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Steve Kosier*, David Blackford*, Derek Oberreit*,
Jacob Quant*, Siqin He*, and Gary Van Schooneveld**
*Kanomax FMT, Inc. White Bear Lake, MN USA
**CT Associates, Inc. Eden Prairie, MN USA
www.KanomaxFMT.com
Steve.Kosier@KanomaxFMT.com
A New Method for Determining the
Size Distribution of Particles in CMP
Slurries
World Leader in Sub-20nm Particle Measurement
A New Method for Determining the Size Distribution of Particles in CMP Slurries,
Kanomax FMT, Confidential and Proprietary, Slide 2
Presentation Overview
• Liquid Nanoparticle Sizer (LNS) Overview,
Specs, and Principle of Operation
• Kanolysis software and parametrized slurry
metrics
• LNS Use Cases
– Engineering - Insight into slurry particle size
distributions and direct observation of
agglomeration.
– Operations - Slurry production and quality
monitoring tool (outgoing and incoming) with
standardized reporting.
• Summary
A New Method for Determining the Size Distribution of Particles in CMP Slurries,
Kanomax FMT, Confidential and Proprietary, Slide 3
Liquid Nanoparticle Sizer (LNS)
LNS resolves multimodal peaks and provides actual (not relative) concentration
• Current in-situ
methods (Dynamic
Light Scattering,
Laser Diffraction) are
limited.
– Unable to
accurately resolve
multimodal
distributions without
a priori knowledge
of the sample
properties.
– Cannot provide
absolute
concentration, only
relative
concentration.
Reference: Litchy, M. et.al.: Pittcon 2012
CMP Slurry SEM Image
LNS
Dynamic Light Scattering Laser Diffraction
A New Method for Determining the Size Distribution of Particles in CMP Slurries,
Kanomax FMT, Confidential and Proprietary, Slide 4
LNS measures main slurry distribution,
not tails
6 - 360 nm for LNS
Particles
[#/mL]
Particle
Diameter [nm]1 10 100 1000 10,000
Kanomax LNS
Measurement Range
A New Method for Determining the Size Distribution of Particles in CMP Slurries,
Kanomax FMT, Confidential and Proprietary, Slide 5
Kanomax Model 9310
Liquid NanoParticle Sizer System
Particle Counting
Particle Size
Classification
Particle
Aerosolization
• 6 nm to 360 nm
particles are
individually
measured
regardless of
shape or
composition.
• 64 size bins per
decade are
sequentially
characterized.
• Complete
concentration vs.
particle size
distribution in
about 5 minutes.
• No a priori
assumptions about
the particles.
US Patents 8,272,253 and 8,573,034 cover this technology and are licensed to Kanomax FMT.
A New Method for Determining the Size Distribution of Particles in CMP Slurries,
Kanomax FMT, Confidential and Proprietary, Slide 6
Many Advantages of the LNS System
Highly sensitive since individual particles are
counted.
Actual particle concentrations, not relative
concentrations, are measured directly.
Shape of the particle size distribution is
not assumed.
Technique is independent of optical
properties of the particles.
Suitable for on-line or off-line measurements.
Particle Counting
Particle Size
Classification
Particle
Aerosolization
A New Method for Determining the Size Distribution of Particles in CMP Slurries,
Kanomax FMT, Confidential and Proprietary, Slide 7
Real Slurries often have several modes
Particle populations are generally log-normal
• Particle Populations
often follow Log-
Normal Distribution
• Log normal
distribution defined
by three variables
– Peak Diameter
– Geometric
Standard Deviation
– Total integrated
concentration
• Multimodal and
skewed distributions
not accurately
represented by
single mode
statistics
A New Method for Determining the Size Distribution of Particles in CMP Slurries,
Kanomax FMT, Confidential and Proprietary, Slide 8
LNS handles multi-mode slurries
Multimodal Curve Fitting gives Parametrized Slurry Metrics
• Automatically
generated in Kanolysis
– Sum of single
distributions fit to raw
data
– Individual modes may
be defined by
separate log-normal
distributions
• Peak Diameter
• Geometric Standard
Deviation
• Total integrated
concentration
• Parametrized slurry
metrics are powerful
for slurry grading and
monitoring.
