model-based profile control for 200mm cmp: easier than

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SC SOLUTIONS Value Through Innovation Model-Based Profile Control for 200mm CMP: Easier than 300mm CMP or Not? APC Conference XXX 2018 Austin, TX Oct. 8-11, 2018 CONFIDENTIAL Copyright© 2014, SC Solutions, Inc. All Rights Reserved Dick de Roover , Abbas Emami-Naeini, Jon L. Ebert, La Moyne Porter II, Jamie Leighton , Andrew Cockburn Email: [email protected] SC Solutions, Inc. 1261 Oakmead Pkwy Sunnyvale, CA 94085 Applied Materials 974 E. Arques Ave. Sunnyvale, CA 94086

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Page 1: Model-Based Profile Control for 200mm CMP: Easier than

SC SOLUTIONSValue Through Innovation

Model-Based Profile Control for 200mm CMP: Easier than 300mmCMP or Not?

APC Conference XXX 2018

Austin, TX

Oct. 8-11, 2018

CONFIDENTIALCopyright© 2014, SC Solutions, Inc. All Rights Reserved

Dick de Roover, Abbas Emami-Naeini, Jon L. Ebert, La Moyne Porter II,

Jamie Leighton‡, Andrew Cockburn‡

Email: [email protected]

SC Solutions, Inc.1261 Oakmead PkwySunnyvale, CA 94085

‡Applied Materials974 E. Arques Ave.

Sunnyvale, CA 94086

Page 2: Model-Based Profile Control for 200mm CMP: Easier than

SC SOLUTIONSValue Through Innovation

Copyright© 2018, SC Solutions, Inc. All Rights Reserved

Overview

❑ Introduction & Motivation

❑ Real-time Profile Control for CMP

o Hardware & Installation

o Software & Controller Development

o Recipe & Process Development

▪ Thick Cu polish (Platen 1)

▪ Baseline Damascene (Platen 2)

▪ Non-flat Incoming Profile

❑ Summary & Conclusions

2

Page 3: Model-Based Profile Control for 200mm CMP: Easier than

SC SOLUTIONSValue Through Innovation

Copyright© 2018, SC Solutions, Inc. All Rights Reserved

Growing 200mm Demand

3

Source: SEMI Engineering, 7-17-2018

❑ Explosion in 200mm demand

o Not every device needs bleeding edge technology

o Growing demand for Analog, MEMS & RF chips

o Shortage in both fab capacity and equipment

Page 4: Model-Based Profile Control for 200mm CMP: Easier than

SC SOLUTIONSValue Through Innovation

Copyright© 2018, SC Solutions, Inc. All Rights Reserved

Introduction & Motivation

❑ Limited Options for 200mm manufacturers:

o Pay the premium on new/used equipment and charge more for 200mm wafers;

o Buy used equipment on auction sites and hope it can be repaired;

o Buy entire fabs as advanced chipmakers sell them off;

o Add new technology into existing equipment to improve the capacity and capabilities of that equipment (incremental improvements).

4

Applied Materials decided to scale production-proven RTPCTM in-situ profile control from the 300mm CMP tool set and implement on 200mm tools

Enable new (thick) Cu CMP processesHandle multiple wafer types & incoming Cu profiles

Page 5: Model-Based Profile Control for 200mm CMP: Easier than

SC SOLUTIONSValue Through Innovation

Copyright© 2018, SC Solutions, Inc. All Rights Reserved

Real-time Profile Control (RTPC) for 300mm CMP

5

Source: Fabtech, 29 Nov. 2007

Source: www.amat.com

Page 6: Model-Based Profile Control for 200mm CMP: Easier than

SC SOLUTIONSValue Through Innovation

Copyright© 2018, SC Solutions, Inc. All Rights Reserved

Real-time Profile Control (RTPC) for 200mm CMP

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Multi-zone Head

Pressure Inputs

Multi-zone Membrane

Magnetic SensorControllerRecipe/Process

Pressure Adjustments

Real-timeProfile

Desired ProfilePressure Limits

Etc.

1. Hardware/Installation

2. SW/Controller Development

3. Recipe/Process Development

Sensor Measurement

Mirra Mesa™

Page 7: Model-Based Profile Control for 200mm CMP: Easier than

SC SOLUTIONSValue Through Innovation

Copyright© 2018, SC Solutions, Inc. All Rights Reserved

RTPC Hardware & Installation

❑ Hardware necessary for RTPC:o Multi-zone head with multi-zone pressure membrane

o Highly sensitive magnetic sensors

o Modified polishing pad with integrated sensor window

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Green line is 4ppdata (“truth”)

Already present for 200mm CMP

Already available from 300mm CMP

New product, but existing 300mm technology

❑ Installation of RTPC hardware:o Sensor & pad installation

o Sensor placement

Fairly straightforward

Common sense geometry

Easy or Difficult Compared to 300mm CMP?

Page 8: Model-Based Profile Control for 200mm CMP: Easier than

SC SOLUTIONSValue Through Innovation

Copyright© 2018, SC Solutions, Inc. All Rights Reserved

RTPC Software & Controller Development

❑ RTPC Software

o User Interface

o Real-time Signal Processing Software▪ Scaling of Data

▪ Outlier Detection

▪ Spatial Filtering (Smoothing)

▪ Edge Detection and Chatter Correction

▪ Transformation of Signals to Absolute Thickness

▪ Calibration for different configurations

❑ Controller Development

o Model-based Feedback Control▪ Drawing + DOE for Model of Zone Interaction

▪ Feedback Gain design

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Modify 300mm interface to accommodate 200mm

Similar to 300mm CMP

Easy or Difficult Compared to 300mm CMP?

