25
Improving Analog and RF Fill Generation Using Calibre PERC, YieldEnhancer and Pattern Matching Donovan Kim, GLOBALFOUNDRIES Mohamed Essam Ibrahim, Mentor Ernesto (Gene) de la Garza, GLOBALFOUNDRIES Sherif Hany Mousa, Mentor Matthew Hogan, Mentor

Improving Analog and RF Fill Generation Using Calibre PERC, YieldEnhancer and Pattern ...soiconsortium.eu/wp-content/uploads/2018/10/2017_0616_GF... · 2018. 11. 1. · Calibre®

  • Upload
    others

  • View
    3

  • Download
    0

Embed Size (px)

Citation preview

Page 1: Improving Analog and RF Fill Generation Using Calibre PERC, YieldEnhancer and Pattern ...soiconsortium.eu/wp-content/uploads/2018/10/2017_0616_GF... · 2018. 11. 1. · Calibre®

Improving Analog and RF Fill Generation Using Calibre PERC, YieldEnhancer and Pattern MatchingDonovan Kim, GLOBALFOUNDRIES Mohamed Essam Ibrahim, MentorErnesto (Gene) de la Garza, GLOBALFOUNDRIES Sherif Hany Mousa, Mentor

Matthew Hogan, Mentor

Page 2: Improving Analog and RF Fill Generation Using Calibre PERC, YieldEnhancer and Pattern ...soiconsortium.eu/wp-content/uploads/2018/10/2017_0616_GF... · 2018. 11. 1. · Calibre®

Agenda

• Introduction

• Fill Evolution

• Net-aware Fill Flow

• Orientation-aware Fill Flow

• PDK availability

• Potential Future Work

• Conclusion

GF & Mentor, DAC 2017 2

Page 3: Improving Analog and RF Fill Generation Using Calibre PERC, YieldEnhancer and Pattern ...soiconsortium.eu/wp-content/uploads/2018/10/2017_0616_GF... · 2018. 11. 1. · Calibre®

Introduction – GLOBALFOUNDRIES at a Glance

• Created in 2009

• Acquired Chartered Semiconductor in 2010

• Acquired IBM Microelectronics in 2015

• Largest privately held semiconductor company

• World’s second largest semiconductor foundry

• ~10X capacity increase since 2009

• More than 250 customers

• 23,000+ patents and applications

• ~18,000 employees worldwide

GF & Mentor, DAC 2017 3

Page 4: Improving Analog and RF Fill Generation Using Calibre PERC, YieldEnhancer and Pattern ...soiconsortium.eu/wp-content/uploads/2018/10/2017_0616_GF... · 2018. 11. 1. · Calibre®

Introduction – Manufacturing Capacity

28, 22,12nm90–22nm

Up to 20k

(300mm)

14, 7nm

Up to 60k

(300mm)

Up to 80k

(300mm)

180–40nm

68k (300mm)

93k (200mm)

Burlington, Vermont Singapore East Fishkill, New York Dresden, Germany Malta, New York

350–90nm

40k

(200mm)

Cheng Du, China

TECHNOLOGY NODES

CAPACITY (WAFERS / MONTH)

Up to 7.7M Wafers / Year200mm equivalents

GF & Mentor, DAC 2017 4

Page 5: Improving Analog and RF Fill Generation Using Calibre PERC, YieldEnhancer and Pattern ...soiconsortium.eu/wp-content/uploads/2018/10/2017_0616_GF... · 2018. 11. 1. · Calibre®

Introduction - GLOBALFOUNDRIES CMOS Roadmap

Wireless,

Battery-powered Computing

High-performance

Computing

Markets

Servers, high performance

computing and graphics,

high-end smartphone,

core networking

Premium Tier

Features

High-performance,

balanced-cost

7nm

FinFET

14nm

FinFET

28nm

22FDX®

40/55nm

12FDXTM

Markets

Low & mid-end

smartphones, wireless,

IoT, autonomous vehicles,

mobile camera

Volume Tier

Features

Low-power, cost-effective

performance, RF,

embedded memory

GF & Mentor, DAC 2017 5

Page 6: Improving Analog and RF Fill Generation Using Calibre PERC, YieldEnhancer and Pattern ...soiconsortium.eu/wp-content/uploads/2018/10/2017_0616_GF... · 2018. 11. 1. · Calibre®

