particle shape of micronized powders
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© 2013 HORIBA, Ltd. All rights reserved.
Measuring the Particle Shape of
Micronized Powders
Jeffrey Bodycomb, Ph.D.Jeff.Bodycomb@horiba.comwww.horiba.com/us/particle
© 2013 HORIBA, Ltd. All rights reserved.
What we’ll talk about
Importance of particle shape
Dynamic image analysis principles
Case studies
Q&A
© 2013 HORIBA, Ltd. All rights reserved.
Starting point
Somewhat familiar with particle technology
Particle sizes over 1-5 microns and up to many millimeters
Stay current with free webinarsParticle size essentials
© 2013 HORIBA, Ltd. All rights reserved.
Featured technologies
LA-950Laser Diffraction
SZ-100Dynamic Light Scattering & Zeta Potential
CAMSIZER & CAMSIZER XTDynamic Image Analysis
PSA300Static Image Analysis
SA-9600Flowing Gas BET Surface Area
© 2013 HORIBA, Ltd. All rights reserved.
CAMSIZER XT: Fine Image Analysis
High resolution size & shapeExtends lower detection rangeCohesive & free-flowing powders,
suspensions1 micron – 3 millimeter
© 2013 HORIBA, Ltd. All rights reserved.
What we’ll talk about
Importance of particle shape
Dynamic image analysis principles
Examples
Q&A
© 2013 HORIBA, Ltd. All rights reserved.
Why is Shape Important?
Most (all?) particles are not perfectly behaving spheres
Shape can influence almost everything Particle processes, making products Product performance Making measurements
So in other words, shape can affect almost everything
© 2013 HORIBA, Ltd. All rights reserved.
Particle Processes
Powder flow; spheres flow easily, needles do not
Liquid flow; increased aspect ratio will increase viscosity
Powder mixing; blend time may change with shape
Also VERY associated with size, hard sometimes to separate size and shape
© 2013 HORIBA, Ltd. All rights reserved.
Powder Flow
Understand that spheres flow more easily than needles
How to quantify? Need to first know something about powder flow testing
Won’t go into great detail in today’s talkJust show results including particle
shape
© 2013 HORIBA, Ltd. All rights reserved.
Powder Flow*
Qc =hopper angle
BC = outlet diameter
Angle of internal friction
*
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Powder Flow
Unconfined Yield Strength
Major principle stress that causes an unconfined bulk material to fail in shear
Directly proportional to arching & formation of rat holes
Influences by # contact points From: Johansen, Effect of Particle Shape on
Unconfined Yield Strength, Material Flow Solutions,Inc.
© 2013 HORIBA, Ltd. All rights reserved.
Powder Flow*
Glass spheres CaCo3 Talc
Similar size ~ 5 µm But different shape
*Bumiller, et. al., A Preliminary Investigation Concerning the Effect of Particle Shape on a Powder’s Flow Properties, Proceeding from WCPT4, July 2002
© 2013 HORIBA, Ltd. All rights reserved.
Powder Flow
BC: minimum outlet diameter to prevent archingQc: hopper wall angle (from verticle) to achieve mass flowCritical flow rate: predicted flow from outlet d : effective angle of internal friction
© 2013 HORIBA, Ltd. All rights reserved.
Powder Flow*
*Podczeck & Miah, The influence of particle size and shape on the angle of internal friction and the flow factor of unlubricated and lubricated powders, International Journal of Pharmaceutics 144 (1996) 187 194
d
AR
© 2013 HORIBA, Ltd. All rights reserved.
Rheology/Viscosity
0.01 0.025 0.050
Volume Fraction
Vis
cosi
ty
100 200 300 nm
Complex relationship between size/shape and rheology
More spherical shape = lower viscosity
Small particle size = higher viscosity
Wider particle size distribution = lower viscosity
spheres
cubes
fibers
© 2013 HORIBA, Ltd. All rights reserved.
Mixing
Shape affects mobility and therefore causes segregation
Smaller effect than size Shape differences could still be substantial
*Koller et. al.,Continuous quantitative monitoring of powder mixing dynamics by near-infrared spectroscopy
Powder Technology, Volume 205, Issues 1–3, 10 January 2011, Pages 87–96
*
© 2013 HORIBA, Ltd. All rights reserved.
