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Characterization of Particle Properties David Julian McClements Biopolymers and Colloids Laboratory Department of Food Science University of Massachusetts

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Page 1: Characterization of Particle Properties - UMasspeople.umass.edu/mcclemen/FoodEmulsions2008/Presentations(PDF)/(… · Characterization of Particle ... Representation: Mean Size or

Characterization of Particle

Properties

David Julian McClements

Biopolymers and Colloids Laboratory

Department of Food Science

University of Massachusetts

Page 2: Characterization of Particle Properties - UMasspeople.umass.edu/mcclemen/FoodEmulsions2008/Presentations(PDF)/(… · Characterization of Particle ... Representation: Mean Size or

Particle Characteristics: Effect on Food Emulsion Properties

Particle

Properties• Particle concentration

• Particle size distribution

• Particle charge

• Interfacial properties

• Physical state

Product

Properties• Optical properties

• Rheology

• Stability

• Molecular distribution

Product

Performance• Appearance

• Texture

• Shelf Life

• Flavor

• Nutrition

Page 3: Characterization of Particle Properties - UMasspeople.umass.edu/mcclemen/FoodEmulsions2008/Presentations(PDF)/(… · Characterization of Particle ... Representation: Mean Size or

Quality Assurance

• To assure product meets specifications– Predict shelf life stability

Research and Development

• To understand relationship between product composition, processing conditions and quality

Particle Characterization:Importance to Food Scientists

www.emulsifiers.org

Page 4: Characterization of Particle Properties - UMasspeople.umass.edu/mcclemen/FoodEmulsions2008/Presentations(PDF)/(… · Characterization of Particle ... Representation: Mean Size or

Particle Characterization:Techniques & Protocols

Instrumental Techniques – actual instruments used to

carry out measurements

• Microscopy

• Particle Sizing

• Particle Concentration Profiles

Experimental Protocols – methodologies used in

laboratory to assess emulsion properties

• Storage Tests

• Accelerated Storage Tests

• Environmental Stress Tests

Page 5: Characterization of Particle Properties - UMasspeople.umass.edu/mcclemen/FoodEmulsions2008/Presentations(PDF)/(… · Characterization of Particle ... Representation: Mean Size or

Microstructure & Particle Size

Microscopy Methods

• Optical

• Electron

• Atomic Force

• Particle Sizing Methods

• Light Scattering

• Electrical Pulse Counting

• Sedimentation

• Ultrasound, NMR0

2

4

6

8

10

12

0.01 0.1 1 10

Particle Diameter (µµµµm)

Vo

lum

e%

PSD

Page 6: Characterization of Particle Properties - UMasspeople.umass.edu/mcclemen/FoodEmulsions2008/Presentations(PDF)/(… · Characterization of Particle ... Representation: Mean Size or

Optical Microscopy

• Conventional Techniques

– General Microstructure

– Particle size

• Specialized Techniques (Dyes,

Fluorescence, Polarization)

– Ingredient location

– Crystallization

– Chemical reactions

Coarse Emulsion

Fine Emulsion

Lower Size Limit: d > 0.5 µµµµm

Page 7: Characterization of Particle Properties - UMasspeople.umass.edu/mcclemen/FoodEmulsions2008/Presentations(PDF)/(… · Characterization of Particle ... Representation: Mean Size or

Optical Microscopy:Establishing Aggregation Mechanism

Flocculated Coalesced

pH 7 pH 6

+ Pectin

Casein Stabilized

Emulsion

Page 8: Characterization of Particle Properties - UMasspeople.umass.edu/mcclemen/FoodEmulsions2008/Presentations(PDF)/(… · Characterization of Particle ... Representation: Mean Size or

Optical Microscopy:Localization of Ingredients

Salad dressing: ANS-

fluorescent stain for protein

Courtesy of Kraft Foods

Salad dressing: Nile Red-

fluorescent stain for fat

Salad dressing: DIC Phase

Contrast

Page 9: Characterization of Particle Properties - UMasspeople.umass.edu/mcclemen/FoodEmulsions2008/Presentations(PDF)/(… · Characterization of Particle ... Representation: Mean Size or

11Camera scanning 2 Image extraction

3 Segmentation4 Result generationLogarithmic

graticule

Linear

graticule

Optical Microscopy:

