EUVL Workshop, 2014

EUV: The Computational Landscape · EUV: The Computational Landscape EUVL Workshop, ... Access Connectivity Education Healthcare The World Ahead Making ... Moore’s Law,

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Page 1: EUV: The Computational Landscape · EUV: The Computational Landscape EUVL Workshop, ... Access Connectivity Education Healthcare The World Ahead Making ... Moore’s Law,

Vivek Singh Intel Fellow

Director, Computational Lithography

Technology Manufacturing Group

Intel Corporation

EUV: The Computational Landscape

EUVL Workshop, 2014

Page 2: EUV: The Computational Landscape · EUV: The Computational Landscape EUVL Workshop, ... Access Connectivity Education Healthcare The World Ahead Making ... Moore’s Law,

2 V. Singh EUVL Workshop, 2014

Outline

What the world wants (hint: 3D transistors)

Lithography: Choices for 14 nm and 10 nm – Inverse lithography and SMO

– “Double” patterning

– EUV lithography

Computational techniques for EUV – Flare

– Shadowing

– Out of band radiation

Page 3: EUV: The Computational Landscape · EUV: The Computational Landscape EUVL Workshop, ... Access Connectivity Education Healthcare The World Ahead Making ... Moore’s Law,

3 V. Singh EUVL Workshop, 2014

Outline

What the world wants (hint: 3D transistors)

Lithography: Choices for 14 nm and 10 nm – Inverse lithography and SMO

– “Double” patterning

– EUV lithography

Computational techniques for EUV – Flare

– Shadowing

– Out of band radiation

Page 4: EUV: The Computational Landscape · EUV: The Computational Landscape EUVL Workshop, ... Access Connectivity Education Healthcare The World Ahead Making ... Moore’s Law,

4 V. Singh EUVL Workshop, 2014

Connecting People to a World of Opportunity

Access Connectivity Healthcare Education

The World Ahead

Making

Technology

Available To

More People

Extending

Broadband

Connections

Transforming

Education To

Improve Teaching

And Learning

Delivering

Innovative

Healthcare

Solutions

Page 5: EUV: The Computational Landscape · EUV: The Computational Landscape EUVL Workshop, ... Access Connectivity Education Healthcare The World Ahead Making ... Moore’s Law,

5 V. Singh EUVL Workshop, 2014

Needs a Continuum of Personal Computing Experiences

Desktops Laptops Intelligent Systems

Smartphones Ultrabook™ Tablets

Page 6: EUV: The Computational Landscape · EUV: The Computational Landscape EUVL Workshop, ... Access Connectivity Education Healthcare The World Ahead Making ... Moore’s Law,

6 V. Singh EUVL Workshop, 2014

And that needs leading edge technology Every new node: more performance on more features at lower power

1x

0.1x

0.01x

0.001x Lo

wer

Tra

nsis

tor

Leakag

e

Higher Transistor Performance (Switching Speed)

Source: Intel

* projected

32nm 45nm 65nm 22nm

Page 7: EUV: The Computational Landscape · EUV: The Computational Landscape EUVL Workshop, ... Access Connectivity Education Healthcare The World Ahead Making ... Moore’s Law,

7 V. Singh EUVL Workshop, 2014

Intel 22nm technology introduces revolutionary 3-D Tri-Gate transistors

Such as… 3D transistors!

Page 8: EUV: The Computational Landscape · EUV: The Computational Landscape EUVL Workshop, ... Access Connectivity Education Healthcare The World Ahead Making ... Moore’s Law,

8 V. Singh EUVL Workshop, 2014

Real, high volume stuff

Page 9: EUV: The Computational Landscape · EUV: The Computational Landscape EUVL Workshop, ... Access Connectivity Education Healthcare The World Ahead Making ... Moore’s Law,

9 V. Singh EUVL Workshop, 2014

22nm Tri-Gate Transistor Benefits

Moore’s Law, at its heart, is about continuing

innovation to give the world what it wants

Page 10: EUV: The Computational Landscape · EUV: The Computational Landscape EUVL Workshop, ... Access Connectivity Education Healthcare The World Ahead Making ... Moore’s Law,

10 V. Singh EUVL Workshop, 2014

Source:

WSTS/Gartner/Intel

FAB $4 B

PILOT LINE $1-2 B

R&D PROCESS TEAM $0.5-1 B Source:

Intel

The

Benefit:

The

Cost:

103

104

105

106

107

108

109

1010

’70 ’80 ’90 ’00

As the number

of transistors

goes UP

Price per

transistor goes

DOWN

10

10-6

10-5

10-4

10-3

10-2

10-1

100

10-7

$

Yes. It makes our gadgets cheaper.

