SlideShare a Scribd company logo
1 of 28
Best Practices for Using Near Infrared for Snack Quality
Best Practices for Using Near
Infrared for Snack Quality
Presented by: Greg Brown, Project
Manager
Process Sensors Corp.
Milford, MA USA
Best Practices for Using Near Infrared for Snack Quality-- Overview
• Sample collection and analysis is important in
calibrating near infrared transmitters and lab analyzers
for snack food moisture, oil and other measurements
• Specific practices must be outlined for standardized
measurements
• Sealed collection containers with limited head space is
required
• Drying temperature and times for moisture and
standard practice for other measurements must be
determined
Near Infrared (NIR) Measurements for Snack Foods for Lab & Process Photometers
• Moisture
• Oil
• Flavorings
• Protein
• Sugar
Light Wavelength Frequencies
NIR Functional Groups
NIR Photometer
NIR Measurements for Snack Foods
• Moisture
• Oil
• Protein
• Flavorings
• Color (Vis/NNIR)
Moisture Measurement Critical
• Moisture impacts taste, texture and shelf life
• Especially important for corn, potato-based and
other products that are extremely hydroscopic
and absorb moisture from the surrounding air
• Moisture can adversely impact shelf life by over
45%
Sample Collection and Location
• Sample should be collected after the unit
operation while allowing sufficient
time/distance for flashing to occur, so as to
collect a representative sample of finished
product prior to packaging
Sample Collection
• Open containers not suitable for sample
collection
• Ziplock freezer bags or other sample bags
with moisture barrier coatings with excess
air squeezed out
• Closed containers with minimum air space
acceptable
Importance of Sample Collection Containers/Bags
• Higher cost of sample collection
containers/bags negligible
• Better moisture measurement reduces cost
related to customer satisfaction and shelf life
Open Containers or Varying Air Space in Collection Containers
• Subject to ambient humidity
• Time to deliver to lab, chat on trip to lab
• Turn around time for lab analysis
Comparison of Duplicate Double-Blind Samples
Between Open and Sealed Collection
Sample # Chips Unsealed Sample Sealed Sample
1A 1.45 1.42
1B 1.71 1.42
2A 1.63 1.59
2B 2.1 1.58
3A 2.21 1.82
3B 2.78 1.82
Weigh Dry Weigh
• Automatic extrapolated weigh dry weigh okay
for quick check not calibration due to variability
• Extended weigh dry weigh oven dry best for
calibration
Time for Sample Oven Dry Product Dependent
• Each company has their own practice for each
product
• 105⁰ C and 120⁰ C are most common
• Two hours dry time usually sufficient, and three
hours or 24 hours usually offers minimum benefit
Double-Blind Samples for Lab Analysis With Sealed Containers
During Calibration Critical For Success
Sample # Chips
One Hour Sample at
120'C
Two Hour Sample at
120' C
Extrapolated WDW
Sample Analysis
1A 1.45 1.42 1.38
1B 1.39 1.42 1.26
2A 1.61 1.59 1.63
2B 1.65 1.58 1.71
3A 1.88 1.82 1.91
3B 1.83 1.82 2.11
Grinding Samples
• Better results usually achieved with grinding
samples
• Grinding required for nuts, hulled shells and
skin products
Raw Material Samples
• Raw materials require multiple sample points
• Must be well mixed
• Sampled by batch
Process Moisture Measurement is Often More Accurate Due to
Sample Collection Methods
Lab Moisture Measurement NIR Transmitter Measurement
1.42 1.26
1.59 1.49
1.82 1.96
2.24 2.38
2.42 2.53
Standard Error 0.073185818
Lab vs. NIR Transmitter Trend
0
0.5
1
1.5
2
2.5
3
1 2 3 4 5
Chart Title
Lab Moisture Measurement NIR Transmitter Measurement
Lab vs. NIR Measurement
0
0.5
1
1.5
2
2.5
3
0 0.5 1 1.5 2 2.5 3
LabMoisture
NIR Transmitter
NIR Transmitter Measurement
NIR Lab & At-Line Measurement
Oil/Fat Measurements
• Press method accuracy dependent on sample
presentation and method
• Soxhlet extraction expensive and time
consuming
• NIR supplies quick accurate measurements
Protein Measurements
• Photometers can provide trends at best
• Spectrophotometers can measure quickly in lab
• Kjeldahl is accurate, expensive and time
consuming
NIR Methodology
• NIR photometers moisture and oil measurements
are based on linear measurements (y=mx + B) and
non-linear segmentation
• Spectrophotometers typically use chemometrics
or eigen vector analysis such as PCR, PLS1, PLS2
or other
Conclusions
• Sample collection is important to insure accurate
analysis of process samples
• Air space for samples collected must be minimized
• Samples must be analyzed in a timely manner
Best Practices for Using Near Infrared for Snack Quality
• Presented by: Greg Brown, Project Manager
• Process Sensors Corp.
113 Cedar Street
Milford, MA 01757 USA
508.473-9901
www.processsensors.com
gbrown@processsensors.com