Automated Image Analysis

PSDNeed large number of

particles

Page 10: Characterization of Particle Properties - UMasspeople.umass.edu/mcclemen/FoodEmulsions2008/Presentations(PDF)/(… · Characterization of Particle ... Representation: Mean Size or

Optical Microscopy:

Automated Image Analysis

• Particle Size, Shape & Aggrn

• 0.5 to 1000 µm

• Automated, Rapid

• Emulsions, Powders

Takes multiple images and provides rapid analysis of

particle characteristics

02468

1012

0.01 0.1 1 10Particle Diameter (µµµµm)

Vo

lum

e%

Malvern Instruments

Page 11: Characterization of Particle Properties - UMasspeople.umass.edu/mcclemen/FoodEmulsions2008/Presentations(PDF)/(… · Characterization of Particle ... Representation: Mean Size or

Electron Microscopy

• Obtain structural details on a very small scale (< 5 nm)

• Better for observing general structural features than for particle sizing

• Sample preparation is time-consuming & may alter structure

• Mainly used for research, rather than quality control

SEM of Microencapsulated fat(CSIRO, Australia)

SEMTEM

TEM of Vesicles(www.steve.gb.com )

Page 12: Characterization of Particle Properties - UMasspeople.umass.edu/mcclemen/FoodEmulsions2008/Presentations(PDF)/(… · Characterization of Particle ... Representation: Mean Size or

Electron Microscopy

SEM of Ice Cream(Doug Goff, University of Guelph)

Air bubble

Partially coalesced

Fat droplets around

air bubble

Partially coalesced fat

droplets in continuous

phase

SEM of Spray dried

fat (CSIRO, Australia)

SEM of Emulsion

Royal Micro Soc.TEM of Vesicles(www.steve.gb.com )

Page 13: Characterization of Particle Properties - UMasspeople.umass.edu/mcclemen/FoodEmulsions2008/Presentations(PDF)/(… · Characterization of Particle ... Representation: Mean Size or

Atomic Force Microscopy

• Obtain structural details on

a very small scale (< 1 nm)

• Difficult to use for routine

analysis

Protein

Surfactant

Nanoemulsion

Page 14: Characterization of Particle Properties - UMasspeople.umass.edu/mcclemen/FoodEmulsions2008/Presentations(PDF)/(… · Characterization of Particle ... Representation: Mean Size or

Particle Sizing Instruments

Advantages

• Automatic instrumental methods that can rapidly and precisely

determine the full PSD of an

emulsion

Disadvantages

• Do not directly observe emulsion

microstructure

• Relatively expensive

• Sample preparation can be problematic

0

5

10

15

20

25

30

35

0.1 1 10 100

Diameter (µµµµm)

φφ φφ (%

) 0 hours

24 hours

Page 15: Characterization of Particle Properties - UMasspeople.umass.edu/mcclemen/FoodEmulsions2008/Presentations(PDF)/(… · Characterization of Particle ... Representation: Mean Size or

Static Light Scattering

• Principle: Measure angular dependence of scattered light

• Particle Size Range: 50 nm – 1000 µm

• Concentration Range: < 0.1%

Light

Detectorsϕ

I

ϕϕϕϕ

L

S

0

2

4

6

8

10

12

0.01 0.1 1 10

Particle Diameter (µµµµm)

Vo

lum

e%

Laser

Theory

Scattering PatternPSD

Page 16: Characterization of Particle Properties - UMasspeople.umass.edu/mcclemen/FoodEmulsions2008/Presentations(PDF)/(… · Characterization of Particle ... Representation: Mean Size or

Particle Size Distribution

0.01 0.1 1 10 100

Particle Size (µm)

0

2

4

6

8

Volu

me (

%)

GWCL 2689-25-1, Monday, November 11, 2002 10:31:00 AM

Data for Food EmulsionsPSD of Different Products

Particle Size Distribution

0.01 0.1 1 10 100

Particle Size (µm)

0

2

4

6

8

Volu

me (

%)

3. Mayo in Isoton + Triton X, Tuesday, November 16, 1999 3:42:47 PM

Mayonnaisedm= 6 µm

Cream Liqueurdm= 0.120 µm

Page 17: Characterization of Particle Properties - UMasspeople.umass.edu/mcclemen/FoodEmulsions2008/Presentations(PDF)/(… · Characterization of Particle ... Representation: Mean Size or

Static Light ScatteringImportance of Sample Preparation

Factors Influencing Measurement:

• Buffer properties (pH, I, T)

• Dilution

• Stirring

• Time

Dilute, Stir

Ensure Preparation Procedure is Appropriate!