But can we afford Moore’s Law?

Page 11: EUV: The Computational Landscape · EUV: The Computational Landscape EUVL Workshop, ... Access Connectivity Education Healthcare The World Ahead Making ... Moore’s Law,

11 V. Singh EUVL Workshop, 2014

The End of Scaling is Near?

Various industry comments over the past 30 years

“Optical lithography will reach its limits in the range of 0.75-0.50 microns”

“Minimum geometries will saturate in the range of 0.3 to 0.5 microns”

“X-ray lithography will be needed below 1 micron”

“Minimum gate oxide thickness is limited to ~2 nm”

“Copper interconnects will never work”

“Scaling will end in ~10 years” Source: Mark

Bohr ISSCC

keynote, Feb.

2009 To paraphrase Mark Twain, rumors of

Scaling’s death are greatly exaggerated

In 2014, things look no different

Page 12: EUV: The Computational Landscape · EUV: The Computational Landscape EUVL Workshop, ... Access Connectivity Education Healthcare The World Ahead Making ... Moore’s Law,

12 V. Singh EUVL Workshop, 2014

Our limit to visibility goes out ~10 years

Innovation-Enabled Technology Pipeline is Full

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13 V. Singh EUVL Workshop, 2014

Outline

What the world wants (hint: 3D transistors)

Lithography: Choices for 14 nm and 10 nm – Inverse lithography and SMO

– “Double” patterning

– EUV lithography

Computational techniques for EUV – Flare

– Shadowing

– Out of band radiation

Page 14: EUV: The Computational Landscape · EUV: The Computational Landscape EUVL Workshop, ... Access Connectivity Education Healthcare The World Ahead Making ... Moore’s Law,

14 V. Singh EUVL Workshop, 2014

Intel® Atom™ - dual-core

Rice – single grain

47 Million Transistors 45nm node

Hi-k Metal Gate 193 dry Litho

In 2012, on 22nm technology, the above chip would be ¼ the size - Smaller than the grain of rice!

Moore’s Law: circa 2008

Page 15: EUV: The Computational Landscape · EUV: The Computational Landscape EUVL Workshop, ... Access Connectivity Education Healthcare The World Ahead Making ... Moore’s Law,

15 V. Singh EUVL Workshop, 2014

Moore’s Law: circa 2010

263 mm2

240 mm2

Intel® Xeon® 5500 Processor (Gainstown), 45 nm Hi-k

731M Transistors, 4 Core, 8 MB Cache

Intel® “Westmere-EP” Processor (Gulftown), 32 nm 2nd Generation Hi-k

1.17B Transistors, 6 Core, 12 MB Cache

1.8x transistors/mm2

50% More Cores

50% More Cache 45 nm 32 nm

4 Core, 3.33 GHz

4 Core, 2.93 GHz

6 Core, 3.33 GHz

6 Core, 2.93 GHz

Perf.

Volume

130W

95W

Page 16: EUV: The Computational Landscape · EUV: The Computational Landscape EUVL Workshop, ... Access Connectivity Education Healthcare The World Ahead Making ... Moore’s Law,

16 V. Singh EUVL Workshop, 2014

22nm Intel Microprocessor codenamed Ivy Bridge (image released at Sept IDF)

Moore’s Law: circa 2012

Page 17: EUV: The Computational Landscape · EUV: The Computational Landscape EUVL Workshop, ... Access Connectivity Education Healthcare The World Ahead Making ... Moore’s Law,

17 V. Singh EUVL Workshop, 2014

Too small for the light we use… …have to find ways to bridge the gap

0.01

0.1

1

1980 1985 1990 1995 2000 2005 2010 2015 2020 2025

micron

10

100

1000

nm

32nm

22nm

14nmFeature Size

Wavelength248nm

193nm

EUV

13.5nm

Co-optimization

Computational Litho

Multi-patterning

Page 18: EUV: The Computational Landscape · EUV: The Computational Landscape EUVL Workshop, ... Access Connectivity Education Healthcare The World Ahead Making ... Moore’s Law,

18 V. Singh EUVL Workshop, 2014

Co-optimization: Living within your means

90nm

• All gates in one direction

except SRAM.

65nm

• All gates in one direction

everywhere.

• Different rules for minimum

pitch, larger gate pitch and

gate routing.

45nm/32nm

• All gates in one direction

and one pitch.

• Trench contact local

routing replaces orthogonal

to gate routing.