More Related Content

What's hot

Cip sip-ctd solution-ivt_presentation
Cip sip-ctd solution-ivt_presentationCip sip-ctd solution-ivt_presentation
Cip sip-ctd solution-ivt_presentationAraik Ambartsumyan
 
EQUIPMENT VALIDATION : HOT AIR OVEN
EQUIPMENT VALIDATION : HOT AIR OVENEQUIPMENT VALIDATION : HOT AIR OVEN
EQUIPMENT VALIDATION : HOT AIR OVENSagar Savale
 
validation of Sterilization process
validation of Sterilization  processvalidation of Sterilization  process
validation of Sterilization processlaraib jameel
 
The Ultimate Electronic Bowie Dick Test from Ellab
The Ultimate Electronic Bowie Dick Test from EllabThe Ultimate Electronic Bowie Dick Test from Ellab
The Ultimate Electronic Bowie Dick Test from EllabStéphane Guillaud
 
Utilizing Online TOC Monitoring to Control Industrial Water Quality
Utilizing Online TOC Monitoring to Control Industrial Water QualityUtilizing Online TOC Monitoring to Control Industrial Water Quality
Utilizing Online TOC Monitoring to Control Industrial Water QualityMuhammad Naeem Ashraf
 
Dry heat
Dry heatDry heat
Dry heatSeni MB
 
Validation of dry heat sterilization
Validation of dry heat sterilizationValidation of dry heat sterilization
Validation of dry heat sterilizationDeepak Shanbhag
 
Control on Cleanroom Environmental Monitoring (Pharmaceutical)
Control on Cleanroom Environmental Monitoring (Pharmaceutical)Control on Cleanroom Environmental Monitoring (Pharmaceutical)
Control on Cleanroom Environmental Monitoring (Pharmaceutical)Srinath Sasidharan
 
textile waterless dying
 textile waterless dying textile waterless dying
textile waterless dyingzebabeg
 
SUPERHEATED STEAM DRYING OF FOODS
SUPERHEATED STEAM DRYING OF FOODSSUPERHEATED STEAM DRYING OF FOODS
SUPERHEATED STEAM DRYING OF FOODSRKVARMA01
 
Normal Flow Filtration: Design and Scale Up
Normal Flow Filtration: Design and Scale UpNormal Flow Filtration: Design and Scale Up
Normal Flow Filtration: Design and Scale UpMilliporeSigma
 
GPO Application Dataset
GPO Application DatasetGPO Application Dataset
GPO Application Datasetjnic
 
6 CLASSES OF CHEMICAL INDICATORS FOR STEAM STERILIZATION
6 CLASSES OF CHEMICAL INDICATORS FOR STEAM STERILIZATION6 CLASSES OF CHEMICAL INDICATORS FOR STEAM STERILIZATION
6 CLASSES OF CHEMICAL INDICATORS FOR STEAM STERILIZATIONaccessamg
 
qualification of Hptlc
qualification of Hptlcqualification of Hptlc
qualification of HptlcAnkush Sule
 
How to increase crude throughput in desalter applications
How to increase crude throughput in desalter applicationsHow to increase crude throughput in desalter applications
How to increase crude throughput in desalter applicationsHelena Barras (Goy)
 
Validation of sterilization
Validation of sterilizationValidation of sterilization
Validation of sterilizationKashf Rasheed
 
Astm c117 stm_materials_finer_than_75mm_no.200_sieve_in_mine
Astm c117 stm_materials_finer_than_75mm_no.200_sieve_in_mineAstm c117 stm_materials_finer_than_75mm_no.200_sieve_in_mine
Astm c117 stm_materials_finer_than_75mm_no.200_sieve_in_mineKemal Yücel
 

What's hot (20)

Steralization
SteralizationSteralization
Steralization
 
Presentation of industrial pharmacy 2
Presentation of industrial pharmacy 2Presentation of industrial pharmacy 2
Presentation of industrial pharmacy 2
 
Cip sip-ctd solution-ivt_presentation
Cip sip-ctd solution-ivt_presentationCip sip-ctd solution-ivt_presentation
Cip sip-ctd solution-ivt_presentation
 
EQUIPMENT VALIDATION : HOT AIR OVEN
EQUIPMENT VALIDATION : HOT AIR OVENEQUIPMENT VALIDATION : HOT AIR OVEN
EQUIPMENT VALIDATION : HOT AIR OVEN
 
validation of Sterilization process
validation of Sterilization  processvalidation of Sterilization  process
validation of Sterilization process
 
The Ultimate Electronic Bowie Dick Test from Ellab
The Ultimate Electronic Bowie Dick Test from EllabThe Ultimate Electronic Bowie Dick Test from Ellab
The Ultimate Electronic Bowie Dick Test from Ellab
 
Psl company overview 2016
Psl company overview 2016 Psl company overview 2016
Psl company overview 2016
 
