SlideShare a Scribd company logo
1© 2016 Viavi Solutions Inc.www.viavisolutions.com
Critical attributes
process monitoring by NIR
Amsterdam (NL), November 14th 2019
Emiliano Genorini
MicroNIR Americas and EMEA Account Manager
+39 039 9300225 (office) | +39 337 1362987 (mobile)
Via Cernuschi, 8 | 20900, Monza (MB) - Italy
2© 2016 Viavi Solutions Inc.www.viavisolutions.com 2© 2016 Viavi Solutions Inc.www.viavisolutions.com
Company profile
3© 2016 Viavi Solutions Inc.www.viavisolutions.com
Company Profile - Viavi Solutions
4© 2016 Viavi Solutions Inc.www.viavisolutions.com 4© 2016 Viavi Solutions Inc.www.viavisolutions.com
Our vision
5© 2016 Viavi Solutions Inc.www.viavisolutions.com
MicroNIR - Our vision
6© 2016 Viavi Solutions Inc.www.viavisolutions.com
MicroNIR - Our vision
MicroNIR - Our vision
8© 2016 Viavi Solutions Inc.www.viavisolutions.com 8© 2016 Viavi Solutions Inc.www.viavisolutions.com
Liner Variable Filter
9© 2016 Viavi Solutions Inc.www.viavisolutions.com
Product line - LVF
• Small size allow special applications
• No moving parts:
- no misalignments
- stability over long time
- 100% transferability between units
• No fiber optics:
- no possibility to break it
- no ageing
- insensible to temperature fluctuation
• Small distance → high energy and S/N
→ from traditional benchtop to sensor
10© 2016 Viavi Solutions Inc.www.viavisolutions.com 10© 2016 Viavi Solutions Inc.www.viavisolutions.com
Process Analytical
Technology
11© 2016 Viavi Solutions Inc.www.viavisolutions.com
MicroNIR - PAT
12© 2016 Viavi Solutions Inc.www.viavisolutions.com
MicroNIR - PAT
13© 2016 Viavi Solutions Inc.www.viavisolutions.com 13© 2016 Viavi Solutions Inc.www.viavisolutions.com
High Shear Mixer
14© 2016 Viavi Solutions Inc.www.viavisolutions.com
FluidBed
Dryer
HighShear
Granualtor
MicroNIR - Granulation and Drying
Multi steps
process
Mixing
Granulation
Discharging
Wet mass calibration
Drying
Cooling
Calibration
Discharging
HighShearGranualtor
Single step
Process I
Mixing
Granulation
Drying
Cooling
Calibration
Discharging
FluidBedGranulator
Single step
Process II
Mixing
GranulationDrying
Drying
Cooling
Calibration
Discharging
15© 2016 Viavi Solutions Inc.www.viavisolutions.com
MicroNIR - Granulation and Drying
On line monitoring
• Impeller torque for granualtion
end point
• INOUT air temperature for
drying end point
• INOUT air humidity for drying
end point
Pros
• Real time online measurement
• No sampling required
Cons
• Physical measurement
• Indirect analysis of particle size
and moisture content
At line monitoring
• Particle Size Analyzer for
granualtion end point
• Karl Fischer or Loss on Drying
(LOD) for drying end point
Pros
• Direct analysis of Particle Size
andor moisture
• Chemical measurement
Cons
• Sampling required
• Lab measurement
• Long time compared to process
duration  (start) and final
16© 2016 Viavi Solutions Inc.www.viavisolutions.com
MicroNIR - High Shear MixerInstallation
IMA device with MicroNIR PAT U
mounted on VIAVI welded flange
17© 2016 Viavi Solutions Inc.www.viavisolutions.com
MicroNIR - High Shear MixerPreprocessed Spectra
Liquid bridgeSolid bridgeSnowball
Spectra 1der+SNV
18© 2016 Viavi Solutions Inc.www.viavisolutions.com
MicroNIR - High Shear Mixer - MBSD
Dry Mixing
Wetting
(Primary
Granulation)
Massing
(Secondary
Granualtion)
■ Impeller Torque
■ MBSD
■ MBM
19© 2016 Viavi Solutions Inc.www.viavisolutions.com 19© 2016 Viavi Solutions Inc.www.viavisolutions.com
Fluid Bed Dryer
20© 2016 Viavi Solutions Inc.www.viavisolutions.com
MicroNIR - Fluid Bed Granulation - Spectra
• Collected datas are correlatd to physical
variables like Moisture and Particle Size
Distribution
• It is necessary to collect physical datas