Shape Effects Size Measurements
Inherent effect since light scattering instruments report equivalent spherical diameter
Sieve vs. laser diffraction vs. image analysis
Consider cylinder vs. sphere
=V = pr2h
V = 4pr3
3
Sieve = 50 mmLaser = 72 mm IA = full description
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Modeling/Predicting Differences
In particle size; choose a technique, influence the answer
Well explained in this paper
Presented at the Spring Meeting of the Parenteral Drug Association in Philadelphia, June 1977
© 2013 HORIBA, Ltd. All rights reserved.
Defining Size
Measurement Results
xc min
xc min
“width”
A
A‘ = A
xare
a
“diameter overprojection surface”
xarea
“length”
xFe max
xFe max
CAMSIZER results are
compatible with
sieve analysis
© 2013 HORIBA, Ltd. All rights reserved.
x [mm]0.1 10
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
Q3
Tinovetin-B-CA584A_BZ_xc_min_002.rdfSyngenta-1mm-2min-Sieb.ref
Meßwertdiagramm:D:\...-Demo-Muenchwillen\CAMSIZER-Messungen\Tinovetin-B-CA584A_BZ_xc_min_002.rdfMeßaufgabe: Syngenta-BZ.afg
Width Sieving
--- width measurement
-*- Sieving
comparison
CAMSIZER-measurement xc min (red)and sieving * (black)
xc min
xc min
“width”
© 2013 HORIBA, Ltd. All rights reserved.
Want to Measure Shape?
Use image analysis ! Direct measurement of size + shape Get not only size but also shape distribution
CAMSIZER PSA300
© 2013 HORIBA, Ltd. All rights reserved.
Summary
Particle shape a critical physical parameter
Affects the product, the process and lab measurements
Understand how shape affects your business
Understand how shape influences your measurements
© 2013 HORIBA, Ltd. All rights reserved.
What we’ll talk about
Importance of particle shape
Dynamic image analysis principles
Examples
Q&A
© 2013 HORIBA, Ltd. All rights reserved.
Dynamic:particles flow past camera
1 – 3000 um
Static:particles fixed on slide,stage moves slide
0.5 – 1000 um2000 um w/1.25 objective
Image Analysis: Two Approaches
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Static or Dynamic Image Analysis? Dynamic
Broad size distributions (since it is easier to obtain data from a lot of particles)
Samples that flow easily (since they must be dropped in front of camera)
Powders, pellets, granules
StaticSamples that are more difficult to disperse (there
are more methods for dispersing the samples)Samples that are more delicatePastes, sticky particles, suspensions Precious samples
© 2013 HORIBA, Ltd. All rights reserved.
Data Evaluation
BinarizeFind Edges
Analyze Each Particle
Output Distribution
Raw Image
© 2013 HORIBA, Ltd. All rights reserved.
Features
Use gravity, or, better, vacuum (from a compressed air supply and venturi) in order to draw particles through instrument. Vacuum helps keep the windows clean.
27© Retsch Technology GmbH
Dynamic Image Analysis:
Moving Particles
© 2013 HORIBA, Ltd. All rights reserved.
Why Dynamic Image Analysis? Robust measurement….the interaction between the instrument and the particle is optical, so there is no wear and change in calibration.
High resolution size distribution resultsFast
Also, these are all reasons to use Dynamic Image Analysis instead of sieves.
© 2013 HORIBA, Ltd. All rights reserved.
Solid particles 20 mm – 125 mm Low equipment cost Some automation/calculation available
More information available through www.retsch.com
Sieves
Difficult to tell when sieve results are “drifting” due to wear
Results depend on nature of “shaking” leading to operator to operator variations in results.
Limited information
© 2013 HORIBA, Ltd. All rights reserved.
Advantage of Image Analysis
Better size analysis due to understanding of particle shape:Length, Width, Average Diameter
© 2013 HORIBA, Ltd. All rights reserved.
Shape Analysis with CAMSIZER XT
31
© Retsch Technology GmbH
area of the particle
perimeter of the particle
circle with same area as
particle
diameter of circle of same
area
2
4
P
ASPHT
max
min
Fe
c
x
x
l
w
l
b
b/l0.4 0.5 0.6 0.7 0.80
10
20
30
40
50
60
70
80
90
Q3 [%]
Pharma-Product-1-30kPa-bonne-forme-_xc_min_009.rdfPharma-Product-1-30kPa_Vitesse-Adaption_xc_min_008.rdf
lactose-30kPa_xFemax_003.rdfPharma-Product-2-460_xc_min_008.rdf
SPHT0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.90
10
20
30
40
50
60
70
80
90
Q3 [%]
Pharma-Product-1-30kPa-bonne-forme-_xc_min_009.rdfPharma-Product-1-30kPa_Vitesse-Adaption_xc_min_008.rdf
lactose-30kPa_xFemax_003.rdfPharma-Product-2-460_xc_min_008.rdf
© 2013 HORIBA, Ltd. All rights reserved.