Sample Measurement

Cell

Page 18: Characterization of Particle Properties - UMasspeople.umass.edu/mcclemen/FoodEmulsions2008/Presentations(PDF)/(… · Characterization of Particle ... Representation: Mean Size or

Emulsion Drawn

Through Tube

Light Obscuration SensorOptical Particle Counting

• Principle: Measures light obscuration as single

particles passes through a small tube

• Particle Size Range: 0.5 – 5000 µm

Accusizer: Sci-Tec

Light Obscuration Sensor

Page 19: Characterization of Particle Properties - UMasspeople.umass.edu/mcclemen/FoodEmulsions2008/Presentations(PDF)/(… · Characterization of Particle ... Representation: Mean Size or

Dynamic Light Scattering

• Principle: Measures rate of diffusion of

particles via intensity fluctuations

• Particle Size Range: 1 nm – 6 µm

• Concentration Range: < 0.01 to >10%

Detector/Correlator

Laser

Malvern

Brownian

Motion

Page 20: Characterization of Particle Properties - UMasspeople.umass.edu/mcclemen/FoodEmulsions2008/Presentations(PDF)/(… · Characterization of Particle ... Representation: Mean Size or

Dynamic Light Scattering:Principles

Laser

Constructive Interference:

Bright Spot

Interference pattern depends on relative location of droplets

Incident wave

Scattered waves

Detector

Page 21: Characterization of Particle Properties - UMasspeople.umass.edu/mcclemen/FoodEmulsions2008/Presentations(PDF)/(… · Characterization of Particle ... Representation: Mean Size or

Dynamic Light Scattering:Principles

Laser

Intensity vs. TimeDestructive Interference:

Dark Spot

Interference pattern depends on relative location of droplets

Incident wave

Scattered waves

Detector

New Spatial

Arrangement

Later time

Brownian

Motion

Page 22: Characterization of Particle Properties - UMasspeople.umass.edu/mcclemen/FoodEmulsions2008/Presentations(PDF)/(… · Characterization of Particle ... Representation: Mean Size or

Dynamic Light Scattering

0

2

4

6

8

10

12

0 10 20 30

Time

Inte

nsi

ty

0

2

4

6

8

10

12

0 10 20 30

Time

Inte

nsi

ty

Small Particles

Large Particles

Analysis

PSD

D ∝ 1/ rη

Page 23: Characterization of Particle Properties - UMasspeople.umass.edu/mcclemen/FoodEmulsions2008/Presentations(PDF)/(… · Characterization of Particle ... Representation: Mean Size or

Dynamic Light Scattering

0

2

4

6

8

10

12

0 10 20 30

Time

Inte

nsi

ty

Small Particles

Large Particles

Analysis

PSD

D ∝ 1/ rη

0

2

4

6

8

10

12

0 10 20 30

Time

Inte

nsi

ty

Page 24: Characterization of Particle Properties - UMasspeople.umass.edu/mcclemen/FoodEmulsions2008/Presentations(PDF)/(… · Characterization of Particle ... Representation: Mean Size or

Data for Food EmulsionsEffect of Homogenization on Ice Cream

5 10 50 100 500 1000

Diameter (nm)

5

10

% in

cla

ss

Increasing homogenization pressure

Page 25: Characterization of Particle Properties - UMasspeople.umass.edu/mcclemen/FoodEmulsions2008/Presentations(PDF)/(… · Characterization of Particle ... Representation: Mean Size or

Dynamic Light ScatteringFormation of Nanoemulsions

50

70

90

110

130

150

170

190

0 1 2 3 4 5 6

Surfactant (wt%)

Dia

met

er (

nm

)

Alkane

Low ηηηη

TAG

High ηηηη

Page 26: Characterization of Particle Properties - UMasspeople.umass.edu/mcclemen/FoodEmulsions2008/Presentations(PDF)/(… · Characterization of Particle ... Representation: Mean Size or

Diffusion MicroscopyParticle Movement Tracker

Darkfield microscopy image of

particles: Video tracking of

particles moving through Brownian

motion gives particle size

distribution

D = 10 – 1000 nm

Page 27: Characterization of Particle Properties - UMasspeople.umass.edu/mcclemen/FoodEmulsions2008/Presentations(PDF)/(… · Characterization of Particle ... Representation: Mean Size or