manually to build a calibration curve.
• The Partial Least Square method is used to
calculate the correlation grade, represented
by R2, the closer is to 1, the better the
correlation is
21© 2016 Viavi Solutions Inc.www.viavisolutions.com
MicroNIR - Fluid Bed Granulation - LOD
0.00
2.00
4.00
6.00
8.00
10.00
12.00
-15 5 25 45 65 85 105 125 145 165
LOD(%)
Sample Number
LOD Predicted Vs Real
Predicted LOD Real LOD
22© 2016 Viavi Solutions Inc.www.viavisolutions.com
MicroNIR - Fluid Bed Granulation - D50
0.00
50.00
100.00
150.00
200.00
250.00
300.00
350.00
400.00
450.00
500.00
0 20 40 60 80 100 120 140 160 180 200
D50(µm)
Sample Number
d50 Predicted Vs Real
Real D50 Predicted D50
23© 2016 Viavi Solutions Inc.www.viavisolutions.com 23© 2016 Viavi Solutions Inc.www.viavisolutions.com
Blending
24© 2016 Viavi Solutions Inc.www.viavisolutions.com
MicroNIR - Blending - Theft Sampling
• Labor intensive
• Expensive
• Poor reproducibility
• Blender must be stopped
• Perturbation of blending
• Long time to have feed back
• Contributes to sample non-uniformity
• Cross contamination
• Using of solvents
• Potential for exposure of operators to high potency API
25© 2016 Viavi Solutions Inc.www.viavisolutions.com
MicroNIR - Blending - Theft Sampling
• Sampling errors 10-50 times
greater than analytical errors!
• Non-reproducible, therefore
cannot be corrected for
statistically
• QbD requires isolation of the
greatest source of variability
(sample thief)
Sample thieves de-mix
powder beds resulting in
heterogeneity increase
26© 2016 Viavi Solutions Inc.www.viavisolutions.com
• Blending homogeneity is not content uniformity API %
• Question is not how much API you have but if it has been blended → if you want
to know how much is the API you weigh the API before mixing (more accurate)
Make PLS working and validate it from 0 to 100% of API is very challenging:
- Calibration deployed at line are not valid at line
- How can you build this on line? If you make spiking of API at line you could
have a reasonable number but it is hard to validate
- If you withdraw a sample you damage you blending
• Building a PLS requires to validate the method and register (documentation cost
that is 100x the cost of HPLC)
• It is only for valid for production not for R&D
27© 2016 Viavi Solutions Inc.www.viavisolutions.com
MicroNIR - Blending
• Rotation Time
• API concentration
• Excipients
• Particle Size
• Blender Capacity
• Rotation Rate
• Fill level
• Loading Method (symmetric vs. asymmetric)
28© 2016 Viavi Solutions Inc.www.viavisolutions.com
MicroNIR - Blending
29© 2016 Viavi Solutions Inc.www.viavisolutions.com
MicroNIR - Blending
0
0.02
0.04
0.06
0.08
0.1
0 25 50 75 100 125 150 175 200
Problem Blend
Model Blend
30© 2016 Viavi Solutions Inc.www.viavisolutions.com
MicroNIR - Blending
0
0.01
0.02
0.03
0.04
0.05
0.06
0.07
0.08
0.09
0.1
0 5 10 15 20 25 30 35 40
Rotation Number
5 Liter Bin
10 Liter Bin
40 Liter Bin
0
0.01
0.02
0.03
0.04
0.05
0.06
0.07
0.08
0.09
0.1
0 5 10 15 20 25 30 35 40
Rotation Number
15 rpm
25 rpm
32 rpm
0
0.01
0.02
0.03
0.04
0.05
0.06
0.07
0.08
0.09
0.1
0 10 20 30 40 50 60 70 80
60% Filll
75% Filll
90% Filll
0
0.01
0.02
0.03
0.04
0.05
0.06
0.07
0.08
0.09
0.1
0 5 10 15 20 25 30 35 40
Rotation Number
Active Layered - Centered
Active Spot - Off Center
31© 2016 Viavi Solutions Inc.www.viavisolutions.com 31© 2016 Viavi Solutions Inc.www.viavisolutions.com
Tableting
32© 2016 Viavi Solutions Inc.www.viavisolutions.com
MicroNIR - Feed frame
33© 2016 Viavi Solutions Inc.www.viavisolutions.com
MicroNIR - Feed frame
Talc
34© 2016 Viavi Solutions Inc.www.viavisolutions.com
MicroNIR - Feed frame
Talc 1% Talc 3% Talc 5%
35© 2016 Viavi Solutions Inc.www.viavisolutions.com www.viavisolutions.com