FILL EVOLUTION

Page 7: Improving Analog and RF Fill Generation Using Calibre PERC, YieldEnhancer and Pattern ...soiconsortium.eu/wp-content/uploads/2018/10/2017_0616_GF... · 2018. 11. 1. · Calibre®

Fill Evolution & Main Drivers

• Support density constraints

– Local, gradient, magnitude and to max constraints

• Support analog requirements

• Match fill around cells, nets and devices

• Reduce variability created by adding fill

• Automate critical nets annotation

GF & Mentor, DAC 2017 7

65nm

SmartFill Context-aware Fill FlowsDummy Fill

≥90 nm All Nodes≤45nm

SmartFill

FEOL Fill

Filling MP layers

Symmetric Fill

Orientation-aware fill

Net-aware fill

Cell-based Fill

Density-aware Fill

Page 8: Improving Analog and RF Fill Generation Using Calibre PERC, YieldEnhancer and Pattern ...soiconsortium.eu/wp-content/uploads/2018/10/2017_0616_GF... · 2018. 11. 1. · Calibre®

Power of GLOBALFOUNDRIES Fill Solutions

Performance

Runtime &

TAT

Accuracy & Consistency

Fill

Decks

Manual Identification & Annotation Fill

Calibre® PERCTM

AnnotationFill

Net-Aware Fill Flow

Orientation-Aware Fill Flow

GF & Mentor, DAC 2017 8

Best-in-Class Fill decks

Page 9: Improving Analog and RF Fill Generation Using Calibre PERC, YieldEnhancer and Pattern ...soiconsortium.eu/wp-content/uploads/2018/10/2017_0616_GF... · 2018. 11. 1. · Calibre®

Net-Aware Fill Flow

Page 10: Improving Analog and RF Fill Generation Using Calibre PERC, YieldEnhancer and Pattern ...soiconsortium.eu/wp-content/uploads/2018/10/2017_0616_GF... · 2018. 11. 1. · Calibre®

Impact of Fill on RF/Analog Device Targeting & Process Control

GF & Mentor, DAC 2017 10

Akira Tsuchiya and Hidetoshi Onodera, IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES, VOL. 56, NO. 12, DECEMBER 2008

Parasitic capacitive coupling between the signal wire and fill is an important consideration in fill placement, shape, and size in RF/analog designs.

In addition, as design frequencies increase, the effects of eddy current become increasingly significant:• As frequencies increase, the effect of eddy

currents increase• Effective resistance increases due to eddy

current loss

Resistance and capacitance targeting, control, and modeling are challenged by competing needs to meet process-enabling metal density and maximum open-space requirements, and to minimize parasitic coupling interactions between the fill shapes and critical device features.

Need flexible Fill flow to meet challengesof high frequency RF/Analog devices

Page 11: Improving Analog and RF Fill Generation Using Calibre PERC, YieldEnhancer and Pattern ...soiconsortium.eu/wp-content/uploads/2018/10/2017_0616_GF... · 2018. 11. 1. · Calibre®

Net-Aware Fill Flow Challenges

Need to remove fill

shapes around

critical nets

Traditional Fill Flow Net-aware Fill FlowManual Nets Annotation

1 2

3

Challenges

– Slow manual process1-2 min per net per ECOe.g.: 100 nets 2 hours

– Error prone

GF & Mentor, DAC 2017 11

Page 12: Improving Analog and RF Fill Generation Using Calibre PERC, YieldEnhancer and Pattern ...soiconsortium.eu/wp-content/uploads/2018/10/2017_0616_GF... · 2018. 11. 1. · Calibre®

Annotation

o ADD Marker Manually o GDS/OASIS property o Attach layout text

Identification Fill Flow (Calibre YE)

Net-Aware Fill Flow (Manual Annotation)

• Slow

• Iterative

• Error prone

GF & Mentor, DAC 2017 12

User Defined Critical Nets

Critical net Annotation

Critical nets Exclude layer

Manually add Exclude layer

Create Exclude layer

Pre Fill flow (prevent shape

placement)