X-Jet Dry Powder Dispersion
Sample: PMMA Beads
Detection of oversized particles
x c _ m i n [ µ m ]8 1 0 1 2 1 4 1 60
1 0
2 0
3 0
4 0
5 0
6 0
7 0
8 0
9 0
Q 3 [ % ]
C A 1 0 F e e d 4 5 0 k p a _ x c _ m i n _ 0 0 7 . r d fC A 1 0 F e e d 4 5 0 k p a _ x c _ m i n _ 0 0 8 . r d fC A 1 0 T 1 8 C 4 5 0 k p a _ x c _ m i n _ 0 0 4 . r d fC A 1 0 T 1 8 C 4 5 0 k p a _ x c _ m i n _ 0 0 5 . r d fC A 1 0 T 1 8 F - A 4 5 0 k p a _ x c _ m i n _ 0 0 1 . r d fC A 1 0 T 1 8 F - A 4 5 0 k p a _ x c _ m i n _ 0 0 2 . r d fC A 1 0 T 1 8 F - B 4 5 0 k p a _ x c _ m i n _ 0 0 1 . r d fC A 1 0 T 1 8 F - B 4 5 0 k p a _ x c _ m i n _ 0 0 2 . r d f
G r a p h o f m e a s u r e m e n t r e s u l t s :C : \ . . . C a m s i z e r 4 3 1 9 X T \ C A M D A T \ R T 1 6 9 4 M i c r o b e a d s \ C A 1 0 F e e d 4 5 0 k p a _ x c _ m i n _ 0 0 7 . r d fT a s k f i l e : R T 1 6 9 4 P M M A 4 5 0 . a f g
Cu
mu
lati
ve D
istr
ibu
tio
n
Particle size [µm]
4 Samples:RedGreenBlueViolet
x c _ m i n [ µ m ]1 3 1 4 1 5 1 6 1 7 1 8
9 9 . 0
9 9 . 2
9 9 . 4
9 9 . 6
9 9 . 8
1 0 0 . 0
Q 3 [ % ]
C A 1 0 F e e d 4 5 0 k p a _ x c _ m i n _ a v . r d fC A 1 0 T 1 8 F - B 4 5 0 k p a _ x c _ m i n _ a v . r d fC A 1 0 T 1 8 C 4 5 0 k p a _ x c _ m i n _ a v . r d fC A 1 0 T 1 8 F - A 4 5 0 k p a _ x c _ m i n _ a v . r d f
G r a p h o f m e a s u r e m e n t r e s u l t s : M e a n v a l u e s , t a s k R T 1 6 9 4 P M M A 4 5 0 . a f g C : \ . . . C a m s i z e r 4 3 1 9 X T \ C A M D A T \ R T 1 6 9 4 M i c r o b e a d s \C A 1 0 F e e d 4 5 0 k p a _ x c _ m i n _ 0 0 8 . r d f , C A 1 0 F e e d 4 5 0 k p a _ x c _ m i n _ 0 0 7 . r d f
Δ ~ approx 0.5% Vol.
Red with oversized particlesGreen without oversizeBlue with oversized particlesViolet without oversize
© 2013 HORIBA, Ltd. All rights reserved.
Dispersing a SampleWant to spread particles out so that they
don’t touch.No Yes
© 2013 HORIBA, Ltd. All rights reserved.
Want to spread particles out so that they don’t touch.
Use % of field of view that is covered in order to control feed rate. Try 1% at first.
Control feed rate.
Feeding Too fast Good
© 2013 HORIBA, Ltd. All rights reserved.