Utilizing Online TOC Monitoring to Control Industrial Water Quality
Utilizing Online TOC Monitoring to Control Industrial Water QualityUtilizing Online TOC Monitoring to Control Industrial Water Quality
Utilizing Online TOC Monitoring to Control Industrial Water Quality
 
Dry heat
Dry heatDry heat
Dry heat
 
Validation of dry heat sterilization
Validation of dry heat sterilizationValidation of dry heat sterilization
Validation of dry heat sterilization
 
Control on Cleanroom Environmental Monitoring (Pharmaceutical)
Control on Cleanroom Environmental Monitoring (Pharmaceutical)Control on Cleanroom Environmental Monitoring (Pharmaceutical)
Control on Cleanroom Environmental Monitoring (Pharmaceutical)
 
textile waterless dying
 textile waterless dying textile waterless dying
textile waterless dying
 
SUPERHEATED STEAM DRYING OF FOODS
SUPERHEATED STEAM DRYING OF FOODSSUPERHEATED STEAM DRYING OF FOODS
SUPERHEATED STEAM DRYING OF FOODS
 
Normal Flow Filtration: Design and Scale Up
Normal Flow Filtration: Design and Scale UpNormal Flow Filtration: Design and Scale Up
Normal Flow Filtration: Design and Scale Up
 
GPO Application Dataset
GPO Application DatasetGPO Application Dataset
GPO Application Dataset
 
6 CLASSES OF CHEMICAL INDICATORS FOR STEAM STERILIZATION
6 CLASSES OF CHEMICAL INDICATORS FOR STEAM STERILIZATION6 CLASSES OF CHEMICAL INDICATORS FOR STEAM STERILIZATION
6 CLASSES OF CHEMICAL INDICATORS FOR STEAM STERILIZATION
 
qualification of Hptlc
qualification of Hptlcqualification of Hptlc
qualification of Hptlc
 
How to increase crude throughput in desalter applications
How to increase crude throughput in desalter applicationsHow to increase crude throughput in desalter applications
How to increase crude throughput in desalter applications
 
Validation of sterilization
Validation of sterilizationValidation of sterilization
Validation of sterilization
 
Astm c117 stm_materials_finer_than_75mm_no.200_sieve_in_mine
Astm c117 stm_materials_finer_than_75mm_no.200_sieve_in_mineAstm c117 stm_materials_finer_than_75mm_no.200_sieve_in_mine
Astm c117 stm_materials_finer_than_75mm_no.200_sieve_in_mine
 

Similar to Best Practices for Using Near Infrared for Snack Quality

PSC-Best Practices for Using Near Infrared Instrumentation for the Frac Sand ...
PSC-Best Practices for Using Near Infrared Instrumentation for the Frac Sand ...PSC-Best Practices for Using Near Infrared Instrumentation for the Frac Sand ...
PSC-Best Practices for Using Near Infrared Instrumentation for the Frac Sand ...Bob Schumann
 
21st Century Water Testing
21st Century Water Testing21st Century Water Testing
21st Century Water TestingITS (Sensafe)
 
Sterilization validation
Sterilization validationSterilization validation
Sterilization validationRavish Yadav
 
Validating an Automated Rapid Method: Determining Time to Results
Validating an Automated Rapid Method: Determining Time to ResultsValidating an Automated Rapid Method: Determining Time to Results
Validating an Automated Rapid Method: Determining Time to ResultsRapid Micro Biosystems
 
Agricultural Commodity Analysis and Trade Issues for Shipping
Agricultural Commodity Analysis and Trade Issues for ShippingAgricultural Commodity Analysis and Trade Issues for Shipping
Agricultural Commodity Analysis and Trade Issues for ShippingMathew Conoulty
 
An Overview of Biologics Manufacturing Processes and Things to Consider from ...
An Overview of Biologics Manufacturing Processes and Things to Consider from ...An Overview of Biologics Manufacturing Processes and Things to Consider from ...
An Overview of Biologics Manufacturing Processes and Things to Consider from ...WPICPE
 
Module 2 familiarization with laboratory wares and equipment
Module 2 familiarization with laboratory wares and equipmentModule 2 familiarization with laboratory wares and equipment
Module 2 familiarization with laboratory wares and equipmentMansiBhavsar10
 
Drying of agriculture product (Cereals, Pulses and Oilseed ) and Different Dr...
Drying of agriculture product (Cereals, Pulses and Oilseed ) and Different Dr...Drying of agriculture product (Cereals, Pulses and Oilseed ) and Different Dr...
Drying of agriculture product (Cereals, Pulses and Oilseed ) and Different Dr...Dr. Sanjay Singh Chouhan
 
Cleanroom Basics design and requirement .ppt
Cleanroom Basics design and requirement .pptCleanroom Basics design and requirement .ppt
Cleanroom Basics design and requirement .pptmedhatmakkawi
 
VOCLok: A Better Solution for Solvent Waste Collection in Laboratories
VOCLok: A Better Solution for Solvent Waste Collection in LaboratoriesVOCLok: A Better Solution for Solvent Waste Collection in Laboratories
VOCLok: A Better Solution for Solvent Waste Collection in LaboratoriesTriumvirate Environmental
 
