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© 2017. INSTRUMENTS & DATA TOOLS
NIR analysis of ground coffee:
preliminary multi-parameter
classification
Daniel Pelliccia
Instruments & Data Tools
© 2017. INSTRUMENTS & DATA TOOLS
Instruments & Data Tools: products and capabilities
3D IMAGING3D ANALYSIS
NIR
ANALYSERS
by BRIMROSE
© 2017. INSTRUMENTS & DATA TOOLS
Outline
1. The instrument: Brimrose Luminar 5030
2. Samples: coffee capsules
3. Results and discussion: Principal Component Analysis
4. Conclusion
© 2017. INSTRUMENTS & DATA TOOLS
The instrument: Brimrose AOTF analyser Luminar 5030
The Luminar 5030 spectrometer is based on an
Acousto-Optic Tunable Filter (AOTF).
NIR region 1100 nm - 2300 nm
Resolution 2 nm
Gain 1x
Scans Per Average 100
Acquisition mode Reflectance
Acquisition parameters
© 2017. INSTRUMENTS & DATA TOOLS
Samples: coffee capsules Aldi Expressi
DISCLAIMER: Instruments & Data Tools did not receive any compensation, nor free samples from Aldi Australia or its parent company. We
chose Aldi Expressi coffee capsules due to its large available selection and the possibility to compare NIR data to an external intensity scale.
The data and comments provided here are not influenced by Aldi Australia in any way.
Name Intensity Roast Variety
Tauro 5 Medium Arabica
Renzo 8 Medium-dark Arabica
Reggio 9 Medium-dark NA
La Spezia 11 Dark Arabica + Robusta
Torino 11 Dark Arabica
Abruzzo 12 Dark Arabica + Robusta
Calabrese 13 Dark Arabica + Robusta
© 2017. INSTRUMENTS & DATA TOOLS
Data analysis: Principal Components Analysis
- We captured 10 spectra for each sample. Each spectrum is the average of 20
readings
- Total of 70 spectra were analysed by PCA and 3D scatter plots of the 3 principal
components were produced
Spectrum 1
Spectrum 2
Spectrum 3
Spectrum
70
PCA
PC1
, PC2
, PC3
PC1
, PC2
, PC3
PC1
, PC2
, PC3
PC1
, PC2
, PC3
3D scatter plot
© 2017. INSTRUMENTS & DATA TOOLS
Can we distinguish between capsules?
© 2017. INSTRUMENTS & DATA TOOLS
Can we sort capsules based on caffeine content?
© 2017. INSTRUMENTS & DATA TOOLS
Can we sort capsules based on acidity content?
© 2017. INSTRUMENTS & DATA TOOLS
Conclusion
● Preliminary classification of coffee capsules according to different parameters can be
accomplished by NIR analysis using a Brimrose Luminar 5030 handheld analyser.
● The goal of this approach is to provide data to sensory evaluation of coffees.
Instruments & Data Tools Pty Ltd
contact@idtools.com.au
www.idtools.com.au
10

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NIR classification of ground coffee

  • 1. © 2017. INSTRUMENTS & DATA TOOLS NIR analysis of ground coffee: preliminary multi-parameter classification Daniel Pelliccia Instruments & Data Tools
  • 2. © 2017. INSTRUMENTS & DATA TOOLS Instruments & Data Tools: products and capabilities 3D IMAGING3D ANALYSIS NIR ANALYSERS by BRIMROSE
  • 3. © 2017. INSTRUMENTS & DATA TOOLS Outline 1. The instrument: Brimrose Luminar 5030 2. Samples: coffee capsules 3. Results and discussion: Principal Component Analysis 4. Conclusion
  • 4. © 2017. INSTRUMENTS & DATA TOOLS The instrument: Brimrose AOTF analyser Luminar 5030 The Luminar 5030 spectrometer is based on an Acousto-Optic Tunable Filter (AOTF). NIR region 1100 nm - 2300 nm Resolution 2 nm Gain 1x Scans Per Average 100 Acquisition mode Reflectance Acquisition parameters
  • 5. © 2017. INSTRUMENTS & DATA TOOLS Samples: coffee capsules Aldi Expressi DISCLAIMER: Instruments & Data Tools did not receive any compensation, nor free samples from Aldi Australia or its parent company. We chose Aldi Expressi coffee capsules due to its large available selection and the possibility to compare NIR data to an external intensity scale. The data and comments provided here are not influenced by Aldi Australia in any way. Name Intensity Roast Variety Tauro 5 Medium Arabica Renzo 8 Medium-dark Arabica Reggio 9 Medium-dark NA La Spezia 11 Dark Arabica + Robusta Torino 11 Dark Arabica Abruzzo 12 Dark Arabica + Robusta Calabrese 13 Dark Arabica + Robusta
  • 6. © 2017. INSTRUMENTS & DATA TOOLS Data analysis: Principal Components Analysis - We captured 10 spectra for each sample. Each spectrum is the average of 20 readings - Total of 70 spectra were analysed by PCA and 3D scatter plots of the 3 principal components were produced Spectrum 1 Spectrum 2 Spectrum 3 Spectrum 70 PCA PC1 , PC2 , PC3 PC1 , PC2 , PC3 PC1 , PC2 , PC3 PC1 , PC2 , PC3 3D scatter plot
  • 7. © 2017. INSTRUMENTS & DATA TOOLS Can we distinguish between capsules?
  • 8. © 2017. INSTRUMENTS & DATA TOOLS Can we sort capsules based on caffeine content?
  • 9. © 2017. INSTRUMENTS & DATA TOOLS Can we sort capsules based on acidity content?
  • 10. © 2017. INSTRUMENTS & DATA TOOLS Conclusion ● Preliminary classification of coffee capsules according to different parameters can be accomplished by NIR analysis using a Brimrose Luminar 5030 handheld analyser. ● The goal of this approach is to provide data to sensory evaluation of coffees. Instruments & Data Tools Pty Ltd contact@idtools.com.au www.idtools.com.au 10