More Related Content

Similar to Presentation MicroNIR by Emiliano Genorini Nov 14th Rijksmuseum

Digitalize Manufacturing Through SAP S/4HANA Cloud
Digitalize Manufacturing Through SAP S/4HANA CloudDigitalize Manufacturing Through SAP S/4HANA Cloud
Digitalize Manufacturing Through SAP S/4HANA Cloud
Capgemini
 
Automation World: Testing and Evaluation Improve Product Quality for Manufact...
Automation World: Testing and Evaluation Improve Product Quality for Manufact...Automation World: Testing and Evaluation Improve Product Quality for Manufact...
Automation World: Testing and Evaluation Improve Product Quality for Manufact...
Michael Muldoon
 
Milestones on the Omni-Channel Journey
Milestones on the Omni-Channel JourneyMilestones on the Omni-Channel Journey
Milestones on the Omni-Channel Journey
Oliver Guy
 
How mobile first led to adopting lean startup
How mobile first led to adopting lean startupHow mobile first led to adopting lean startup
How mobile first led to adopting lean startup
Lonneke Vink
 
II-SDV 2016 Diane Webb - Challenges in Visualizing Pharmaceutical Information...
II-SDV 2016 Diane Webb - Challenges in Visualizing Pharmaceutical Information...II-SDV 2016 Diane Webb - Challenges in Visualizing Pharmaceutical Information...
II-SDV 2016 Diane Webb - Challenges in Visualizing Pharmaceutical Information...
Dr. Haxel Consult
 
Ready, Set, Shop! The Pressure is on For Your Applications to Perform Flawl...
Ready, Set, Shop! The Pressure is on For Your Applications to Perform Flawl...Ready, Set, Shop! The Pressure is on For Your Applications to Perform Flawl...
Ready, Set, Shop! The Pressure is on For Your Applications to Perform Flawl...
CA Technologies
 
WMM Preso - Robotics Focus
WMM Preso - Robotics FocusWMM Preso - Robotics Focus
WMM Preso - Robotics FocusJason Jamiel
 
Lean Construction 101 - Being Agile Post COVID
Lean Construction 101 - Being Agile Post COVIDLean Construction 101 - Being Agile Post COVID
Lean Construction 101 - Being Agile Post COVID
Faber Infinite Consulting
 
Compuware ASEAN APM User Conference 2013 - New Generation of APM: Today and T...
Compuware ASEAN APM User Conference 2013 - New Generation of APM: Today and T...Compuware ASEAN APM User Conference 2013 - New Generation of APM: Today and T...
Compuware ASEAN APM User Conference 2013 - New Generation of APM: Today and T...Compuware ASEAN
 
ATS Inspect: See the Quality!
ATS Inspect: See the Quality! ATS Inspect: See the Quality!
ATS Inspect: See the Quality!
António Moreira Lopes
 
AVEVA’s BIM History and Vision by AVEVA
AVEVA’s BIM History and Vision by AVEVAAVEVA’s BIM History and Vision by AVEVA
AVEVA’s BIM History and Vision by AVEVA
AVEVA Group plc
 
Continuous Testing vs Test Automation Share on Facebook Share on LinkedIn Sha...
Continuous Testing vs Test Automation Share on Facebook Share on LinkedIn Sha...Continuous Testing vs Test Automation Share on Facebook Share on LinkedIn Sha...
Continuous Testing vs Test Automation Share on Facebook Share on LinkedIn Sha...
DevOps.com
 
Sifting and security Palamatic Process
Sifting and security Palamatic ProcessSifting and security Palamatic Process
Sifting and security Palamatic Process
Palamatic process
 
Sifting and security for bulk materials Palamatic Process
Sifting and security for bulk materials Palamatic ProcessSifting and security for bulk materials Palamatic Process
Sifting and security for bulk materials Palamatic Process
PalamaticProcess
 
100%-ный контроль для 100%-ной безопасности
100%-ный контроль для 100%-ной безопасности100%-ный контроль для 100%-ной безопасности
100%-ный контроль для 100%-ной безопасности
Альбина Минуллина
 
Robo Sand Manufacturing Plant Project Report.pdf
Robo Sand Manufacturing Plant Project Report.pdfRobo Sand Manufacturing Plant Project Report.pdf
Robo Sand Manufacturing Plant Project Report.pdf
gauravimarcgroup
 
PVC Solvent Cement Manufacturing Plant Report 2024 Edition.pptx
PVC Solvent Cement Manufacturing Plant Report 2024 Edition.pptxPVC Solvent Cement Manufacturing Plant Report 2024 Edition.pptx
PVC Solvent Cement Manufacturing Plant Report 2024 Edition.pptx
georgebrinton95
 
Crowd4Test business_proposal
Crowd4Test business_proposalCrowd4Test business_proposal
Crowd4Test business_proposal
Ranganadh Damera
 

Similar to Presentation MicroNIR by Emiliano Genorini Nov 14th Rijksmuseum (20)

Digitalize Manufacturing Through SAP S/4HANA Cloud
Digitalize Manufacturing Through SAP S/4HANA CloudDigitalize Manufacturing Through SAP S/4HANA Cloud
Digitalize Manufacturing Through SAP S/4HANA Cloud
 
Automation World: Testing and Evaluation Improve Product Quality for Manufact...
Automation World: Testing and Evaluation Improve Product Quality for Manufact...Automation World: Testing and Evaluation Improve Product Quality for Manufact...
Automation World: Testing and Evaluation Improve Product Quality for Manufact...
 
Milestones on the Omni-Channel Journey
Milestones on the Omni-Channel JourneyMilestones on the Omni-Channel Journey
Milestones on the Omni-Channel Journey
 
How mobile first led to adopting lean startup
How mobile first led to adopting lean startupHow mobile first led to adopting lean startup
How mobile first led to adopting lean startup
 
MYSMT News 2016 01
MYSMT News 2016 01MYSMT News 2016 01
MYSMT News 2016 01
 
II-SDV 2016 Diane Webb - Challenges in Visualizing Pharmaceutical Information...
II-SDV 2016 Diane Webb - Challenges in Visualizing Pharmaceutical Information...II-SDV 2016 Diane Webb - Challenges in Visualizing Pharmaceutical Information...
II-SDV 2016 Diane Webb - Challenges in Visualizing Pharmaceutical Information...
 