A New Method for Determining the Size Distribution of Particles in CMP Slurries,
Kanomax FMT, Confidential and Proprietary, Slide 9
Kanolysis software streamlines
measurements
Fully customizable, but can be automated for routine analyses
System
manager
defines the
LNS system
9Intel CMP Consumables Metrology WorkshopIntel - Metrology Tool Vendor Confidential
Methods
define system
variables for a
measurement
Particle
Size
Distribution
data
displayed in
real time
Analysis
contains a
series of
methods used
for characteri-
zation
A New Method for Determining the Size Distribution of Particles in CMP Slurries,
Kanomax FMT, Confidential and Proprietary, Slide 10
Engineering Use: Slurry Turnover Limit
Size profile vs number of slurry turnovers shows onset of agglomeration
• After too many slurry turnovers, the number of large diameter particles
increased to an unacceptable “Bad” limit. Peak Diameter also shifted larger.
Likely due to agglomeration effects.
• The LNS system was able to resolve this subtle difference
– Detect small shifts in individual modes
– Detect changes in ratios of mode concentrations
– Detect changes in mode shape (e.g. increased dimers)
Bad
Good
A New Method for Determining the Size Distribution of Particles in CMP Slurries,
Kanomax FMT, Confidential and Proprietary, Slide 11
Operations Use: Standardized Reporting
Concise report summarizing the important aspects of the slurry sample
• Many important uses
in an industrial
setting
– Engineers can set
up standard
analyses that
technicians can run.
– Standardized slurry
metrics.
– Outgoing or
Incoming Quality
Control.
– Line monitor and
SPC.
A New Method for Determining the Size Distribution of Particles in CMP Slurries,
Kanomax FMT, Confidential and Proprietary, Slide 12
Summary
• The LNS 9310 System from Kanomax
FMT is a versatile and easy to use tool
for advanced CMP Slurry
characterization and control.
– 6 nm to 360 nm particles are individually
measured regardless of shape or
composition.
– Complete concentration vs. particle size
distribution in about 5 minutes.
– No a priori assumptions about the
particles.
– Measures the main slurry distribution,
not the tail.
• The LNS System is useful in both
engineering and operations
environments.
• Kanolysis software provides flexibility
and workflow automation to boost
productivity.
Particle Counting
Particle Size
Classification
Particle
Aerosolization
Steve Kosier
Steve.Kosier@KanomaxFMT.com
www.KanomaxFMT.com
Thank you for your attention!
World Leader in Sub-20nm Particle Measurement
Appendix
A New Method for Determining the Size Distribution of Particles in CMP Slurries,
Kanomax FMT, Confidential and Proprietary, Slide 15
Bibliography
Grant DC (2008). “A New Method for Determining the Size Distribution of the Working Particles in CMP Slurries,”
presented at the 2008 CMP Users Conference, sponsored by Levitronix.
Don Grant and Uwe Beuscher (2009), “Measurement of Sub-50 nm Particle Retention by UPW Filters”, Ultrapure Water
Journal, 26(11):34-40.
Blackford D and DC Grant (2009). “A proposal for measuring 20-nm particles in high-purity water using a new technology,”
Ultrapure Water, January 2009.
Grant DC, DC Chilcote and U Beuscher (2012). “Removal of 12 nm particles from UPW by a combination of Ultrafiltration
Modules and Microfiltration Cartridges,” Ultrapure Water Journal, May/June 2012.
Rastegar, A (2013). “Particle Control Challenges in UPW ”, presented at 2013 UPW Micro Conference
Patents US 8,272,253; US 8,573,034; US 7,852,465; Other patents pending
15Intel CMP Consumables Metrology WorkshopIntel - Metrology Tool Vendor Confidential
A New Method for Determining the Size Distribution of Particles in CMP Slurries,
Kanomax FMT, Confidential and Proprietary, Slide 16
LNS Workflow
Easy sample preparation and automated analysis routines
Dilute
Sample to
0.1%
solids
Enter LNS
System
Information
Enter
Method
Parameters
Add
Methods to
Analysis
Rinse and
Insert
Tubing in
Sample
Vial
Measure
Particle Size
Distributions
Calibrate
Aerosolization
Flow Rate
Analyze
Data
Replicate samples or
samples measured at
varying dilution ratios or
other system parameters
A New Method for Determining the Size Distribution of Particles in CMP Slurries,
Kanomax FMT, Confidential and Proprietary, Slide 17
Complex modal distributions are fitted
easily
Can use Number, Volume, Surface Area, or Mass Weighting
• Able to resolve multiple overlapping modes
A New Method for Determining the Size Distribution of Particles in CMP Slurries,
Kanomax FMT, Confidential and Proprietary, Slide 18
Aerosolization
Sample Concentration Effects
• Each nebulized droplet
contains the same
concentration of Dissolved
Non-Volatile Residue
• Size of Precipitated Non-
Volatile Residue particle
proportional to the parent
droplet size
• High concentration of
Dissolved Non-Volatile
Residue may overlap native
particle size distribution