Similar to 300mm CMP

Duplicate/Generalize 300mm SW

Page 9: Model-Based Profile Control for 200mm CMP: Easier than

SC SOLUTIONSValue Through Innovation

Copyright© 2018, SC Solutions, Inc. All Rights Reserved

Recipe and Process Development

❑ Three applications:

o Thick BEOL Cu (Platen 1)

o ‘Standard’ Damascene Cu (Platen 2)

o Non-flat Incoming Profile

❑ Following Results were generated on a modified Applied Mirra® 200mm CMP Tool at an Applied Research partner

o Open-loop Results

o Closed-loop Results with RTPC™

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Page 10: Model-Based Profile Control for 200mm CMP: Easier than

SC SOLUTIONSValue Through Innovation

Copyright© 2018, SC Solutions, Inc. All Rights Reserved

Thick Cu Process (Platen 1): Open-Loop

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Page 11: Model-Based Profile Control for 200mm CMP: Easier than

SC SOLUTIONSValue Through Innovation

Copyright© 2018, SC Solutions, Inc. All Rights Reserved

Thick Cu Process (Platen 1): Closed-Loop

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Page 12: Model-Based Profile Control for 200mm CMP: Easier than

SC SOLUTIONSValue Through Innovation

Copyright© 2018, SC Solutions, Inc. All Rights Reserved

Thick Cu Process (Platen 1): OL/CL Split

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0

500

1000

1500

2000

2500

3000

-100 -80 -60 -40 -20 0 20 40 60 80 100

R172531.11

R172531.12

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R172531.23

R172531.25

Open Loop

Closed Loop

Page 13: Model-Based Profile Control for 200mm CMP: Easier than

SC SOLUTIONSValue Through Innovation

Copyright© 2018, SC Solutions, Inc. All Rights Reserved

Thick Cu Process (Platen 1): WiW Results

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Initial Results

Closed-loop consistently <5%

Head-to-head variation smaller than open-loop

Large open-loop head-to-head variation

Lot1 Lot2Lot2Lot1

Final Results

Page 14: Model-Based Profile Control for 200mm CMP: Easier than

SC SOLUTIONSValue Through Innovation

Copyright© 2018, SC Solutions, Inc. All Rights Reserved

Damascene Cu (Platen 2): Open-Loop

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Page 15: Model-Based Profile Control for 200mm CMP: Easier than

SC SOLUTIONSValue Through Innovation

Copyright© 2018, SC Solutions, Inc. All Rights Reserved

Damascene Cu (Platen 2): Closed-Loop

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Edge prediction is somewhat off, wafer starts to clear at the edge

Page 16: Model-Based Profile Control for 200mm CMP: Easier than

SC SOLUTIONSValue Through Innovation

Copyright© 2018, SC Solutions, Inc. All Rights Reserved

Damascene Cu (Platen 2): Closed Loop (+ offsets)

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Offsets create thick edge, but ‘dip’ in Z2starts to clear now

Page 17: Model-Based Profile Control for 200mm CMP: Easier than

SC SOLUTIONSValue Through Innovation

Copyright© 2018, SC Solutions, Inc. All Rights Reserved

Thick Cu (Platen 1): DOE Edge Removal

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Page 18: Model-Based Profile Control for 200mm CMP: Easier than

SC SOLUTIONSValue Through Innovation

Copyright© 2018, SC Solutions, Inc. All Rights Reserved

DOE Baseline Data

18

The difference between two ‘identical’ baselines has a range of 7000A!

Page 19: Model-Based Profile Control for 200mm CMP: Easier than

SC SOLUTIONSValue Through Innovation

Copyright© 2018, SC Solutions, Inc. All Rights Reserved

DOE: Model vs. Data

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Page 20: Model-Based Profile Control for 200mm CMP: Easier than

SC SOLUTIONSValue Through Innovation

Copyright© 2018, SC Solutions, Inc. All Rights Reserved

DOE: Model vs. Data

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Page 21: Model-Based Profile Control for 200mm CMP: Easier than

SC SOLUTIONSValue Through Innovation

Copyright© 2018, SC Solutions, Inc. All Rights Reserved

Non-flat Incoming Profile: Open-Loop

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Massively thick edge without control

Page 22: Model-Based Profile Control for 200mm CMP: Easier than

SC SOLUTIONSValue Through Innovation

Copyright© 2018, SC Solutions, Inc. All Rights Reserved

Non-flat Incoming Profile: Closed-Loop

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Much better result using RTPC™

Page 23: Model-Based Profile Control for 200mm CMP: Easier than

SC SOLUTIONSValue Through Innovation

Copyright© 2018, SC Solutions, Inc. All Rights Reserved

Summary & Conclusions

❑ Results were presented of Real-time Profile Control (RTPC™) for 200mm CMP

o Scaled from Production-Proven 300mm profile control

o Utilizes existing 200mm Contour Head and highly sensitive “eddy current” sensors in platen

o Feedback loop uses Model-based Control to adjust polishing pressures

o Allows control and compensation for all incoming variables like film thickness variations, consumable variation, and head variation

❑ Is Model-Based Profile Control for 200mm CMP easier than 300mm CMP?

o Development/Installation of Hardware: Yes

o Development of Software: Yes

o Achieving Process Results:

▪ New Process (Thick Cu): No, new challenges arise

▪ Existing Damascene Process: No, smaller zones pose bigger challenge

▪ Non-flat Incoming Profile: Similar success as 300mm

❑ Overall, RTPC™ for 200mm CMP is a success with potential significant Return on Investment made for 300mm CMP

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Page 24: Model-Based Profile Control for 200mm CMP: Easier than

SC SOLUTIONSValue Through Innovation

SC SOLUTIONSValue Through Innovation