Ready, Set, Shop! The Pressure is on For Your Applications to Perform Flawl...
Ready, Set, Shop! The Pressure is on For Your Applications to Perform Flawl...Ready, Set, Shop! The Pressure is on For Your Applications to Perform Flawl...
Ready, Set, Shop! The Pressure is on For Your Applications to Perform Flawl...
 
WMM Preso - Robotics Focus
WMM Preso - Robotics FocusWMM Preso - Robotics Focus
WMM Preso - Robotics Focus
 
Lean Construction 101 - Being Agile Post COVID
Lean Construction 101 - Being Agile Post COVIDLean Construction 101 - Being Agile Post COVID
Lean Construction 101 - Being Agile Post COVID
 
Compuware ASEAN APM User Conference 2013 - New Generation of APM: Today and T...
Compuware ASEAN APM User Conference 2013 - New Generation of APM: Today and T...Compuware ASEAN APM User Conference 2013 - New Generation of APM: Today and T...
Compuware ASEAN APM User Conference 2013 - New Generation of APM: Today and T...
 
ATS Inspect: See the Quality!
ATS Inspect: See the Quality! ATS Inspect: See the Quality!
ATS Inspect: See the Quality!
 
AVEVA’s BIM History and Vision by AVEVA
AVEVA’s BIM History and Vision by AVEVAAVEVA’s BIM History and Vision by AVEVA
AVEVA’s BIM History and Vision by AVEVA
 
Continuous Testing vs Test Automation Share on Facebook Share on LinkedIn Sha...
Continuous Testing vs Test Automation Share on Facebook Share on LinkedIn Sha...Continuous Testing vs Test Automation Share on Facebook Share on LinkedIn Sha...
Continuous Testing vs Test Automation Share on Facebook Share on LinkedIn Sha...
 
Sifting and security Palamatic Process
Sifting and security Palamatic ProcessSifting and security Palamatic Process
Sifting and security Palamatic Process
 
Sifting and security for bulk materials Palamatic Process
Sifting and security for bulk materials Palamatic ProcessSifting and security for bulk materials Palamatic Process
Sifting and security for bulk materials Palamatic Process
 
100%-ный контроль для 100%-ной безопасности
100%-ный контроль для 100%-ной безопасности100%-ный контроль для 100%-ной безопасности
100%-ный контроль для 100%-ной безопасности
 
Robo Sand Manufacturing Plant Project Report.pdf
Robo Sand Manufacturing Plant Project Report.pdfRobo Sand Manufacturing Plant Project Report.pdf
Robo Sand Manufacturing Plant Project Report.pdf
 
Com rent corporatedeck_3.25.16_can (1)
Com rent corporatedeck_3.25.16_can (1)Com rent corporatedeck_3.25.16_can (1)
Com rent corporatedeck_3.25.16_can (1)
 
PVC Solvent Cement Manufacturing Plant Report 2024 Edition.pptx
PVC Solvent Cement Manufacturing Plant Report 2024 Edition.pptxPVC Solvent Cement Manufacturing Plant Report 2024 Edition.pptx
PVC Solvent Cement Manufacturing Plant Report 2024 Edition.pptx
 
Crowd4Test business_proposal
Crowd4Test business_proposalCrowd4Test business_proposal
Crowd4Test business_proposal
 

Recently uploaded

一比一原版(NYU毕业证)纽约大学毕业证成绩单
一比一原版(NYU毕业证)纽约大学毕业证成绩单一比一原版(NYU毕业证)纽约大学毕业证成绩单
一比一原版(NYU毕业证)纽约大学毕业证成绩单
ewymefz
 
一比一原版(YU毕业证)约克大学毕业证成绩单
一比一原版(YU毕业证)约克大学毕业证成绩单一比一原版(YU毕业证)约克大学毕业证成绩单
一比一原版(YU毕业证)约克大学毕业证成绩单
enxupq
 
Levelwise PageRank with Loop-Based Dead End Handling Strategy : SHORT REPORT ...
Levelwise PageRank with Loop-Based Dead End Handling Strategy : SHORT REPORT ...Levelwise PageRank with Loop-Based Dead End Handling Strategy : SHORT REPORT ...
Levelwise PageRank with Loop-Based Dead End Handling Strategy : SHORT REPORT ...
Subhajit Sahu
 
一比一原版(BCU毕业证书)伯明翰城市大学毕业证如何办理
一比一原版(BCU毕业证书)伯明翰城市大学毕业证如何办理一比一原版(BCU毕业证书)伯明翰城市大学毕业证如何办理
一比一原版(BCU毕业证书)伯明翰城市大学毕业证如何办理
dwreak4tg
 