• Artifact dimers form when
two separate particles are
coincident in a single droplet
A New Method for Determining the Size Distribution of Particles in CMP Slurries,
Kanomax FMT, Confidential and Proprietary, Slide 19
Liquid Nanoparticle Sizer (LNS)
Concentration Effects- Identifying artificial dimers
• Artificial dimers are
caused by the
presence of two
discrete colloid
particles within a single
droplet
• The probability of a
single droplet
containing multiple
particles is proportional
to droplet diameter and
colloid concentration:
P2+  C x Ddroplet
3
• Eliminating large
droplets allows for
higher concentrations
of discrete aerosolized
colloid particles
Native dimer Artifact dimer
A New Method for Determining the Size Distribution of Particles in CMP Slurries,
Kanomax FMT, Confidential and Proprietary, Slide 20
Liquid Nanoparticle Sizer (LNS)
Principle of Operation – Nanoparticle Nebulizer
• Nanoparticle Nebulizer provides online dilution and
sample aerosolization
• Designed to nebulize droplets with a small peak
diameter and reduced concentration of large droplets
• Software controls dilution ratio by varying sample and
dilution water flow
A New Method for Determining the Size Distribution of Particles in CMP Slurries,
Kanomax FMT, Confidential and Proprietary, Slide 21
Liquid Nanoparticle Sizer (LNS)
Principle of Operation – Ion Mobility Spectrometer
• Annular Flow Ion
Mobility Classifier
(AFIMC) acts as a
“bandpass” filter
based on particle
size
• Measurement of
particle
concentrations over
a range of selected
sizes provides
particle size
distribution
information
• Data inverted to
account for
charging and
detection efficiency
of the aerosol
particle counter
A New Method for Determining the Size Distribution of Particles in CMP Slurries,
Kanomax FMT, Confidential and Proprietary, Slide 22
Liquid Nanoparticle Sizer (LNS)
Principle of Operation - Condensation Particle Counter
• Used as particle detector
at the exit of the AFIMC
• Heated Saturator adds
butyl alcohol vapor to the
aerosol
• Cooled Condenser
causes the butyl alcohol
vapor to become
supersaturated
• Supersaturated butanol
vapor condenses onto
particles in the aerosol
making large droplets
• Droplets counted optically
using light scattering
(“Dry” particles are not
detected)
Thank You

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ICPT CMPUG 2018 Kanomax FMT A New Method for Determining of Particles in CMP Slurries

  • 1. Steve Kosier*, David Blackford*, Derek Oberreit*, Jacob Quant*, Siqin He*, and Gary Van Schooneveld** *Kanomax FMT, Inc. White Bear Lake, MN USA **CT Associates, Inc. Eden Prairie, MN USA www.KanomaxFMT.com Steve.Kosier@KanomaxFMT.com A New Method for Determining the Size Distribution of Particles in CMP Slurries World Leader in Sub-20nm Particle Measurement
  • 2. A New Method for Determining the Size Distribution of Particles in CMP Slurries, Kanomax FMT, Confidential and Proprietary, Slide 2 Presentation Overview • Liquid Nanoparticle Sizer (LNS) Overview, Specs, and Principle of Operation • Kanolysis software and parametrized slurry metrics • LNS Use Cases – Engineering - Insight into slurry particle size distributions and direct observation of agglomeration. – Operations - Slurry production and quality monitoring tool (outgoing and incoming) with standardized reporting. • Summary
  • 3. A New Method for Determining the Size Distribution of Particles in CMP Slurries, Kanomax FMT, Confidential and Proprietary, Slide 3 Liquid Nanoparticle Sizer (LNS) LNS resolves multimodal peaks and provides actual (not relative) concentration • Current in-situ methods (Dynamic Light Scattering, Laser Diffraction) are limited. – Unable to accurately resolve multimodal distributions without a priori knowledge of the sample properties. – Cannot provide absolute concentration, only relative concentration. Reference: Litchy, M. et.al.: Pittcon 2012 CMP Slurry SEM Image LNS Dynamic Light Scattering Laser Diffraction
  • 4. A New Method for Determining the Size Distribution of Particles in CMP Slurries, Kanomax FMT, Confidential and Proprietary, Slide 4 LNS measures main slurry distribution, not tails 6 - 360 nm for LNS Particles [#/mL] Particle Diameter [nm]1 10 100 1000 10,000 Kanomax LNS Measurement Range
  • 5. A New Method for Determining the Size Distribution of Particles in CMP Slurries, Kanomax FMT, Confidential and Proprietary, Slide 5 Kanomax Model 9310 Liquid NanoParticle Sizer System Particle Counting Particle Size Classification Particle Aerosolization • 6 nm to 360 nm particles are individually measured regardless of shape or composition. • 64 size bins per decade are sequentially characterized. • Complete concentration vs. particle size distribution in about 5 minutes. • No a priori assumptions about the particles. US Patents 8,272,253 and 8,573,034 cover this technology and are licensed to Kanomax FMT.