SMALL PARTICLESPOTENTIALLY SMALL
EXTRACTION ERRORS (A)POTENTIALLY LARGE
SAMPLE PREP ERRORS (C)
LARGE PARTICLESPOTENTIALLY LARGE
EXTRACTION ERRORS (B)POTENTIALLY SMALL
SAMPLE PREP ERRORS (D)
INSTRUMENT ERROR IS SMALL AND RELATIVELY CONSTANT
PARTICLE SIZE
SAMPLE PREPARATION SAMPLE EXTRACTION
INSTRUMENT ERROR
%
E
R
R
O
R A
B
C
D
Measurement Error Sources
© 2013 HORIBA, Ltd. All rights reserved.
Want to spread particles out so that they don’t touch.
Small and sticky particles will stay clumped together. Need to use energy to separate particles. That means air dispersion or liquid dispersion.
Micronized Powders
Feeding Too fastNot enough dispersion energy Good
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Modular "X-Change" ConceptFlexible configuration for a wide application range
simple • safe • fast
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Measurement principle – X-Jet
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X-Jet Measurement ResultsInfluence of dispersion on shape parameters
Milk powder with X-Jet at 30, 60, 120, 200, 300 kPa
Milk powder_30kPa_xc_min_001.rdfMilk powder_60kPa_xc_min_002.rdfMilk powder_120kPa_xc_min_003.rdfMilk powder_200kPa_xc_min_004.rdfMilk powder_300kPa_xc_min_005.rdf
© 2013 HORIBA, Ltd. All rights reserved.
CCD - Basic CCD - Zoom
Measuring Principle
CAMSIZER XT 14µm 1µm
CAMSIZER
Resolution Difference
30 µm -> 30 mm1 µm-> 3 mm
Size Range
Detection of particles
One pixel is element of a projection when at least half of the pixel is covered.
© 2013 HORIBA, Ltd. All rights reserved.
Measurement Range
Large particles cannot been measured properly even they fit in the frame.
© 2013 HORIBA, Ltd. All rights reserved.
Measurement RangeThe probability of large particles touching the edge of the frame is higher than for smaller particles.
=> Large particles cannot been measured sufficiently
Upper limit of measurement range
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Two-Camera-System
Basic
Zoom
Basic-Camera Zoom-Camera
43© Retsch Technology GmbH
© 2013 HORIBA, Ltd. All rights reserved.
comparison
CAMSIZER-measurement xarea (red)and sieving * (blue)
A
A‘ = A
xare
a
xarea
“diametervia projection surface”
Digital Image ProcessingArea Measurement Sieving
44© Retsch Technology GmbH
© 2013 HORIBA, Ltd. All rights reserved.
Feret diam. 1
Feret diam. 2
Longest diam.
to longest┴
Equivalentsphericaldiam
Size Descriptors
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Feret diam. 1
Feret diam. 2
Longest diam.
to longest┴
Aspect ratio
= shortest diam longest diam
= to longest diam longest diam
= shortest Feret diam longest Feret diam
= three different numbers!
┴
Shape: Aspect Ratio
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More Shape Descriptors
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Optical Process Controlanalysis for size and shape
Measurement Results
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Number of Particles
Error bars are one standard deviation from repeated measurements of the same number of particles from different parts of the sample.
The error bars get smaller as you evaluate more particles.
© 2013 HORIBA, Ltd. All rights reserved.
Measurement of very broad particle distributions (due to speed and two cameras)
Direct particle definition by width (analogue to sieving) by length or projection surface
Two camera system for more accuracy and reproducibility
Easy operation Fail-safe, robust Ideal for particle shape analyses Measurement of density, counting of
particles
Measurement Results
50© Retsch Technology GmbH
CAMSIZER Advantages
© 2013 HORIBA, Ltd. All rights reserved.
Watch out for:
Sample preparationImage qualityMeasure enough particles
© 2013 HORIBA, Ltd. All rights reserved.
What we’ll talk about
Importance of particle shape
Dynamic image analysis principles
Examples
Q&A
© 2013 HORIBA, Ltd. All rights reserved.
Product PerformanceSome products perform better when
more sphericalGlass beads for highway paintProppants
Some products perform better when less sphericalAbrasivesCatalysts
Finding particles by shape
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Glass Beads for Highway Paint
Size and shape critical to reflective properties
More round = more reflectivity back to source
CAMSIZER uses b/l ratio to quantify roundness
Dry In paint
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Defects from round particles
Oval
Satellites
Pointed
Aggregates
Glass Beads for Highway Paint
Quantified by Camsizer
© 2013 HORIBA, Ltd. All rights reserved.
Proppant Packing
© 2013 HORIBA, Ltd. All rights reserved.