一比一原版(UIUC毕业证)伊利诺伊大学|厄巴纳-香槟分校毕业证如何办理
一比一原版(UIUC毕业证)伊利诺伊大学|厄巴纳-香槟分校毕业证如何办理一比一原版(UIUC毕业证)伊利诺伊大学|厄巴纳-香槟分校毕业证如何办理
一比一原版(UIUC毕业证)伊利诺伊大学|厄巴纳-香槟分校毕业证如何办理
ahzuo
 
一比一原版(UniSA毕业证书)南澳大学毕业证如何办理
一比一原版(UniSA毕业证书)南澳大学毕业证如何办理一比一原版(UniSA毕业证书)南澳大学毕业证如何办理
一比一原版(UniSA毕业证书)南澳大学毕业证如何办理
slg6lamcq
 
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...
Timothy Spann
 
Malana- Gimlet Market Analysis (Portfolio 2)
Malana- Gimlet Market Analysis (Portfolio 2)Malana- Gimlet Market Analysis (Portfolio 2)
Malana- Gimlet Market Analysis (Portfolio 2)
TravisMalana
 
一比一原版(Coventry毕业证书)考文垂大学毕业证如何办理
一比一原版(Coventry毕业证书)考文垂大学毕业证如何办理一比一原版(Coventry毕业证书)考文垂大学毕业证如何办理
一比一原版(Coventry毕业证书)考文垂大学毕业证如何办理
74nqk8xf
 
Adjusting primitives for graph : SHORT REPORT / NOTES
Adjusting primitives for graph : SHORT REPORT / NOTESAdjusting primitives for graph : SHORT REPORT / NOTES
Adjusting primitives for graph : SHORT REPORT / NOTES
Subhajit Sahu
 
哪里卖(usq毕业证书)南昆士兰大学毕业证研究生文凭证书托福证书原版一模一样
哪里卖(usq毕业证书)南昆士兰大学毕业证研究生文凭证书托福证书原版一模一样哪里卖(usq毕业证书)南昆士兰大学毕业证研究生文凭证书托福证书原版一模一样
哪里卖(usq毕业证书)南昆士兰大学毕业证研究生文凭证书托福证书原版一模一样
axoqas
 
一比一原版(CBU毕业证)不列颠海角大学毕业证成绩单
一比一原版(CBU毕业证)不列颠海角大学毕业证成绩单一比一原版(CBU毕业证)不列颠海角大学毕业证成绩单
一比一原版(CBU毕业证)不列颠海角大学毕业证成绩单
nscud
 
Predicting Product Ad Campaign Performance: A Data Analysis Project Presentation
Predicting Product Ad Campaign Performance: A Data Analysis Project PresentationPredicting Product Ad Campaign Performance: A Data Analysis Project Presentation
Predicting Product Ad Campaign Performance: A Data Analysis Project Presentation
Boston Institute of Analytics
 
一比一原版(TWU毕业证)西三一大学毕业证成绩单
一比一原版(TWU毕业证)西三一大学毕业证成绩单一比一原版(TWU毕业证)西三一大学毕业证成绩单
一比一原版(TWU毕业证)西三一大学毕业证成绩单
ocavb
 
一比一原版(Adelaide毕业证书)阿德莱德大学毕业证如何办理
一比一原版(Adelaide毕业证书)阿德莱德大学毕业证如何办理一比一原版(Adelaide毕业证书)阿德莱德大学毕业证如何办理
一比一原版(Adelaide毕业证书)阿德莱德大学毕业证如何办理
slg6lamcq
 
一比一原版(CU毕业证)卡尔顿大学毕业证成绩单
一比一原版(CU毕业证)卡尔顿大学毕业证成绩单一比一原版(CU毕业证)卡尔顿大学毕业证成绩单
一比一原版(CU毕业证)卡尔顿大学毕业证成绩单
yhkoc
 
Criminal IP - Threat Hunting Webinar.pdf
Criminal IP - Threat Hunting Webinar.pdfCriminal IP - Threat Hunting Webinar.pdf
Criminal IP - Threat Hunting Webinar.pdf
Criminal IP
 
一比一原版(UVic毕业证)维多利亚大学毕业证成绩单
一比一原版(UVic毕业证)维多利亚大学毕业证成绩单一比一原版(UVic毕业证)维多利亚大学毕业证成绩单
一比一原版(UVic毕业证)维多利亚大学毕业证成绩单
ukgaet
 
一比一原版(爱大毕业证书)爱丁堡大学毕业证如何办理
一比一原版(爱大毕业证书)爱丁堡大学毕业证如何办理一比一原版(爱大毕业证书)爱丁堡大学毕业证如何办理
一比一原版(爱大毕业证书)爱丁堡大学毕业证如何办理
g4dpvqap0
 
Best best suvichar in gujarati english meaning of this sentence as Silk road ...
Best best suvichar in gujarati english meaning of this sentence as Silk road ...Best best suvichar in gujarati english meaning of this sentence as Silk road ...
Best best suvichar in gujarati english meaning of this sentence as Silk road ...
AbhimanyuSinha9
 

Recently uploaded (20)