VOCLok: A Better Solution for Solvent Waste Collection in Labs
VOCLok: A Better Solution for Solvent Waste Collection in LabsVOCLok: A Better Solution for Solvent Waste Collection in Labs
VOCLok: A Better Solution for Solvent Waste Collection in LabsTriumvirate Environmental
 
VOCLok: A Better Solution for Solvent Waste Collection in Laboratories
VOCLok: A Better Solution for Solvent Waste Collection in LaboratoriesVOCLok: A Better Solution for Solvent Waste Collection in Laboratories
VOCLok: A Better Solution for Solvent Waste Collection in LaboratoriesTriumvirate Environmental
 
Drying_Principles and Practice.pdf
Drying_Principles and Practice.pdfDrying_Principles and Practice.pdf
Drying_Principles and Practice.pdfssusercf6d0e
 
VOCLok: A Better Solution for Solvent Waste Collection in Laboratories
VOCLok: A Better Solution for Solvent Waste Collection in LaboratoriesVOCLok: A Better Solution for Solvent Waste Collection in Laboratories
VOCLok: A Better Solution for Solvent Waste Collection in LaboratoriesTriumvirate Environmental
 

Similar to Best Practices for Using Near Infrared for Snack Quality (20)

PSC-Best Practices for Using Near Infrared Instrumentation for the Frac Sand ...
PSC-Best Practices for Using Near Infrared Instrumentation for the Frac Sand ...PSC-Best Practices for Using Near Infrared Instrumentation for the Frac Sand ...
PSC-Best Practices for Using Near Infrared Instrumentation for the Frac Sand ...
 
21st Century Water Testing
21st Century Water Testing21st Century Water Testing
21st Century Water Testing
 
Sterilization validation
Sterilization validationSterilization validation
Sterilization validation
 
Validating an Automated Rapid Method: Determining Time to Results
Validating an Automated Rapid Method: Determining Time to ResultsValidating an Automated Rapid Method: Determining Time to Results
Validating an Automated Rapid Method: Determining Time to Results
 
Agricultural Commodity Analysis and Trade Issues for Shipping
Agricultural Commodity Analysis and Trade Issues for ShippingAgricultural Commodity Analysis and Trade Issues for Shipping
Agricultural Commodity Analysis and Trade Issues for Shipping
 
An Overview of Biologics Manufacturing Processes and Things to Consider from ...
An Overview of Biologics Manufacturing Processes and Things to Consider from ...An Overview of Biologics Manufacturing Processes and Things to Consider from ...
An Overview of Biologics Manufacturing Processes and Things to Consider from ...
 
Module 2 familiarization with laboratory wares and equipment
Module 2 familiarization with laboratory wares and equipmentModule 2 familiarization with laboratory wares and equipment
Module 2 familiarization with laboratory wares and equipment
 
Quality control in microbiology
Quality control in microbiologyQuality control in microbiology
Quality control in microbiology
 
Drying of agriculture product (Cereals, Pulses and Oilseed ) and Different Dr...
Drying of agriculture product (Cereals, Pulses and Oilseed ) and Different Dr...Drying of agriculture product (Cereals, Pulses and Oilseed ) and Different Dr...
Drying of agriculture product (Cereals, Pulses and Oilseed ) and Different Dr...
 
Cleanroom Basics design and requirement .ppt
Cleanroom Basics design and requirement .pptCleanroom Basics design and requirement .ppt
Cleanroom Basics design and requirement .ppt
 
VOCLok: A Better Solution for Solvent Waste Collection in Laboratories
VOCLok: A Better Solution for Solvent Waste Collection in LaboratoriesVOCLok: A Better Solution for Solvent Waste Collection in Laboratories
VOCLok: A Better Solution for Solvent Waste Collection in Laboratories
 
STERILE Prpn.pptx
STERILE Prpn.pptxSTERILE Prpn.pptx
STERILE Prpn.pptx
 
lecture 3.1.5 (9).ppt
lecture 3.1.5 (9).pptlecture 3.1.5 (9).ppt
lecture 3.1.5 (9).ppt
 
Sampling
SamplingSampling
Sampling
 
Sterility assurance
Sterility assuranceSterility assurance
Sterility assurance
 
VOCLok: A Better Solution for Solvent Waste Collection in Labs
VOCLok: A Better Solution for Solvent Waste Collection in LabsVOCLok: A Better Solution for Solvent Waste Collection in Labs
VOCLok: A Better Solution for Solvent Waste Collection in Labs
 
Single Pot Processor
Single Pot ProcessorSingle Pot Processor
Single Pot Processor
 
VOCLok: A Better Solution for Solvent Waste Collection in Laboratories
VOCLok: A Better Solution for Solvent Waste Collection in LaboratoriesVOCLok: A Better Solution for Solvent Waste Collection in Laboratories
VOCLok: A Better Solution for Solvent Waste Collection in Laboratories
 
