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NIR and Viticulture Use of Chemometrics (multivariate analysis) to make
predictions about Viticulture properties:
•	 Quantitative modeling of data (Indico® Pro Spectral
Acquisition Software included and configured to work with
ASD’s LabSpec and FieldSpec; GRAMS apps)
•	 Use regression analysis to correlate various laboratory
methods to NIR reflectance
•	 Build predictors for multiple constituents, for example:
Sugar/Brix; Chlorophyll; Carbohydrates; Grapevine water
potential (for irrigation scheduling, etc.)
•	 Make multiple predictions with one measurement
ASD pioneered the science of field spectroscopy
over 25 years ago and continues to lead the industry
with the world’s most trusted field-portable NIR
spectroradiometers.
The Value of NIR for Viticulture
•	 Spectroscopic techniques such as near infrared (NIR) can be
used as a physiological indicator for irrigation scheduling
based on vine water demand, rather than relying on
weather and/or soil moisture measurements, which do not
consider the plant in the assessment
•	 NIR can be used to analyze chlorophyll in grape wine
leaves, sugar content, nutrients and carbohydrates
•	 The use of NIR has been reported as a tool to measure
physical properties such as firmness, elasticity, and touch
resistance in batches of Cabernet Franc grapes (LeMoigne
et al., 2008)
•	 The method based on NIR spectroscopy has been used
to discriminate ripening, parcel effects, predict ripening
stages, and parcel type (LeMoigne et al., 2008)
•	 Investigations of whole grape berry presentation using
a NIR spectroscopic device indicated that NIR may have
potential for use at the weighbridge or for in-field analysis
of total anthocyanins (color), TSS and pH (Cozzolino et al.,
2004)
•	 Studies have revealed the potential of NIR spectroscopy to
predict the concentration of and monitor the extraction
and evolution of phenolic compounds during red wine
fermentation (Cozzolino et al., 2006)
0 50 100 150 200 250 300
0
50
100
150
200
250
300
NIRpredictedglucose+fructose(g/L)
Reference glucose+fructose (g/L)
n = 84
R
2
= 0.94
SECV= 18.1 g/L
RPD= 4.4
Figure 1. Reproduced with permission from The Australian Wine Research
Institute. The relationship between reference and NR predicted values for
pH. n=number of samples, R2=coefficient of determination in calibration,
SECV=standard error in cross validation, RPD=SD/SECV, values greater than
three are considered as acceptable for analytical purposes.
(Cozzolino et al., n.d.)
Global and near ASD Inc.,
a PANalytical company
2555 55th Street, Suite 100
Boulder, CO 80301
United States of America
T	+1 (303) 444-6522
F	+1 (303) 444-6825
NIR.info@panalytical.com
www.asdi.com
PANalytical B.V.
Lelyweg 1, 7602 EA Almelo
P.O. Box 13, 7600 AA Almelo
The Netherlands
T	+31 (0) 546 534 444
F	+31 (0) 546 534 598
info@panalytical.com
www.panalytical.com
Although diligent care has been used to ensure that the information herein is accurate, nothing contained herein can be construed to imply any representation or warranty as to the accuracy, currency or completeness of
this information. The content hereof is subject to change without further notice. Please contact us for the latest version of this document or further information. © PANalytical B.V. 2015. 9498 708 02711 PN10383
The Solution:
ASD optical spectrometry instruments have the added value of being portable and with optimal signal-to-noise design
for faster measurements, and wide spectral coverage of 350-2500 nm for a variety of chemical and properties detection
possibilities. ASD offers different instrument configurations and many accessory options for a variety of set-up and sampling
approaches for the most convenient and productive measurement scenarios.
ASD instruments are a practical solution to expanding grape vine and wine properties analysis opportunities.
LabSpec® 4 offers laboratory-grade performance in a
ruggedized, portable design suitable for benchtop analysis
or transport to the sample location. Used for quantitative
applications.
FieldSpec® 4 full-range spectroradiometers designed
specifically around the challenges researchers face when
collecting spectral measurements in the field. Used for scan
collection of plant canopies.
Ideal for Viticulture applications:
•	 Portable solution
•	 Non-invasive and Non-destructive
•	 Simple, rapid and cost effective real-time
measurement (data and analysis in the
field)
•	 Little to no sample preparation
•	 Use to ground truth hyperspectral
imaging data
References
Cozzolino, D.; Dillon, S.; Bartowsky E.; Henschke, P.; Cynkar, W.; Janik, L.;
Dambergs, B.; Gishen, M. (n.d.). Monitoring fermentation of red wine
using near infrared spectroscopy. Retrieved October 25, 2015 from http://
www.crcv.com.au/resources/Grape%20and%20Wine%20Quality/Posters/
Monitoring%20fermentation%20of%20red%20wine%20using%20NIR.
pdf. Copyright by The Australian Wine Research Institute. Reprinted with
permission from The Australian Wine Research Institute as per email.
Cozzolino, D.; Esler, M.; Dambergs, R.G.; Cynkar, W.U.; Boehm, D.; Francis,
I.L.; Gishen, M. (2004). Prediction of colour and pH using a diode array
spectrophotometer (400 - 1100nm). Journal of Near Infrared Spectroscopy,
12, 105 - 111.
Cozzolino, D.; Parker, M.; Dambergs, R.G.; Herderich, M.; Gishen, M. (2006).
Chemometrics and visible - near infrared spectroscopic monitoring of red
wine fermentation in a pilot scale. Biotechnology and Bioengineering, 95,
1101-1107.
