Prediction of sugarcane quality from juice samples using portable spectroscopy

Rapid determination of sugarcane quality using low-cost and portable equipment is more practical for field use. Thus, this study explored the potential application of a portable visible and shortwave near infrared spectroradiometer (VNIRS) to predict pol and brix from sugarcane juice samples. A tota...

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Main Authors: Mat Nawi, Nazmi, Chen, Guangnan, Jensen, Troy
Format: Article
Language:English
Published: Universiti Malaysia Pahang Publisher 2014
Online Access:http://psasir.upm.edu.my/id/eprint/34993/1/Prediction%20of%20sugarcane%20quality%20from%20juice%20samples%20using%20portable%20spectroscopy.pdf
http://psasir.upm.edu.my/id/eprint/34993/
http://jmes.ump.edu.my/index.php/archive/volume-7-december-2014.html
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Institution: Universiti Putra Malaysia
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spelling my.upm.eprints.349932017-04-17T09:24:24Z http://psasir.upm.edu.my/id/eprint/34993/ Prediction of sugarcane quality from juice samples using portable spectroscopy Mat Nawi, Nazmi Chen, Guangnan Jensen, Troy Rapid determination of sugarcane quality using low-cost and portable equipment is more practical for field use. Thus, this study explored the potential application of a portable visible and shortwave near infrared spectroradiometer (VNIRS) to predict pol and brix from sugarcane juice samples. A total of 100 sugarcane juice samples for each clear and raw juice samples were assessed. The spectral data were collected by scanning the juice samples in a cuvette with 10 mm path length using transmittance mode. Partial least squares (PLS) and principal component analysis (PCA) were applied to interpret the spectra and develop both calibration and prediction models. The prediction performances for the clear juice samples were good with coefficient of determination (R2) values of pol and brix were 0.85 and 0.84, respectively. For the raw juice samples, the prediction performances were acceptable with R2 values for pol and brix were 0.73 and 0.74, respectively. Based on these results, it was concluded that the VNIRS combined with PLS models could be applied to predict sugarcane quality from both clear and raw sugarcane juices. Universiti Malaysia Pahang Publisher 2014-12 Article PeerReviewed application/pdf en http://psasir.upm.edu.my/id/eprint/34993/1/Prediction%20of%20sugarcane%20quality%20from%20juice%20samples%20using%20portable%20spectroscopy.pdf Mat Nawi, Nazmi and Chen, Guangnan and Jensen, Troy (2014) Prediction of sugarcane quality from juice samples using portable spectroscopy. Journal of Mechanical Engineering and Sciences, 7. pp. 1219-1226. ISSN 2289-4659; ESSN: 2231-8380 http://jmes.ump.edu.my/index.php/archive/volume-7-december-2014.html
institution Universiti Putra Malaysia
building UPM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Putra Malaysia
content_source UPM Institutional Repository
url_provider http://psasir.upm.edu.my/
language English
description Rapid determination of sugarcane quality using low-cost and portable equipment is more practical for field use. Thus, this study explored the potential application of a portable visible and shortwave near infrared spectroradiometer (VNIRS) to predict pol and brix from sugarcane juice samples. A total of 100 sugarcane juice samples for each clear and raw juice samples were assessed. The spectral data were collected by scanning the juice samples in a cuvette with 10 mm path length using transmittance mode. Partial least squares (PLS) and principal component analysis (PCA) were applied to interpret the spectra and develop both calibration and prediction models. The prediction performances for the clear juice samples were good with coefficient of determination (R2) values of pol and brix were 0.85 and 0.84, respectively. For the raw juice samples, the prediction performances were acceptable with R2 values for pol and brix were 0.73 and 0.74, respectively. Based on these results, it was concluded that the VNIRS combined with PLS models could be applied to predict sugarcane quality from both clear and raw sugarcane juices.
format Article
author Mat Nawi, Nazmi
Chen, Guangnan
Jensen, Troy
spellingShingle Mat Nawi, Nazmi
Chen, Guangnan
Jensen, Troy
Prediction of sugarcane quality from juice samples using portable spectroscopy
author_facet Mat Nawi, Nazmi
Chen, Guangnan
Jensen, Troy
author_sort Mat Nawi, Nazmi
title Prediction of sugarcane quality from juice samples using portable spectroscopy
title_short Prediction of sugarcane quality from juice samples using portable spectroscopy
title_full Prediction of sugarcane quality from juice samples using portable spectroscopy
title_fullStr Prediction of sugarcane quality from juice samples using portable spectroscopy
title_full_unstemmed Prediction of sugarcane quality from juice samples using portable spectroscopy
title_sort prediction of sugarcane quality from juice samples using portable spectroscopy
publisher Universiti Malaysia Pahang Publisher
publishDate 2014
url http://psasir.upm.edu.my/id/eprint/34993/1/Prediction%20of%20sugarcane%20quality%20from%20juice%20samples%20using%20portable%20spectroscopy.pdf
http://psasir.upm.edu.my/id/eprint/34993/
http://jmes.ump.edu.my/index.php/archive/volume-7-december-2014.html
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