Drying_Principles and Practice.pdf
Drying_Principles and Practice.pdfDrying_Principles and Practice.pdf
Drying_Principles and Practice.pdf
 
VOCLok: A Better Solution for Solvent Waste Collection in Laboratories
VOCLok: A Better Solution for Solvent Waste Collection in LaboratoriesVOCLok: A Better Solution for Solvent Waste Collection in Laboratories
VOCLok: A Better Solution for Solvent Waste Collection in Laboratories
 

Recently uploaded

THE ARTISANAL SALT OF SAN VICENTE, ILOCOS SUR: A CASE STUDY
THE ARTISANAL SALT OF SAN VICENTE, ILOCOS SUR: A CASE STUDYTHE ARTISANAL SALT OF SAN VICENTE, ILOCOS SUR: A CASE STUDY
THE ARTISANAL SALT OF SAN VICENTE, ILOCOS SUR: A CASE STUDYHumphrey A Beña
 
BPP NC II Lesson 3 - Pastry Products.pptx
BPP NC II Lesson 3 - Pastry Products.pptxBPP NC II Lesson 3 - Pastry Products.pptx
BPP NC II Lesson 3 - Pastry Products.pptxmaricel769799
 
VIP Call Girls In Singar Nagar ( Lucknow ) 🔝 8923113531 🔝 Cash Payment Avai...
VIP Call Girls In Singar Nagar ( Lucknow  ) 🔝 8923113531 🔝  Cash Payment Avai...VIP Call Girls In Singar Nagar ( Lucknow  ) 🔝 8923113531 🔝  Cash Payment Avai...
VIP Call Girls In Singar Nagar ( Lucknow ) 🔝 8923113531 🔝 Cash Payment Avai...anilsa9823
 
Dubai Call Girls Drilled O525547819 Call Girls Dubai (Raphie)
Dubai Call Girls Drilled O525547819 Call Girls Dubai (Raphie)Dubai Call Girls Drilled O525547819 Call Girls Dubai (Raphie)
Dubai Call Girls Drilled O525547819 Call Girls Dubai (Raphie)kojalkojal131
 
VVIP Pune Call Girls Sinhagad Road (7001035870) Pune Escorts Nearby with Comp...
VVIP Pune Call Girls Sinhagad Road (7001035870) Pune Escorts Nearby with Comp...VVIP Pune Call Girls Sinhagad Road (7001035870) Pune Escorts Nearby with Comp...
VVIP Pune Call Girls Sinhagad Road (7001035870) Pune Escorts Nearby with Comp...Call Girls in Nagpur High Profile
 
(ANJALI) Shikrapur Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune ...
(ANJALI) Shikrapur Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune ...(ANJALI) Shikrapur Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune ...
(ANJALI) Shikrapur Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune ...ranjana rawat
 
(SUNAINA) Call Girls Alandi Road ( 7001035870 ) HI-Fi Pune Escorts Service
(SUNAINA) Call Girls Alandi Road ( 7001035870 ) HI-Fi Pune Escorts Service(SUNAINA) Call Girls Alandi Road ( 7001035870 ) HI-Fi Pune Escorts Service
(SUNAINA) Call Girls Alandi Road ( 7001035870 ) HI-Fi Pune Escorts Serviceranjana rawat
 
Week 5 Dessert Accompaniments (Cookery 9)
Week 5 Dessert Accompaniments (Cookery 9)Week 5 Dessert Accompaniments (Cookery 9)
Week 5 Dessert Accompaniments (Cookery 9)MAARLENEVIDENA
 
4th QT WEEK 2 Cook Meat Cuts part 2.pptx
4th QT WEEK 2 Cook Meat Cuts part 2.pptx4th QT WEEK 2 Cook Meat Cuts part 2.pptx
4th QT WEEK 2 Cook Meat Cuts part 2.pptxKattieAlisonMacatugg1
 
Call Girls Dubai &ubble O525547819 Call Girls In Dubai Blastcum
Call Girls Dubai &ubble O525547819 Call Girls In Dubai BlastcumCall Girls Dubai &ubble O525547819 Call Girls In Dubai Blastcum
Call Girls Dubai &ubble O525547819 Call Girls In Dubai Blastcumkojalkojal131
 
College Call Girls Nashik Ria 7001305949 Independent Escort Service Nashik
College Call Girls Nashik Ria 7001305949 Independent Escort Service NashikCollege Call Girls Nashik Ria 7001305949 Independent Escort Service Nashik
College Call Girls Nashik Ria 7001305949 Independent Escort Service Nashikranjana rawat
 
NO1 Trending kala jadu karne wale ka contact number kala jadu karne wale baba...
NO1 Trending kala jadu karne wale ka contact number kala jadu karne wale baba...NO1 Trending kala jadu karne wale ka contact number kala jadu karne wale baba...
NO1 Trending kala jadu karne wale ka contact number kala jadu karne wale baba...Amil baba
 
