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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

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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