Post Fill flow (remove placed

shapes)

Manual/Slow

ASCII list from:

- PEX & STA

- Name & Class

(“all clk”)

- Analog Sims

Page 13: Improving Analog and RF Fill Generation Using Calibre PERC, YieldEnhancer and Pattern ...soiconsortium.eu/wp-content/uploads/2018/10/2017_0616_GF... · 2018. 11. 1. · Calibre®

Annotation

Critical net Annotation

Identification Fill Flow (Calibre YE)

Net-Aware Fill Flow (Automated Annotation)

• Fast

• Single shot

• Consistent

• Integration requires no change in Fill decks

• Increased flexibility

ASCII list from:

- PEX & STA

- Name & Class

(“all clk”)

- Analog Sims

User Defined Critical Nets

Create Exclude layer

Post Fill flow (remove placed

shapes)

Calibre PERC Flow

Cross Ref. Database

Designers

Critical

nets

Automatic Net

Annotation

Pre Fill flow (prevent shape

placement)

GF & Mentor, DAC 2017 13

Page 14: Improving Analog and RF Fill Generation Using Calibre PERC, YieldEnhancer and Pattern ...soiconsortium.eu/wp-content/uploads/2018/10/2017_0616_GF... · 2018. 11. 1. · Calibre®

Benefits of Net-Aware Fill

Today’s analog Flow NEW Net-aware Flow

AutomationManual nets selection,

human error prone

Fully Automated,

reliable

SpeedSlow

(interactive mode)

Fast

(batch mode)

Use Model

Layout name focus

Source schematic names require

cross-referencing step

Works seamlessly for both schematic

and layout net names

GF & Mentor, DAC 2017 14

Page 15: Improving Analog and RF Fill Generation Using Calibre PERC, YieldEnhancer and Pattern ...soiconsortium.eu/wp-content/uploads/2018/10/2017_0616_GF... · 2018. 11. 1. · Calibre®

Next InnovationOrientation-Aware Fill

Page 16: Improving Analog and RF Fill Generation Using Calibre PERC, YieldEnhancer and Pattern ...soiconsortium.eu/wp-content/uploads/2018/10/2017_0616_GF... · 2018. 11. 1. · Calibre®

Orientation-Aware Fill Flow Challenges

• Traditional fill flows scan whole area without considering the orientation

• Major/Minor shifts realized

– Critical instances of some blocks

– Cell level (e.g. inductors)

• Shifts impact

– Matching (electrical requirements)

– Consistency (process requirements)

Minor Shifts

Systematic Shift

GF & Mentor, DAC 2017 16

Page 17: Improving Analog and RF Fill Generation Using Calibre PERC, YieldEnhancer and Pattern ...soiconsortium.eu/wp-content/uploads/2018/10/2017_0616_GF... · 2018. 11. 1. · Calibre®

Fill interaction w/ spiral inductor

GF & Mentor, DAC 2017 17

Tsuchiya, Akira, and Hidetoshi Onodera. "Effect of Dummy fills on characteristics

of passive devices in CMOS millimeter-wave circuits." ASIC, 2009. ASICON'09.

IEEE 8th International Conference on. IEEE, 2009.

Quality factor, Q =𝑚𝑎𝑔𝑛𝑒𝑡𝑖𝑐 𝑒𝑛𝑒𝑟𝑔𝑦 𝑠𝑡𝑜𝑟𝑒𝑑 𝑖𝑛 𝒊𝒏𝒅𝒖𝒄𝒕𝒂𝒏𝒄𝒆)−(𝑒𝑙𝑒𝑐𝑡𝑟𝑖𝑐 𝑒𝑛𝑒𝑟𝑔𝑦 𝑠𝑡𝑜𝑟𝑒𝑑 𝑖𝑛 𝒄𝒂𝒑𝒂𝒄𝒊𝒕𝒂𝒏𝒄𝒆

(𝑒𝑛𝑒𝑟𝑔𝑦 𝑙𝑜𝑠𝑡 𝑖𝑛 𝒓𝒆𝒔𝒊𝒔𝒕𝒂𝒏𝒄𝒆)