VIP Kolkata Call Girl Jadavpur 👉 8250192130 Available With Room
VIP Kolkata Call Girl Jadavpur 👉 8250192130  Available With RoomVIP Kolkata Call Girl Jadavpur 👉 8250192130  Available With Room
VIP Kolkata Call Girl Jadavpur 👉 8250192130 Available With Roomdivyansh0kumar0
 
(MAYA) Baner Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts
(MAYA) Baner Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts(MAYA) Baner Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts
(MAYA) Baner Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escortsranjana rawat
 
ΦΑΓΗΤΟ ΤΕΛΕΙΟ ΞΞΞΞΞΞΞ ΞΞΞΞΞΞ ΞΞΞΞ ΞΞΞΞ Ξ
ΦΑΓΗΤΟ ΤΕΛΕΙΟ ΞΞΞΞΞΞΞ ΞΞΞΞΞΞ ΞΞΞΞ ΞΞΞΞ ΞΦΑΓΗΤΟ ΤΕΛΕΙΟ ΞΞΞΞΞΞΞ ΞΞΞΞΞΞ ΞΞΞΞ ΞΞΞΞ Ξ
ΦΑΓΗΤΟ ΤΕΛΕΙΟ ΞΞΞΞΞΞΞ ΞΞΞΞΞΞ ΞΞΞΞ ΞΞΞΞ Ξlialiaskou00
 
Ho Sexy Call Girl in Mira Road Bhayandar | ₹,7500 With Free Delivery, Kashimi...
Ho Sexy Call Girl in Mira Road Bhayandar | ₹,7500 With Free Delivery, Kashimi...Ho Sexy Call Girl in Mira Road Bhayandar | ₹,7500 With Free Delivery, Kashimi...
Ho Sexy Call Girl in Mira Road Bhayandar | ₹,7500 With Free Delivery, Kashimi...Pooja Nehwal
 
Call Girl Nashik Khushi 7001305949 Independent Escort Service Nashik
Call Girl Nashik Khushi 7001305949 Independent Escort Service NashikCall Girl Nashik Khushi 7001305949 Independent Escort Service Nashik
Call Girl Nashik Khushi 7001305949 Independent Escort Service Nashikranjana rawat
 
The Most Attractive Pune Call Girls Shikrapur 8250192130 Will You Miss This C...
The Most Attractive Pune Call Girls Shikrapur 8250192130 Will You Miss This C...The Most Attractive Pune Call Girls Shikrapur 8250192130 Will You Miss This C...
The Most Attractive Pune Call Girls Shikrapur 8250192130 Will You Miss This C...ranjana rawat
 

Recently uploaded (20)

THE ARTISANAL SALT OF SAN VICENTE, ILOCOS SUR: A CASE STUDY
THE ARTISANAL SALT OF SAN VICENTE, ILOCOS SUR: A CASE STUDYTHE ARTISANAL SALT OF SAN VICENTE, ILOCOS SUR: A CASE STUDY
THE ARTISANAL SALT OF SAN VICENTE, ILOCOS SUR: A CASE STUDY
 
BPP NC II Lesson 3 - Pastry Products.pptx
BPP NC II Lesson 3 - Pastry Products.pptxBPP NC II Lesson 3 - Pastry Products.pptx
BPP NC II Lesson 3 - Pastry Products.pptx
 
5th Annual International OMGD Grand Chapitre: A Spanish Wine Journey
5th Annual International OMGD Grand Chapitre: A Spanish Wine Journey5th Annual International OMGD Grand Chapitre: A Spanish Wine Journey
5th Annual International OMGD Grand Chapitre: A Spanish Wine Journey
 
VIP Call Girls In Singar Nagar ( Lucknow ) 🔝 8923113531 🔝 Cash Payment Avai...
VIP Call Girls In Singar Nagar ( Lucknow  ) 🔝 8923113531 🔝  Cash Payment Avai...VIP Call Girls In Singar Nagar ( Lucknow  ) 🔝 8923113531 🔝  Cash Payment Avai...
VIP Call Girls In Singar Nagar ( Lucknow ) 🔝 8923113531 🔝 Cash Payment Avai...
 
Dubai Call Girls Drilled O525547819 Call Girls Dubai (Raphie)
Dubai Call Girls Drilled O525547819 Call Girls Dubai (Raphie)Dubai Call Girls Drilled O525547819 Call Girls Dubai (Raphie)
Dubai Call Girls Drilled O525547819 Call Girls Dubai (Raphie)
 
VVIP Pune Call Girls Sinhagad Road (7001035870) Pune Escorts Nearby with Comp...
VVIP Pune Call Girls Sinhagad Road (7001035870) Pune Escorts Nearby with Comp...VVIP Pune Call Girls Sinhagad Road (7001035870) Pune Escorts Nearby with Comp...
VVIP Pune Call Girls Sinhagad Road (7001035870) Pune Escorts Nearby with Comp...
 
(ANJALI) Shikrapur Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune ...
(ANJALI) Shikrapur Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune ...(ANJALI) Shikrapur Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune ...
(ANJALI) Shikrapur Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune ...
 