一比一原版(NYU毕业证)纽约大学毕业证成绩单
一比一原版(NYU毕业证)纽约大学毕业证成绩单一比一原版(NYU毕业证)纽约大学毕业证成绩单
一比一原版(NYU毕业证)纽约大学毕业证成绩单
 
一比一原版(YU毕业证)约克大学毕业证成绩单
一比一原版(YU毕业证)约克大学毕业证成绩单一比一原版(YU毕业证)约克大学毕业证成绩单
一比一原版(YU毕业证)约克大学毕业证成绩单
 
Levelwise PageRank with Loop-Based Dead End Handling Strategy : SHORT REPORT ...
Levelwise PageRank with Loop-Based Dead End Handling Strategy : SHORT REPORT ...Levelwise PageRank with Loop-Based Dead End Handling Strategy : SHORT REPORT ...
Levelwise PageRank with Loop-Based Dead End Handling Strategy : SHORT REPORT ...
 
一比一原版(BCU毕业证书)伯明翰城市大学毕业证如何办理
一比一原版(BCU毕业证书)伯明翰城市大学毕业证如何办理一比一原版(BCU毕业证书)伯明翰城市大学毕业证如何办理
一比一原版(BCU毕业证书)伯明翰城市大学毕业证如何办理
 
一比一原版(UIUC毕业证)伊利诺伊大学|厄巴纳-香槟分校毕业证如何办理
一比一原版(UIUC毕业证)伊利诺伊大学|厄巴纳-香槟分校毕业证如何办理一比一原版(UIUC毕业证)伊利诺伊大学|厄巴纳-香槟分校毕业证如何办理
一比一原版(UIUC毕业证)伊利诺伊大学|厄巴纳-香槟分校毕业证如何办理
 
一比一原版(UniSA毕业证书)南澳大学毕业证如何办理
一比一原版(UniSA毕业证书)南澳大学毕业证如何办理一比一原版(UniSA毕业证书)南澳大学毕业证如何办理
一比一原版(UniSA毕业证书)南澳大学毕业证如何办理
 
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...
 
Malana- Gimlet Market Analysis (Portfolio 2)
Malana- Gimlet Market Analysis (Portfolio 2)Malana- Gimlet Market Analysis (Portfolio 2)
Malana- Gimlet Market Analysis (Portfolio 2)
 
一比一原版(Coventry毕业证书)考文垂大学毕业证如何办理
一比一原版(Coventry毕业证书)考文垂大学毕业证如何办理一比一原版(Coventry毕业证书)考文垂大学毕业证如何办理
一比一原版(Coventry毕业证书)考文垂大学毕业证如何办理
 
Adjusting primitives for graph : SHORT REPORT / NOTES
Adjusting primitives for graph : SHORT REPORT / NOTESAdjusting primitives for graph : SHORT REPORT / NOTES
Adjusting primitives for graph : SHORT REPORT / NOTES
 
哪里卖(usq毕业证书)南昆士兰大学毕业证研究生文凭证书托福证书原版一模一样
哪里卖(usq毕业证书)南昆士兰大学毕业证研究生文凭证书托福证书原版一模一样哪里卖(usq毕业证书)南昆士兰大学毕业证研究生文凭证书托福证书原版一模一样
哪里卖(usq毕业证书)南昆士兰大学毕业证研究生文凭证书托福证书原版一模一样
 
一比一原版(CBU毕业证)不列颠海角大学毕业证成绩单
一比一原版(CBU毕业证)不列颠海角大学毕业证成绩单一比一原版(CBU毕业证)不列颠海角大学毕业证成绩单
一比一原版(CBU毕业证)不列颠海角大学毕业证成绩单
 
Predicting Product Ad Campaign Performance: A Data Analysis Project Presentation
Predicting Product Ad Campaign Performance: A Data Analysis Project PresentationPredicting Product Ad Campaign Performance: A Data Analysis Project Presentation
Predicting Product Ad Campaign Performance: A Data Analysis Project Presentation
 
一比一原版(TWU毕业证)西三一大学毕业证成绩单
一比一原版(TWU毕业证)西三一大学毕业证成绩单一比一原版(TWU毕业证)西三一大学毕业证成绩单
一比一原版(TWU毕业证)西三一大学毕业证成绩单
 
一比一原版(Adelaide毕业证书)阿德莱德大学毕业证如何办理
一比一原版(Adelaide毕业证书)阿德莱德大学毕业证如何办理一比一原版(Adelaide毕业证书)阿德莱德大学毕业证如何办理
一比一原版(Adelaide毕业证书)阿德莱德大学毕业证如何办理
 
一比一原版(CU毕业证)卡尔顿大学毕业证成绩单
一比一原版(CU毕业证)卡尔顿大学毕业证成绩单一比一原版(CU毕业证)卡尔顿大学毕业证成绩单
一比一原版(CU毕业证)卡尔顿大学毕业证成绩单
 
Criminal IP - Threat Hunting Webinar.pdf
Criminal IP - Threat Hunting Webinar.pdfCriminal IP - Threat Hunting Webinar.pdf
Criminal IP - Threat Hunting Webinar.pdf
 