45nm 32nm

Page 19: EUV: The Computational Landscape · EUV: The Computational Landscape EUVL Workshop, ... Access Connectivity Education Healthcare The World Ahead Making ... Moore’s Law,

19 V. Singh EUVL Workshop, 2014

Layout has adapted to litho constraints, without affecting Moore’s march

65 nm Layout Style 32 nm Layout Style

• Bi-directional features

• Varied gate dimensions

• Varied pitches

• Uni-directional features

• Uniform gate dimension

• Gridded layout M. Bohr, ISCC, 2009

Page 20: EUV: The Computational Landscape · EUV: The Computational Landscape EUVL Workshop, ... Access Connectivity Education Healthcare The World Ahead Making ... Moore’s Law,

20 V. Singh EUVL Workshop, 2014

Outline

What the world wants (hint: 3D transistors)

Lithography: Choices for 14 nm and 10 nm – Inverse lithography and SMO

– “Double” patterning

– EUV lithography

Computational techniques for EUV – Flare

– Shadowing

– Out of band radiation

Page 21: EUV: The Computational Landscape · EUV: The Computational Landscape EUVL Workshop, ... Access Connectivity Education Healthcare The World Ahead Making ... Moore’s Law,

21 V. Singh EUVL Workshop, 2014

Lithography stepper, simplified

Light

Source

Mask

Lens

Wafer

Image

When feature is small,

image is blurred

Page 22: EUV: The Computational Landscape · EUV: The Computational Landscape EUVL Workshop, ... Access Connectivity Education Healthcare The World Ahead Making ... Moore’s Law,

22 V. Singh EUVL Workshop, 2014

Can we “bend” light by inverting the problem?

Light

Source

Mask

Lens

Wafer

Target

Image

Given an image,

what mask and source do I need?

Page 23: EUV: The Computational Landscape · EUV: The Computational Landscape EUVL Workshop, ... Access Connectivity Education Healthcare The World Ahead Making ... Moore’s Law,

23 V. Singh EUVL Workshop, 2014

Answer: Inverse Lithography (ILT) Input = design, Output = mask + source

Light

Source

Mask

Wafer

Target

Image

Computational Litho

Software

Page 24: EUV: The Computational Landscape · EUV: The Computational Landscape EUVL Workshop, ... Access Connectivity Education Healthcare The World Ahead Making ... Moore’s Law,

24 V. Singh EUVL Workshop, 2014

Increasing need for mask “correction”

From simple decorations to complex “distortions”

Intuition finally breaks down, optimal solution comes from math/computation

dog ears model-based

OPC

OPC + rule based

assist features

ILT

no correction

1990 2010 2000

Page 25: EUV: The Computational Landscape · EUV: The Computational Landscape EUVL Workshop, ... Access Connectivity Education Healthcare The World Ahead Making ... Moore’s Law,

25 V. Singh EUVL Workshop, 2014

ILT is non-intuitive

Page 26: EUV: The Computational Landscape · EUV: The Computational Landscape EUVL Workshop, ... Access Connectivity Education Healthcare The World Ahead Making ... Moore’s Law,

26 V. Singh EUVL Workshop, 2014

Changing shape of light source helps

Traditional light sources

lens must capture at least two diffracted orders

Normal Incidence light ray

0 +1 -1

Oblique Incidence light ray

ILT source

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27 V. Singh EUVL Workshop, 2014

Solving the two problems simultaneously

+

ILT+SMO are used to sharpen the image of critical

masks for 14nm and 10nm nodes

Page 28: EUV: The Computational Landscape · EUV: The Computational Landscape EUVL Workshop, ... Access Connectivity Education Healthcare The World Ahead Making ... Moore’s Law,

28 V. Singh EUVL Workshop, 2014

Outline

What the world wants (hint: 3D transistors)

Lithography: Choices for 14 nm and 10 nm – Inverse lithography and SMO

– “Double” patterning

– EUV lithography

Computational techniques for EUV – Flare

– Shadowing

– Out of band radiation

Page 29: EUV: The Computational Landscape · EUV: The Computational Landscape EUVL Workshop, ... Access Connectivity Education Healthcare The World Ahead Making ... Moore’s Law,

29 V. Singh EUVL Workshop, 2014

Double Patterning: Capability…..with headaches!