(SUNAINA) Call Girls Alandi Road ( 7001035870 ) HI-Fi Pune Escorts Service
(SUNAINA) Call Girls Alandi Road ( 7001035870 ) HI-Fi Pune Escorts Service(SUNAINA) Call Girls Alandi Road ( 7001035870 ) HI-Fi Pune Escorts Service
(SUNAINA) Call Girls Alandi Road ( 7001035870 ) HI-Fi Pune Escorts Service
 
Week 5 Dessert Accompaniments (Cookery 9)
Week 5 Dessert Accompaniments (Cookery 9)Week 5 Dessert Accompaniments (Cookery 9)
Week 5 Dessert Accompaniments (Cookery 9)
 
4th QT WEEK 2 Cook Meat Cuts part 2.pptx
4th QT WEEK 2 Cook Meat Cuts part 2.pptx4th QT WEEK 2 Cook Meat Cuts part 2.pptx
4th QT WEEK 2 Cook Meat Cuts part 2.pptx
 
Call Girls Dubai &ubble O525547819 Call Girls In Dubai Blastcum
Call Girls Dubai &ubble O525547819 Call Girls In Dubai BlastcumCall Girls Dubai &ubble O525547819 Call Girls In Dubai Blastcum
Call Girls Dubai &ubble O525547819 Call Girls In Dubai Blastcum
 
College Call Girls Nashik Ria 7001305949 Independent Escort Service Nashik
College Call Girls Nashik Ria 7001305949 Independent Escort Service NashikCollege Call Girls Nashik Ria 7001305949 Independent Escort Service Nashik
College Call Girls Nashik Ria 7001305949 Independent Escort Service Nashik
 
NO1 Trending kala jadu karne wale ka contact number kala jadu karne wale baba...
NO1 Trending kala jadu karne wale ka contact number kala jadu karne wale baba...NO1 Trending kala jadu karne wale ka contact number kala jadu karne wale baba...
NO1 Trending kala jadu karne wale ka contact number kala jadu karne wale baba...
 
VIP Kolkata Call Girl Jadavpur 👉 8250192130 Available With Room
VIP Kolkata Call Girl Jadavpur 👉 8250192130  Available With RoomVIP Kolkata Call Girl Jadavpur 👉 8250192130  Available With Room
VIP Kolkata Call Girl Jadavpur 👉 8250192130 Available With Room
 
(MAYA) Baner Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts
(MAYA) Baner Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts(MAYA) Baner Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts
(MAYA) Baner Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts
 
ΦΑΓΗΤΟ ΤΕΛΕΙΟ ΞΞΞΞΞΞΞ ΞΞΞΞΞΞ ΞΞΞΞ ΞΞΞΞ Ξ
ΦΑΓΗΤΟ ΤΕΛΕΙΟ ΞΞΞΞΞΞΞ ΞΞΞΞΞΞ ΞΞΞΞ ΞΞΞΞ ΞΦΑΓΗΤΟ ΤΕΛΕΙΟ ΞΞΞΞΞΞΞ ΞΞΞΞΞΞ ΞΞΞΞ ΞΞΞΞ Ξ
ΦΑΓΗΤΟ ΤΕΛΕΙΟ ΞΞΞΞΞΞΞ ΞΞΞΞΞΞ ΞΞΞΞ ΞΞΞΞ Ξ
 
Ho Sexy Call Girl in Mira Road Bhayandar | ₹,7500 With Free Delivery, Kashimi...
Ho Sexy Call Girl in Mira Road Bhayandar | ₹,7500 With Free Delivery, Kashimi...Ho Sexy Call Girl in Mira Road Bhayandar | ₹,7500 With Free Delivery, Kashimi...
Ho Sexy Call Girl in Mira Road Bhayandar | ₹,7500 With Free Delivery, Kashimi...
 
Call Girls In Tilak Nagar꧁❤ 🔝 9953056974🔝❤꧂ Escort ServiCe
Call Girls In  Tilak Nagar꧁❤ 🔝 9953056974🔝❤꧂ Escort ServiCeCall Girls In  Tilak Nagar꧁❤ 🔝 9953056974🔝❤꧂ Escort ServiCe
Call Girls In Tilak Nagar꧁❤ 🔝 9953056974🔝❤꧂ Escort ServiCe
 
Call Girl Nashik Khushi 7001305949 Independent Escort Service Nashik
Call Girl Nashik Khushi 7001305949 Independent Escort Service NashikCall Girl Nashik Khushi 7001305949 Independent Escort Service Nashik
Call Girl Nashik Khushi 7001305949 Independent Escort Service Nashik
 
The Most Attractive Pune Call Girls Shikrapur 8250192130 Will You Miss This C...
The Most Attractive Pune Call Girls Shikrapur 8250192130 Will You Miss This C...The Most Attractive Pune Call Girls Shikrapur 8250192130 Will You Miss This C...
The Most Attractive Pune Call Girls Shikrapur 8250192130 Will You Miss This C...
 