一比一原版(UVic毕业证)维多利亚大学毕业证成绩单
一比一原版(UVic毕业证)维多利亚大学毕业证成绩单一比一原版(UVic毕业证)维多利亚大学毕业证成绩单
一比一原版(UVic毕业证)维多利亚大学毕业证成绩单
 
一比一原版(爱大毕业证书)爱丁堡大学毕业证如何办理
一比一原版(爱大毕业证书)爱丁堡大学毕业证如何办理一比一原版(爱大毕业证书)爱丁堡大学毕业证如何办理
一比一原版(爱大毕业证书)爱丁堡大学毕业证如何办理
 
Best best suvichar in gujarati english meaning of this sentence as Silk road ...
Best best suvichar in gujarati english meaning of this sentence as Silk road ...Best best suvichar in gujarati english meaning of this sentence as Silk road ...
Best best suvichar in gujarati english meaning of this sentence as Silk road ...
 

Presentation MicroNIR by Emiliano Genorini Nov 14th Rijksmuseum

  • 1. 1© 2016 Viavi Solutions Inc.www.viavisolutions.com Critical attributes process monitoring by NIR Amsterdam (NL), November 14th 2019 Emiliano Genorini MicroNIR Americas and EMEA Account Manager +39 039 9300225 (office) | +39 337 1362987 (mobile) Via Cernuschi, 8 | 20900, Monza (MB) - Italy
  • 2. 2© 2016 Viavi Solutions Inc.www.viavisolutions.com 2© 2016 Viavi Solutions Inc.www.viavisolutions.com Company profile
  • 3. 3© 2016 Viavi Solutions Inc.www.viavisolutions.com Company Profile - Viavi Solutions
  • 4. 4© 2016 Viavi Solutions Inc.www.viavisolutions.com 4© 2016 Viavi Solutions Inc.www.viavisolutions.com Our vision
  • 5. 5© 2016 Viavi Solutions Inc.www.viavisolutions.com MicroNIR - Our vision
  • 6. 6© 2016 Viavi Solutions Inc.www.viavisolutions.com MicroNIR - Our vision
  • 7. MicroNIR - Our vision
  • 8. 8© 2016 Viavi Solutions Inc.www.viavisolutions.com 8© 2016 Viavi Solutions Inc.www.viavisolutions.com Liner Variable Filter
  • 9. 9© 2016 Viavi Solutions Inc.www.viavisolutions.com Product line - LVF • Small size allow special applications • No moving parts: - no misalignments - stability over long time - 100% transferability between units • No fiber optics: - no possibility to break it - no ageing - insensible to temperature fluctuation • Small distance → high energy and S/N → from traditional benchtop to sensor
  • 10. 10© 2016 Viavi Solutions Inc.www.viavisolutions.com 10© 2016 Viavi Solutions Inc.www.viavisolutions.com Process Analytical Technology
  • 11. 11© 2016 Viavi Solutions Inc.www.viavisolutions.com MicroNIR - PAT
  • 12. 12© 2016 Viavi Solutions Inc.www.viavisolutions.com MicroNIR - PAT
  • 13. 13© 2016 Viavi Solutions Inc.www.viavisolutions.com 13© 2016 Viavi Solutions Inc.www.viavisolutions.com High Shear Mixer
  • 14. 14© 2016 Viavi Solutions Inc.www.viavisolutions.com FluidBed Dryer HighShear Granualtor MicroNIR - Granulation and Drying Multi steps process Mixing Granulation Discharging Wet mass calibration Drying Cooling Calibration Discharging HighShearGranualtor Single step Process I Mixing Granulation Drying Cooling Calibration Discharging FluidBedGranulator Single step Process II Mixing GranulationDrying Drying Cooling Calibration Discharging
  • 15. 15© 2016 Viavi Solutions Inc.www.viavisolutions.com MicroNIR - Granulation and Drying On line monitoring • Impeller torque for granualtion end point • INOUT air temperature for drying end point • INOUT air humidity for drying end point Pros • Real time online measurement • No sampling required Cons • Physical measurement • Indirect analysis of particle size and moisture content At line monitoring • Particle Size Analyzer for granualtion end point • Karl Fischer or Loss on Drying (LOD) for drying end point Pros • Direct analysis of Particle Size andor moisture • Chemical measurement Cons • Sampling required • Lab measurement • Long time compared to process duration  (start) and final
  • 16. 16© 2016 Viavi Solutions Inc.www.viavisolutions.com MicroNIR - High Shear MixerInstallation IMA device with MicroNIR PAT U mounted on VIAVI welded flange
  • 17. 17© 2016 Viavi Solutions Inc.www.viavisolutions.com MicroNIR - High Shear MixerPreprocessed Spectra Liquid bridgeSolid bridgeSnowball Spectra 1der+SNV
  • 18. 18© 2016 Viavi Solutions Inc.www.viavisolutions.com MicroNIR - High Shear Mixer - MBSD Dry Mixing Wetting (Primary Granulation) Massing (Secondary Granualtion) ■ Impeller Torque ■ MBSD ■ MBM
  • 19. 19© 2016 Viavi Solutions Inc.www.viavisolutions.com 19© 2016 Viavi Solutions Inc.www.viavisolutions.com Fluid Bed Dryer