  • 6. A New Method for Determining the Size Distribution of Particles in CMP Slurries, Kanomax FMT, Confidential and Proprietary, Slide 6 Many Advantages of the LNS System Highly sensitive since individual particles are counted. Actual particle concentrations, not relative concentrations, are measured directly. Shape of the particle size distribution is not assumed. Technique is independent of optical properties of the particles. Suitable for on-line or off-line measurements. Particle Counting Particle Size Classification Particle Aerosolization
  • 7. A New Method for Determining the Size Distribution of Particles in CMP Slurries, Kanomax FMT, Confidential and Proprietary, Slide 7 Real Slurries often have several modes Particle populations are generally log-normal • Particle Populations often follow Log- Normal Distribution • Log normal distribution defined by three variables – Peak Diameter – Geometric Standard Deviation – Total integrated concentration • Multimodal and skewed distributions not accurately represented by single mode statistics
  • 8. A New Method for Determining the Size Distribution of Particles in CMP Slurries, Kanomax FMT, Confidential and Proprietary, Slide 8 LNS handles multi-mode slurries Multimodal Curve Fitting gives Parametrized Slurry Metrics • Automatically generated in Kanolysis – Sum of single distributions fit to raw data – Individual modes may be defined by separate log-normal distributions • Peak Diameter • Geometric Standard Deviation • Total integrated concentration • Parametrized slurry metrics are powerful for slurry grading and monitoring.
  • 9. A New Method for Determining the Size Distribution of Particles in CMP Slurries, Kanomax FMT, Confidential and Proprietary, Slide 9 Kanolysis software streamlines measurements Fully customizable, but can be automated for routine analyses System manager defines the LNS system 9Intel CMP Consumables Metrology WorkshopIntel - Metrology Tool Vendor Confidential Methods define system variables for a measurement Particle Size Distribution data displayed in real time Analysis contains a series of methods used for characteri- zation
  • 10. A New Method for Determining the Size Distribution of Particles in CMP Slurries, Kanomax FMT, Confidential and Proprietary, Slide 10 Engineering Use: Slurry Turnover Limit Size profile vs number of slurry turnovers shows onset of agglomeration • After too many slurry turnovers, the number of large diameter particles increased to an unacceptable “Bad” limit. Peak Diameter also shifted larger. Likely due to agglomeration effects. • The LNS system was able to resolve this subtle difference – Detect small shifts in individual modes – Detect changes in ratios of mode concentrations – Detect changes in mode shape (e.g. increased dimers) Bad Good
  • 11. A New Method for Determining the Size Distribution of Particles in CMP Slurries, Kanomax FMT, Confidential and Proprietary, Slide 11 Operations Use: Standardized Reporting Concise report summarizing the important aspects of the slurry sample • Many important uses in an industrial setting – Engineers can set up standard analyses that technicians can run. – Standardized slurry metrics. – Outgoing or Incoming Quality Control. – Line monitor and SPC.