Best Practices for Using Near Infrared for Snack Quality

  • 1. Best Practices for Using Near Infrared for Snack Quality
  • 2. Best Practices for Using Near Infrared for Snack Quality Presented by: Greg Brown, Project Manager Process Sensors Corp. Milford, MA USA
  • 3. Best Practices for Using Near Infrared for Snack Quality-- Overview • Sample collection and analysis is important in calibrating near infrared transmitters and lab analyzers for snack food moisture, oil and other measurements • Specific practices must be outlined for standardized measurements • Sealed collection containers with limited head space is required • Drying temperature and times for moisture and standard practice for other measurements must be determined
  • 4. Near Infrared (NIR) Measurements for Snack Foods for Lab & Process Photometers • Moisture • Oil • Flavorings • Protein • Sugar
  • 8. NIR Measurements for Snack Foods • Moisture • Oil • Protein • Flavorings • Color (Vis/NNIR)
  • 9. Moisture Measurement Critical • Moisture impacts taste, texture and shelf life • Especially important for corn, potato-based and other products that are extremely hydroscopic and absorb moisture from the surrounding air • Moisture can adversely impact shelf life by over 45%
  • 10. Sample Collection and Location • Sample should be collected after the unit operation while allowing sufficient time/distance for flashing to occur, so as to collect a representative sample of finished product prior to packaging
  • 11. Sample Collection • Open containers not suitable for sample collection • Ziplock freezer bags or other sample bags with moisture barrier coatings with excess air squeezed out • Closed containers with minimum air space acceptable
  • 12. Importance of Sample Collection Containers/Bags • Higher cost of sample collection containers/bags negligible • Better moisture measurement reduces cost related to customer satisfaction and shelf life
  • 13. Open Containers or Varying Air Space in Collection Containers • Subject to ambient humidity • Time to deliver to lab, chat on trip to lab • Turn around time for lab analysis
  • 14. Comparison of Duplicate Double-Blind Samples Between Open and Sealed Collection Sample # Chips Unsealed Sample Sealed Sample 1A 1.45 1.42 1B 1.71 1.42 2A 1.63 1.59 2B 2.1 1.58 3A 2.21 1.82 3B 2.78 1.82
  • 15. Weigh Dry Weigh • Automatic extrapolated weigh dry weigh okay for quick check not calibration due to variability • Extended weigh dry weigh oven dry best for calibration
  • 16. Time for Sample Oven Dry Product Dependent • Each company has their own practice for each product • 105⁰ C and 120⁰ C are most common • Two hours dry time usually sufficient, and three hours or 24 hours usually offers minimum benefit
  • 17. Double-Blind Samples for Lab Analysis With Sealed Containers During Calibration Critical For Success Sample # Chips One Hour Sample at 120'C Two Hour Sample at 120' C Extrapolated WDW Sample Analysis 1A 1.45 1.42 1.38 1B 1.39 1.42 1.26 2A 1.61 1.59 1.63 2B 1.65 1.58 1.71 3A 1.88 1.82 1.91 3B 1.83 1.82 2.11
  • 18. Grinding Samples • Better results usually achieved with grinding samples • Grinding required for nuts, hulled shells and skin products
  • 19. Raw Material Samples • Raw materials require multiple sample points • Must be well mixed • Sampled by batch
  • 20. Process Moisture Measurement is Often More Accurate Due to Sample Collection Methods Lab Moisture Measurement NIR Transmitter Measurement 1.42 1.26 1.59 1.49 1.82 1.96 2.24 2.38 2.42 2.53 Standard Error 0.073185818
  • 21. Lab vs. NIR Transmitter Trend 0 0.5 1 1.5 2 2.5 3 1 2 3 4 5 Chart Title Lab Moisture Measurement NIR Transmitter Measurement
  • 22. Lab vs. NIR Measurement 0 0.5 1 1.5 2 2.5 3 0 0.5 1 1.5 2 2.5 3 LabMoisture NIR Transmitter NIR Transmitter Measurement
  • 23. NIR Lab & At-Line Measurement
  • 24. Oil/Fat Measurements • Press method accuracy dependent on sample presentation and method • Soxhlet extraction expensive and time consuming • NIR supplies quick accurate measurements
  • 25. Protein Measurements • Photometers can provide trends at best • Spectrophotometers can measure quickly in lab • Kjeldahl is accurate, expensive and time consuming
  • 26. NIR Methodology • NIR photometers moisture and oil measurements are based on linear measurements (y=mx + B) and non-linear segmentation • Spectrophotometers typically use chemometrics or eigen vector analysis such as PCR, PLS1, PLS2 or other
  • 27. Conclusions • Sample collection is important to insure accurate analysis of process samples • Air space for samples collected must be minimized • Samples must be analyzed in a timely manner
  • 28. Best Practices for Using Near Infrared for Snack Quality • Presented by: Greg Brown, Project Manager • Process Sensors Corp. 113 Cedar Street Milford, MA 01757 USA 508.473-9901 www.processsensors.com gbrown@processsensors.com