  • 20. 20© 2016 Viavi Solutions Inc.www.viavisolutions.com MicroNIR - Fluid Bed Granulation - Spectra • Collected datas are correlatd to physical variables like Moisture and Particle Size Distribution • It is necessary to collect physical datas manually to build a calibration curve. • The Partial Least Square method is used to calculate the correlation grade, represented by R2, the closer is to 1, the better the correlation is
  • 21. 21© 2016 Viavi Solutions Inc.www.viavisolutions.com MicroNIR - Fluid Bed Granulation - LOD 0.00 2.00 4.00 6.00 8.00 10.00 12.00 -15 5 25 45 65 85 105 125 145 165 LOD(%) Sample Number LOD Predicted Vs Real Predicted LOD Real LOD
  • 22. 22© 2016 Viavi Solutions Inc.www.viavisolutions.com MicroNIR - Fluid Bed Granulation - D50 0.00 50.00 100.00 150.00 200.00 250.00 300.00 350.00 400.00 450.00 500.00 0 20 40 60 80 100 120 140 160 180 200 D50(µm) Sample Number d50 Predicted Vs Real Real D50 Predicted D50
  • 23. 23© 2016 Viavi Solutions Inc.www.viavisolutions.com 23© 2016 Viavi Solutions Inc.www.viavisolutions.com Blending
  • 24. 24© 2016 Viavi Solutions Inc.www.viavisolutions.com MicroNIR - Blending - Theft Sampling • Labor intensive • Expensive • Poor reproducibility • Blender must be stopped • Perturbation of blending • Long time to have feed back • Contributes to sample non-uniformity • Cross contamination • Using of solvents • Potential for exposure of operators to high potency API
  • 25. 25© 2016 Viavi Solutions Inc.www.viavisolutions.com MicroNIR - Blending - Theft Sampling • Sampling errors 10-50 times greater than analytical errors! • Non-reproducible, therefore cannot be corrected for statistically • QbD requires isolation of the greatest source of variability (sample thief) Sample thieves de-mix powder beds resulting in heterogeneity increase
  • 26. 26© 2016 Viavi Solutions Inc.www.viavisolutions.com • Blending homogeneity is not content uniformity API % • Question is not how much API you have but if it has been blended → if you want to know how much is the API you weigh the API before mixing (more accurate) Make PLS working and validate it from 0 to 100% of API is very challenging: - Calibration deployed at line are not valid at line - How can you build this on line? If you make spiking of API at line you could have a reasonable number but it is hard to validate - If you withdraw a sample you damage you blending • Building a PLS requires to validate the method and register (documentation cost that is 100x the cost of HPLC) • It is only for valid for production not for R&D
  • 27. 27© 2016 Viavi Solutions Inc.www.viavisolutions.com MicroNIR - Blending • Rotation Time • API concentration • Excipients • Particle Size • Blender Capacity • Rotation Rate • Fill level • Loading Method (symmetric vs. asymmetric)
  • 28. 28© 2016 Viavi Solutions Inc.www.viavisolutions.com MicroNIR - Blending
  • 29. 29© 2016 Viavi Solutions Inc.www.viavisolutions.com MicroNIR - Blending 0 0.02 0.04 0.06 0.08 0.1 0 25 50 75 100 125 150 175 200 Problem Blend Model Blend
  • 30. 30© 2016 Viavi Solutions Inc.www.viavisolutions.com MicroNIR - Blending 0 0.01 0.02 0.03 0.04 0.05 0.06 0.07 0.08 0.09 0.1 0 5 10 15 20 25 30 35 40 Rotation Number 5 Liter Bin 10 Liter Bin 40 Liter Bin 0 0.01 0.02 0.03 0.04 0.05 0.06 0.07 0.08 0.09 0.1 0 5 10 15 20 25 30 35 40 Rotation Number 15 rpm 25 rpm 32 rpm 0 0.01 0.02 0.03 0.04 0.05 0.06 0.07 0.08 0.09 0.1 0 10 20 30 40 50 60 70 80 60% Filll 75% Filll 90% Filll 0 0.01 0.02 0.03 0.04 0.05 0.06 0.07 0.08 0.09 0.1 0 5 10 15 20 25 30 35 40 Rotation Number Active Layered - Centered Active Spot - Off Center
  • 31. 31© 2016 Viavi Solutions Inc.www.viavisolutions.com 31© 2016 Viavi Solutions Inc.www.viavisolutions.com Tableting
  • 32. 32© 2016 Viavi Solutions Inc.www.viavisolutions.com MicroNIR - Feed frame
  • 33. 33© 2016 Viavi Solutions Inc.www.viavisolutions.com MicroNIR - Feed frame Talc
  • 34. 34© 2016 Viavi Solutions Inc.www.viavisolutions.com MicroNIR - Feed frame Talc 1% Talc 3% Talc 5%
  • 35. 35© 2016 Viavi Solutions Inc.www.viavisolutions.com www.viavisolutions.com