Le Moigne, M.; Maury, C.; Bertrand, D.; Jourjon F. (2008). Sensory and
instrumental characterization of Cabernet Franc grapes according to
ripening stages and growing location. Food Quality and Preference, 19(2),
220-231.

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NIR & Viticulture

  • 1. NIR and Viticulture Use of Chemometrics (multivariate analysis) to make predictions about Viticulture properties: • Quantitative modeling of data (Indico® Pro Spectral Acquisition Software included and configured to work with ASD’s LabSpec and FieldSpec; GRAMS apps) • Use regression analysis to correlate various laboratory methods to NIR reflectance • Build predictors for multiple constituents, for example: Sugar/Brix; Chlorophyll; Carbohydrates; Grapevine water potential (for irrigation scheduling, etc.) • Make multiple predictions with one measurement ASD pioneered the science of field spectroscopy over 25 years ago and continues to lead the industry with the world’s most trusted field-portable NIR spectroradiometers. The Value of NIR for Viticulture • Spectroscopic techniques such as near infrared (NIR) can be used as a physiological indicator for irrigation scheduling based on vine water demand, rather than relying on weather and/or soil moisture measurements, which do not consider the plant in the assessment • NIR can be used to analyze chlorophyll in grape wine leaves, sugar content, nutrients and carbohydrates • The use of NIR has been reported as a tool to measure physical properties such as firmness, elasticity, and touch resistance in batches of Cabernet Franc grapes (LeMoigne et al., 2008) • The method based on NIR spectroscopy has been used to discriminate ripening, parcel effects, predict ripening stages, and parcel type (LeMoigne et al., 2008) • Investigations of whole grape berry presentation using a NIR spectroscopic device indicated that NIR may have potential for use at the weighbridge or for in-field analysis of total anthocyanins (color), TSS and pH (Cozzolino et al., 2004) • Studies have revealed the potential of NIR spectroscopy to predict the concentration of and monitor the extraction and evolution of phenolic compounds during red wine fermentation (Cozzolino et al., 2006) 0 50 100 150 200 250 300 0 50 100 150 200 250 300 NIRpredictedglucose+fructose(g/L) Reference glucose+fructose (g/L) n = 84 R 2 = 0.94 SECV= 18.1 g/L RPD= 4.4 Figure 1. Reproduced with permission from The Australian Wine Research Institute. The relationship between reference and NR predicted values for pH. n=number of samples, R2=coefficient of determination in calibration, SECV=standard error in cross validation, RPD=SD/SECV, values greater than three are considered as acceptable for analytical purposes. (Cozzolino et al., n.d.)
  • 2. Global and near ASD Inc., a PANalytical company 2555 55th Street, Suite 100 Boulder, CO 80301 United States of America T +1 (303) 444-6522 F +1 (303) 444-6825 NIR.info@panalytical.com www.asdi.com PANalytical B.V. Lelyweg 1, 7602 EA Almelo P.O. Box 13, 7600 AA Almelo The Netherlands T +31 (0) 546 534 444 F +31 (0) 546 534 598 info@panalytical.com www.panalytical.com Although diligent care has been used to ensure that the information herein is accurate, nothing contained herein can be construed to imply any representation or warranty as to the accuracy, currency or completeness of this information. The content hereof is subject to change without further notice. Please contact us for the latest version of this document or further information. © PANalytical B.V. 2015. 9498 708 02711 PN10383 The Solution: ASD optical spectrometry instruments have the added value of being portable and with optimal signal-to-noise design for faster measurements, and wide spectral coverage of 350-2500 nm for a variety of chemical and properties detection possibilities. ASD offers different instrument configurations and many accessory options for a variety of set-up and sampling approaches for the most convenient and productive measurement scenarios. ASD instruments are a practical solution to expanding grape vine and wine properties analysis opportunities. LabSpec® 4 offers laboratory-grade performance in a ruggedized, portable design suitable for benchtop analysis or transport to the sample location. Used for quantitative applications. FieldSpec® 4 full-range spectroradiometers designed specifically around the challenges researchers face when collecting spectral measurements in the field. Used for scan collection of plant canopies. Ideal for Viticulture applications: • Portable solution • Non-invasive and Non-destructive • Simple, rapid and cost effective real-time measurement (data and analysis in the field) • Little to no sample preparation • Use to ground truth hyperspectral imaging data References Cozzolino, D.; Dillon, S.; Bartowsky E.; Henschke, P.; Cynkar, W.; Janik, L.; Dambergs, B.; Gishen, M. (n.d.). Monitoring fermentation of red wine using near infrared spectroscopy. Retrieved October 25, 2015 from http:// www.crcv.com.au/resources/Grape%20and%20Wine%20Quality/Posters/ Monitoring%20fermentation%20of%20red%20wine%20using%20NIR. pdf. Copyright by The Australian Wine Research Institute. Reprinted with permission from The Australian Wine Research Institute as per email. Cozzolino, D.; Esler, M.; Dambergs, R.G.; Cynkar, W.U.; Boehm, D.; Francis, I.L.; Gishen, M. (2004). Prediction of colour and pH using a diode array spectrophotometer (400 - 1100nm). Journal of Near Infrared Spectroscopy, 12, 105 - 111. Cozzolino, D.; Parker, M.; Dambergs, R.G.; Herderich, M.; Gishen, M. (2006). Chemometrics and visible - near infrared spectroscopic monitoring of red wine fermentation in a pilot scale. Biotechnology and Bioengineering, 95, 1101-1107. Le Moigne, M.; Maury, C.; Bertrand, D.; Jourjon F. (2008). Sensory and instrumental characterization of Cabernet Franc grapes according to ripening stages and growing location. Food Quality and Preference, 19(2), 220-231.