  • 12. A New Method for Determining the Size Distribution of Particles in CMP Slurries, Kanomax FMT, Confidential and Proprietary, Slide 12 Summary • The LNS 9310 System from Kanomax FMT is a versatile and easy to use tool for advanced CMP Slurry characterization and control. – 6 nm to 360 nm particles are individually measured regardless of shape or composition. – Complete concentration vs. particle size distribution in about 5 minutes. – No a priori assumptions about the particles. – Measures the main slurry distribution, not the tail. • The LNS System is useful in both engineering and operations environments. • Kanolysis software provides flexibility and workflow automation to boost productivity. Particle Counting Particle Size Classification Particle Aerosolization
  • 13. Steve Kosier Steve.Kosier@KanomaxFMT.com www.KanomaxFMT.com Thank you for your attention! World Leader in Sub-20nm Particle Measurement
  • 15. A New Method for Determining the Size Distribution of Particles in CMP Slurries, Kanomax FMT, Confidential and Proprietary, Slide 15 Bibliography Grant DC (2008). “A New Method for Determining the Size Distribution of the Working Particles in CMP Slurries,” presented at the 2008 CMP Users Conference, sponsored by Levitronix. Don Grant and Uwe Beuscher (2009), “Measurement of Sub-50 nm Particle Retention by UPW Filters”, Ultrapure Water Journal, 26(11):34-40. Blackford D and DC Grant (2009). “A proposal for measuring 20-nm particles in high-purity water using a new technology,” Ultrapure Water, January 2009. Grant DC, DC Chilcote and U Beuscher (2012). “Removal of 12 nm particles from UPW by a combination of Ultrafiltration Modules and Microfiltration Cartridges,” Ultrapure Water Journal, May/June 2012. Rastegar, A (2013). “Particle Control Challenges in UPW ”, presented at 2013 UPW Micro Conference Patents US 8,272,253; US 8,573,034; US 7,852,465; Other patents pending 15Intel CMP Consumables Metrology WorkshopIntel - Metrology Tool Vendor Confidential
  • 16. A New Method for Determining the Size Distribution of Particles in CMP Slurries, Kanomax FMT, Confidential and Proprietary, Slide 16 LNS Workflow Easy sample preparation and automated analysis routines Dilute Sample to 0.1% solids Enter LNS System Information Enter Method Parameters Add Methods to Analysis Rinse and Insert Tubing in Sample Vial Measure Particle Size Distributions Calibrate Aerosolization Flow Rate Analyze Data Replicate samples or samples measured at varying dilution ratios or other system parameters
  • 17. A New Method for Determining the Size Distribution of Particles in CMP Slurries, Kanomax FMT, Confidential and Proprietary, Slide 17 Complex modal distributions are fitted easily Can use Number, Volume, Surface Area, or Mass Weighting • Able to resolve multiple overlapping modes
  • 18. A New Method for Determining the Size Distribution of Particles in CMP Slurries, Kanomax FMT, Confidential and Proprietary, Slide 18 Aerosolization Sample Concentration Effects • Each nebulized droplet contains the same concentration of Dissolved Non-Volatile Residue • Size of Precipitated Non- Volatile Residue particle proportional to the parent droplet size • High concentration of Dissolved Non-Volatile Residue may overlap native particle size distribution • Artifact dimers form when two separate particles are coincident in a single droplet
  • 19. A New Method for Determining the Size Distribution of Particles in CMP Slurries, Kanomax FMT, Confidential and Proprietary, Slide 19 Liquid Nanoparticle Sizer (LNS) Concentration Effects- Identifying artificial dimers • Artificial dimers are caused by the presence of two discrete colloid particles within a single droplet • The probability of a single droplet containing multiple particles is proportional to droplet diameter and colloid concentration: P2+  C x Ddroplet 3 • Eliminating large droplets allows for higher concentrations of discrete aerosolized colloid particles Native dimer Artifact dimer
  • 20. A New Method for Determining the Size Distribution of Particles in CMP Slurries, Kanomax FMT, Confidential and Proprietary, Slide 20 Liquid Nanoparticle Sizer (LNS) Principle of Operation – Nanoparticle Nebulizer • Nanoparticle Nebulizer provides online dilution and sample aerosolization • Designed to nebulize droplets with a small peak diameter and reduced concentration of large droplets • Software controls dilution ratio by varying sample and dilution water flow
  • 21. A New Method for Determining the Size Distribution of Particles in CMP Slurries, Kanomax FMT, Confidential and Proprietary, Slide 21 Liquid Nanoparticle Sizer (LNS) Principle of Operation – Ion Mobility Spectrometer • Annular Flow Ion Mobility Classifier (AFIMC) acts as a “bandpass” filter based on particle size • Measurement of particle concentrations over a range of selected sizes provides particle size distribution information • Data inverted to account for charging and detection efficiency of the aerosol particle counter
  • 22. A New Method for Determining the Size Distribution of Particles in CMP Slurries, Kanomax FMT, Confidential and Proprietary, Slide 22 Liquid Nanoparticle Sizer (LNS) Principle of Operation - Condensation Particle Counter • Used as particle detector at the exit of the AFIMC • Heated Saturator adds butyl alcohol vapor to the aerosol • Cooled Condenser causes the butyl alcohol vapor to become supersaturated • Supersaturated butanol vapor condenses onto particles in the aerosol making large droplets • Droplets counted optically using light scattering (“Dry” particles are not detected)