Shape Comparison
A s p c t R a t i o0 . 3 0 . 4 0 . 5 0 . 6 0 . 7 0 . 80
1 0
2 0
3 0
4 0
5 0
6 0
7 0
8 0
9 0
Q 3 [ % ]C e r a m i c - P r o p - E P - 2 0 - 4 0 - M e s h - 4 0 . r d fC e r a m i c - P r o p - S B - 2 0 - 4 0 - M e s h 1 . r d fC e r a m i c - P r o p - S G - V - 1 . r d fS a n d - P r o p - S I B - 2 0 - 4 0 - M I S - 9 . r d fN a t u r a l - B r o w n - S a n d - C - 2 0 - 4 0 . r d fW h i t e - S a n d - P r o p - U N F - 2 0 - 4 0 - 1 7 . r d fW h i t e - S a n d - P r o p - S I B - 2 0 - 4 0 - C H F - 1 0 . r d fW h i t e - S a n d - P r o p - U N F - 2 0 - 4 0 - 1 . r d fW h i t e - S a n d - P r o p - U N F - 2 0 - 4 0 - 8 . r d f
G r a p h o f m e a s u r e m e n t r e s u l t s : M e a n v a l u e s , t a s k P r o p p a n t s - C a d r e . a f g D : \ . . . - P r o p p a n t \I m e r y s - E l - P r o p - # 2 0 - # 4 0 - 1 8 m m - Z _ x c _ m i n _ 2 0 1 2 _ 0 2 _ 1 4 _ 2 3 _ 5 5 _ 5 3 _ 0 4 2 . r d f , I m e r y s - E l - P r o p - # 2 0 - # 4 0 - 1 8 m m - Z _ x c _ m i n _ 2 0 1 2 _ 0 2 _ 1 5 _ 0 0 _ 3 0 _ 3 4 _ 0 4 1 . r d f
l
w
Shape comparison between natural sand proppants and ceramic proppants. There are two clearly different ranges of Aspect Ratio (Krumbein’s Sphericity). Analysis of other shape parameters are possible as well (Convexity for ceramic bead twins, Symmetry for good and broken ceramic beads, Krumbein’s Roundness etc.)
© 2013 HORIBA, Ltd. All rights reserved.
Proppants
Traditional method CAMSIZER
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Abrasion Mechanics
Difference in hardness between the two substances: a much harder abrasive will cut faster and deeper
Grain size (grit size): larger grains will cut faster as they also cut deeper
Grain shape: sharp corners help some mechanisms
Compactness helps in others
© 2013 HORIBA, Ltd. All rights reserved.
Dynamic Image AnalysisBy choosing proper size parameter, Xc min, results can match historic sieve Data. Also generates shape data provenTo correlate with abrasive performance.
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Sand: Round vs. “Edgy”
Similar in size.Shape difference seenin b/l and sphericity.Edgy would makebetter abrasive.
Sphericity
Breadth/length (b/l)
© 2013 HORIBA, Ltd. All rights reserved.
Catalysts Size/Shape by CAMSIZER
Spherical catalysts Easy, no special effort
Cylindrical catalystsLength, width
Bended extrudatesUse other parameters 2
min2
max )()( cFelength xxx
mincstretch x
Ax
© 2013 HORIBA, Ltd. All rights reserved.
Catalysts Size/Shape by CAMSIZER
Tri & quadralobePossible to distinguish
between different diameters
Shorter green distribution = length
Taller maroon distribution= width
Size helps define shape
Quadralobe catalysts
Trilobe catalysts
© 2013 HORIBA, Ltd. All rights reserved.
32.8%
67.2%
xFe max
xc min
Measurement Results
Q3 (round particles) =
Find the componentsof Ion Exchanger
and Charcoal in a mixture
© 2013 HORIBA, Ltd. All rights reserved.
What we’ll talk about
Importance of particle shape
Dynamic image analysis principles
Examples
Q&A
© 2013 HORIBA, Ltd. All rights reserved.
Danke Merci
Gracias
Большое спасибо
Grazie<اُشْك? ر
Σας ευχαριστούμε
감사합니다 Obrigado
Tacka dig
谢谢 ขอบคุ�ณคุรั�บ
Thank youありがとうございました
धन्यवा�दநன்ற
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Jeff Bodycomb, Ph.D.Product Manager
Jeff.Bodycomb@horiba.com
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