Electrodes

Electrolyte

solution

Emulsion Drawn

Through Hole

Current

Measurement

Electric Pulse Counting(Coulter Counter)

Elzone:

Micromeritics

• Principle: Measure change in electrical

current as droplet passes through a small hole

• Particle Size Range: 0.4 – 100 µm

• Concentration Range: < 0.1% Coulter-Counter: Beckman-Coulter

Page 28: Characterization of Particle Properties - UMasspeople.umass.edu/mcclemen/FoodEmulsions2008/Presentations(PDF)/(… · Characterization of Particle ... Representation: Mean Size or

Droplet position vs.

height & time is detected

Sedimentation/CreamingGravitational or Centrifugation

φ

h

0

2

4

6

8

10

12

0.01 0.1 1 10

Particle Diameter (µµµµm)

Vo

lum

e%

Stokes’Law

• Principle: Measure change in droplet

concentration with sample height and time

Particle Size Range: 40 nm – 1000 µm

• Concentration Range: Depends on method

Lumisizer: LUM

Page 29: Characterization of Particle Properties - UMasspeople.umass.edu/mcclemen/FoodEmulsions2008/Presentations(PDF)/(… · Characterization of Particle ... Representation: Mean Size or

Ultrasonic Spectrometry

Signal Generator

Measurement

Cell

Oscilloscope

1

10

100

1000

10000

0 1 10 100

Frequency (MHz)

(N

p/m

)

φφφφ%

d (µµµµm)

PSD, φ

Spectrum

• Principle: Measure change in ultrasonic

attenuation coefficient with frequency

• Particle Size Range: 0.1 – 1000 µm

• Concentration Range: Up to 50%

Theory

Page 30: Characterization of Particle Properties - UMasspeople.umass.edu/mcclemen/FoodEmulsions2008/Presentations(PDF)/(… · Characterization of Particle ... Representation: Mean Size or

NMR - Restricted Diffusion

NMR

Restricted

Diffusion

Non-Restricted

Diffusion

Magnetic

Field Gradient

• Principle: Measure distance moved by dispersed

phase molecules in specified time

• Particle Size Range: 0.5 – 1000 µm

• Concentration Range: Up to 80%

Trapped

Movement

Bruker

Page 31: Characterization of Particle Properties - UMasspeople.umass.edu/mcclemen/FoodEmulsions2008/Presentations(PDF)/(… · Characterization of Particle ... Representation: Mean Size or

Factors to Consider when

Purchasing PSD EquipmentParticle Characteristics• Size Range: nm to µm• Concentration Range: Dilute – Concentrated

• Organization: Droplets or Flocs

Sample Characteristics• Physical State: Solid, Liquid, Powder

• Optical: Transparent or Opaque

Destructive/Non-destructive• In-Line or Bench-Top

Cost• $5K to $150K

Ease of Use• Manual or Automatic

• Measurement Speed

Page 32: Characterization of Particle Properties - UMasspeople.umass.edu/mcclemen/FoodEmulsions2008/Presentations(PDF)/(… · Characterization of Particle ... Representation: Mean Size or

Selecting a Particle Size Analzyer

Is the sample

solid or liquid?

Is the sample

opaque or

transparent?

Are the particles

small (< 0.4 µm) or

large (> 0.4 µm)?

Microscopy

Optical (OM)

Electron (EM)

Particle Analyzers

SLS

DLS

Pulse Counting (EPC)

Sedimentation (S)

NMR

Ultrasound (US)

Liquid

Optically

Transparent-Dilute/Dilutable

Optically

Opaque- Concentrated

Small

Large

DLS, EM

SLS, EPC, S, OM

Small

Large

DLS, US, EM

US, NMR, OM

Solid

Optically

Transparent-Dilute

Optically

Opaque- Concentrated

Small

Large

EM

SLS, OM

Small

Large

US, EM

US, NMR, OM

Page 33: Characterization of Particle Properties - UMasspeople.umass.edu/mcclemen/FoodEmulsions2008/Presentations(PDF)/(… · Characterization of Particle ... Representation: Mean Size or