A A A A A B A B AA B A C A B A

Conventional

All linewidthscorrelated

Pitch Halving

2 linewidth typesA & B anti-correlated

Pitch Quartering

3 linewidth typesA uncorrelated

B & C anti-correlated

Problems:

Cost, Complexity, Design Impact

Page 30: EUV: The Computational Landscape · EUV: The Computational Landscape EUVL Workshop, ... Access Connectivity Education Healthcare The World Ahead Making ... Moore’s Law,

30 V. Singh EUVL Workshop, 2014

Pitch halving and gate CD matching

Pitch halving eliminates the close correlation which currently exists between the CDs of adjacent gates

This has implications for memory cells and other circuits which depend upon this CD matching

A A

B

A

B B B 1266

1264 1262

860

Gate CD mismatch s

SR

AM

Vccm

in

C. Kenyon,

TOK conf.,

Dec. 2008

Page 31: EUV: The Computational Landscape · EUV: The Computational Landscape EUVL Workshop, ... Access Connectivity Education Healthcare The World Ahead Making ... Moore’s Law,

31 V. Singh EUVL Workshop, 2014

Misalignment in double-patterning

Misalignment between the 2 exposures is a crucial liability for this technique and can limit its usability

Transistor parameters can be affected by asymmetry between the source and drain regions

Print 1 Print 2

Misalignment

Registration (nm)

Normalized

IDSAT

K. Kuhn,

ICVC, 2009

Page 32: EUV: The Computational Landscape · EUV: The Computational Landscape EUVL Workshop, ... Access Connectivity Education Healthcare The World Ahead Making ... Moore’s Law,

32 V. Singh EUVL Workshop, 2014

EUV to the rescue! …can help contain rising cost of DP

Source: ITRS 2009

Page 33: EUV: The Computational Landscape · EUV: The Computational Landscape EUVL Workshop, ... Access Connectivity Education Healthcare The World Ahead Making ... Moore’s Law,

33 V. Singh EUVL Workshop, 2014

Single exposure EUV, simplified DRs

Advantages of EUV

High k1 relative to ArF

Single exposure

simplifies process flow

OPC is simpler

SE provides simpler DRs

Source: Obert Wood, EUV Workshop, July 2010

S. Sivakumar, SPIE 2011

Page 34: EUV: The Computational Landscape · EUV: The Computational Landscape EUVL Workshop, ... Access Connectivity Education Healthcare The World Ahead Making ... Moore’s Law,

34 V. Singh EUVL Workshop, 2014

The Challenges of EUV

Originally from S. Sivakumar, 2013 International Workshop on EUV Lithography

EUV HVM implementation depends on

satisfactory progress on all these fronts! M. Phillips, SPIE, 2014

Resists Patterning requirements...

Resolution – On track LWR/Dose – Need high power

Outgassing - Testing issues slow development

IDM TPT requirements Scanner outgassing requirements

Tool Source

Availability - Critical Power - Critical

Scanner Hardware - On track

Reticle Defectivity

Killer defect impact >> wafer process defect impact – Need pellicle Mitigation strategies

Reticle inspection - A-PI late, sources for A-PI, AIMS, A-BI are inadequate Patterned wafer inspection - not a substitute for A-PI or pellicle in HVM Alternative strategies

Page 35: EUV: The Computational Landscape · EUV: The Computational Landscape EUVL Workshop, ... Access Connectivity Education Healthcare The World Ahead Making ... Moore’s Law,

35 V. Singh EUVL Workshop, 2014

Short-term power outlook

• Need 40~80W stable MOPA+PP sources in the field linked to NXE:3300B scanners

• Not enough power for HVM, but enough to start TD and re-establish confidence in EUVL

• Seems achievable by Q1’14 given current status of program

• Need to look at remainder of EUV infrastructure and make sure it is on track for HVM introduction ~2017

M. Phillips, SPIE, 2014

Page 36: EUV: The Computational Landscape · EUV: The Computational Landscape EUVL Workshop, ... Access Connectivity Education Healthcare The World Ahead Making ... Moore’s Law,

36 V. Singh EUVL Workshop, 2014

The current lithography plan

Node Intel Approach

14nm ArF DP EUV Pilot Line

10nm ArF Extension EUV Pilot Line

Page 37: EUV: The Computational Landscape · EUV: The Computational Landscape EUVL Workshop, ... Access Connectivity Education Healthcare The World Ahead Making ... Moore’s Law,

37 V. Singh EUVL Workshop, 2014

Outline

What the world wants (hint: 3D transistors)

Lithography: Choices for 14 nm and 10 nm – Inverse lithography and SMO

– “Double” patterning

– EUV lithography

Computational techniques for EUV – Flare

– Shadowing

– Out of band radiation

Page 38: EUV: The Computational Landscape · EUV: The Computational Landscape EUVL Workshop, ... Access Connectivity Education Healthcare The World Ahead Making ... Moore’s Law,

38 V. Singh EUVL Workshop, 2014

Computational Lithography Infrastructure extends to EUV

Shadowing

Flare

Out-of-Band (OOB) Radiation

Computational

Litho Infrastructure

(Not to scale)