Page 18: Improving Analog and RF Fill Generation Using Calibre PERC, YieldEnhancer and Pattern ...soiconsortium.eu/wp-content/uploads/2018/10/2017_0616_GF... · 2018. 11. 1. · Calibre®

Orientation-Aware Fill Flow

Physical Verification:

Analysis rule file

Rule_101 {

@ rule check

}

known

Patterns/blocks

Full Chip

Classify

Unique

Patterns

Capture

Pattern Processing

Fill unique patterns &

re-capture (custom markers)

Fill

Consistent Fill

Calibre®

PERC™

Calibre®

Pattern

Matching

Calibre®

Yield

Enhancer

Calibre®

Pattern

Matching

GF & Mentor, DAC 2017 18

Page 19: Improving Analog and RF Fill Generation Using Calibre PERC, YieldEnhancer and Pattern ...soiconsortium.eu/wp-content/uploads/2018/10/2017_0616_GF... · 2018. 11. 1. · Calibre®

Orientation-Aware Fill Flow (14nm Design)

GF & Mentor, DAC 2017 19

Traditional Fill Flow Orientation Aware Fill FlowXOR

Orientation-aware Flow fills inductor instances

with different orientations with high consistency

Page 20: Improving Analog and RF Fill Generation Using Calibre PERC, YieldEnhancer and Pattern ...soiconsortium.eu/wp-content/uploads/2018/10/2017_0616_GF... · 2018. 11. 1. · Calibre®

Benefits of Orientation-Aware

Today’s analog Flow NEW Orientation-aware Flow

Fill Consistency Systematic and Minor shifts Fully consistent

Speed No Impact on Runtime

GF & Mentor, DAC 2017 20

Page 21: Improving Analog and RF Fill Generation Using Calibre PERC, YieldEnhancer and Pattern ...soiconsortium.eu/wp-content/uploads/2018/10/2017_0616_GF... · 2018. 11. 1. · Calibre®

Availability at GLOBALFOUNDRIES

• NET-Aware Fill flow is availablelfor 22FDX and 12LP as fill Supplement Pkg*

• Orientation-Aware Fill flow is available for 22FDX as Fill Supplement Pkg*

*for more details Fill release notes in PDK. Please contact Mentor field team for support

GF & Mentor, DAC 2017 21

Page 22: Improving Analog and RF Fill Generation Using Calibre PERC, YieldEnhancer and Pattern ...soiconsortium.eu/wp-content/uploads/2018/10/2017_0616_GF... · 2018. 11. 1. · Calibre®

Future Work

GF & Mentor, DAC 2017 22

Integrated high-resolution CMPMODEL topography analysis of fill size, shape and spacing for critical RF/analog designs to meet topography-based DFM rules.

Page 23: Improving Analog and RF Fill Generation Using Calibre PERC, YieldEnhancer and Pattern ...soiconsortium.eu/wp-content/uploads/2018/10/2017_0616_GF... · 2018. 11. 1. · Calibre®

Future Work

GF & Mentor, DAC 2017 23

Integrated high-resolution CMPMODEL topography analysis of fill size, shape and spacing for critical RF/analog designs to meet topography-based DFM rules.

Page 24: Improving Analog and RF Fill Generation Using Calibre PERC, YieldEnhancer and Pattern ...soiconsortium.eu/wp-content/uploads/2018/10/2017_0616_GF... · 2018. 11. 1. · Calibre®

Conclusion

• GLOBALFOUNDRIES provides leading edge Fill solutions for advanced nodes

• GLOBALFOUNDRIES leverages the Calibre platform

– Integration of Calibre PERC, YieldEnhancer and Pattern Matchingto develop a fully automated solution

Net-Aware Fill Flow Orientation-aware Fill Flow

GF & Mentor, DAC 2017 24

Manual Identification & Annotation Fill

Calibre® PERCTM

AnnotationFill

Page 25: Improving Analog and RF Fill Generation Using Calibre PERC, YieldEnhancer and Pattern ...soiconsortium.eu/wp-content/uploads/2018/10/2017_0616_GF... · 2018. 11. 1. · Calibre®

© 2017 GLOBALFOUNDRIES Inc. All rights reserved.

Thank you