Comparison of Commercial

Particle Size Analyzers

$50 – 90 kND, NSP, Fast1 – 50%10 nm - 1000 µmUltrasound

$80 – 150 kND, NSP, Fast1 – 60%500 nm - 100 µmNMR

$30 – 50 kD, SP, FastDepends100 nm - 100 µmSedimentation

$30 – 50 kD, SP, Fast< 0.1%400 nm - 100 µmPulse Counting

$30 – 60 kD, SP, Fast0.1 – 30%3 nm - 5 µmDLS

$30 – 60 kD, SP, Fast< 0.1%50 nm – 1000 µmSLS

Particle Analyzers

>$100 kD, SP, Slow 0.1 – 50%> 5 nmElectron

$5 – 25 kND, SP, Slow0.1 – 50%> 0.5 µmOptical

Microscopy

CostCommentsφ Ranger RangeTechnique

ND/D = Non-Destructive/Destructive

NSP/SP = No Sample Preparation/Sample Preparation

Page 34: Characterization of Particle Properties - UMasspeople.umass.edu/mcclemen/FoodEmulsions2008/Presentations(PDF)/(… · Characterization of Particle ... Representation: Mean Size or

Other FactorsReporting Particle Sizes Correctly

0

5

10

15

20

25

30

35

0.1 1 10 100

Diameter (µµµµm)V

olu

me

Fre

qu

ency

(%

)

Mono-Modal

Bi-Modal

Size: Diameter or Radius?

Concentration: Number or Volume?

Representation: Mean Size or Full Distribution?

Type: Droplets or Flocs?

Dmean = 0.94 µm

Dmean = 19.0 µm

Page 35: Characterization of Particle Properties - UMasspeople.umass.edu/mcclemen/FoodEmulsions2008/Presentations(PDF)/(… · Characterization of Particle ... Representation: Mean Size or

• Storage Tests: Mimic normal product storage

conditions

• Accelerated Storage Tests: Predict long-term

stability by speeding up breakdown (e.g.,

centrifugation, heating, shaking)

• Environmental Stress Tests: Establish ability of

emulsions to resist specific stresses

Experimental Protocols:Testing Emulsion Stability

Does accelerated stress test mimic long-term storage test?

Page 36: Characterization of Particle Properties - UMasspeople.umass.edu/mcclemen/FoodEmulsions2008/Presentations(PDF)/(… · Characterization of Particle ... Representation: Mean Size or

Minerals and pH

• pH 2 to 8

• NaCl 0 – 1 M, CaCl2 0 – 100 mM

Thermal Processing

• 30-90 ºC for 30 minutes

Freeze Thaw Cycling

-20ºC / +20ºC

Dehydration

• Spray drying or Freeze drying

Mechanical Agitation

• Shaking, Stirring

Experimental Protocols:

Stability to Environmental Stress

Stable Unstable

Measure:• Microscopy

• PSD

• Creaming

• Rheology

Page 37: Characterization of Particle Properties - UMasspeople.umass.edu/mcclemen/FoodEmulsions2008/Presentations(PDF)/(… · Characterization of Particle ... Representation: Mean Size or

Experimental ProtocolsTesting Emulsion Stability

Flocculation

Stable

Emulsion

Gravitational

Separation

Phase

Separation

Coalescence

or OROff12 3

4

Identify

Mechanism!

Page 38: Characterization of Particle Properties - UMasspeople.umass.edu/mcclemen/FoodEmulsions2008/Presentations(PDF)/(… · Characterization of Particle ... Representation: Mean Size or

Experimental Protocols:Establishing Aggregation Mechanism

Flocculation

• Direct observation of microstructure by microscopy

• Particle size decreases after adding deflocculant

Coalescence• Direct observation of microstructure by microscopy

• Measure evolution of PSD with time

• Bimodal distribution formed

• Particle size unchanged after adding deflocculant

Ostwald Ripening• Observe microstructure by microscopy

• Measure evolution of PSD with time

• Remains as monomodal distribution

• Droplet growth rate proportional to r3

• Particle size unchanged after adding deflocculant0

2

4

6

8

10

12

0.01 0.1 1 10 100

Particle Diameter (µµµµm)

Vo

lum

e%

0 mM NaCl

150 mM NaCl

Page 39: Characterization of Particle Properties - UMasspeople.umass.edu/mcclemen/FoodEmulsions2008/Presentations(PDF)/(… · Characterization of Particle ... Representation: Mean Size or

Conclusions

• A wide variety of analytical instruments are

now available for emulsion characterization

• The choice of a particular instrument depends

on the food material being tested and the

information required

• A robust testing protocol should be

developed to identify instability mechanisms

and/or to monitor product quality

• Clear product particle size distribution

specifications should be established