Page 39: EUV: The Computational Landscape · EUV: The Computational Landscape EUVL Workshop, ... Access Connectivity Education Healthcare The World Ahead Making ... Moore’s Law,

39 V. Singh EUVL Workshop, 2014

Lets start with Flare

-10

00

0

-80

00

-60

00

-40

00

-20

00 0

20

00

40

00

60

00

80

00

10

00

0

-10000

-5000

0

5000

10000

0.00E+00

5.00E-09

1.00E-08

1.50E-08

2.00E-08

2.50E-08

3.00E-08

3.50E-08

4.00E-08

PSFsc (1/nm2)

x (nm)

y (nm)

0.1

0.11

0.12

0.13

0.14

0.15

0.16

0.17

0.18

0.19

0.2

0 10,000 20,000 30,000 40,000 50,000 60,000 70,000 80,000 90,000 100,000

Radial distance (nm)

Fla

re

otherwisezero600nm,fornm

1166.0PSF

239.2 r

r

After a sharp fall, PSF decays

very slowly

As a result, “far away” layout

geometry affects local flare

Page 40: EUV: The Computational Landscape · EUV: The Computational Landscape EUVL Workshop, ... Access Connectivity Education Healthcare The World Ahead Making ... Moore’s Law,

40 V. Singh EUVL Workshop, 2014

Components of flare contributions

Short range (mm) component Long range (mm) component

Page 41: EUV: The Computational Landscape · EUV: The Computational Landscape EUVL Workshop, ... Access Connectivity Education Healthcare The World Ahead Making ... Moore’s Law,

41 V. Singh EUVL Workshop, 2014

Final flare result for 3mm2 patch

Max = 16.9%

Min = 0.54%

Rng = 16.4%

Avg = 5.62%

Page 42: EUV: The Computational Landscape · EUV: The Computational Landscape EUVL Workshop, ... Access Connectivity Education Healthcare The World Ahead Making ... Moore’s Law,

42 V. Singh EUVL Workshop, 2014

Full Chip Flare Compensation

(work is in handling boundaries)

Domain with Flare Data Effect of flare on Image intensity

Page 43: EUV: The Computational Landscape · EUV: The Computational Landscape EUVL Workshop, ... Access Connectivity Education Healthcare The World Ahead Making ... Moore’s Law,

43 V. Singh EUVL Workshop, 2014

Modeling of Mask Shadowing

1. Create Mask Geometry 2. Calculate E-fields

3. Calculate

Wafer Image

Page 44: EUV: The Computational Landscape · EUV: The Computational Landscape EUVL Workshop, ... Access Connectivity Education Healthcare The World Ahead Making ... Moore’s Law,

44 V. Singh EUVL Workshop, 2014

H-V Delta for 0.25NA vs 0.35NA

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45 V. Singh EUVL Workshop, 2014

OOB: Out-of-band radiation Problem: Resist is more sensitive to OOB

Source: J. Roberts, R.Bristol. T. Younkin, T. Fedynyshyn, D. Astolfi, A.Cabral

Proc. SPIE 7272 (2009)

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46 V. Singh EUVL Workshop, 2014

EUV image comparison with OOB (rigorous simulation is too slow)

Resulting EUV+OOB images match within 0.003 (assuming 4% total flare from OOB).

EUV+OOB (fast)

EUV+OOB (rigorous)

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47 V. Singh EUVL Workshop, 2014

Computational Litho for EUV is not a problem

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48 V. Singh EUVL Workshop, 2014

“If you build it, they will come”

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49 V. Singh EUVL Workshop, 2014

Summary

What the world wants (hint: 3D transistors)

–Demand and Economics drive Moore’s Law

Lithography: Choices for 14 nm and 10 nm

–Double Patterning is the workhorse, with caveats

Computational techniques for EUV

–Computational Litho for EUV is not a problem

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50 V. Singh EUVL Workshop, 2014

How will this mask print?

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51 V. Singh EUVL Workshop, 2014

The image from 193 pixelation

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52 V. Singh EUVL Workshop, 2014

…if you used EUV, however…

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53 V. Singh EUVL Workshop, 2014

Acknowledgments

Kenny Toh, Principal Engineer

Sam Sivakumar, Intel Fellow, Director of Lithography

Yan Borodovsky, Senior Intel Fellow, Director of Advanced Lithography

Michael C. Mayberry, Intel Vice President, Director of Components Research

Mark Phillips, Senior Principal Engineer

Richard Schenker, Senior Principal Engineer