Prediction of sugarcane quality from juice samples using portable spectroscopy

Nawi, Nazmi M. 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

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Abstract

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.


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Item Type: Article (Commonwealth Reporting Category C)
Refereed: Yes
Item Status: Live Archive
Additional Information: Available open access.
Faculty / Department / School: Current - Faculty of Health, Engineering and Sciences - School of Civil Engineering and Surveying
Date Deposited: 07 Mar 2015 08:51
Last Modified: 18 Dec 2017 06:55
Uncontrolled Keywords: VNIRS; spectroscopy; sugarcane; quality; juice samples
Fields of Research : 09 Engineering > 0999 Other Engineering > 099901 Agricultural Engineering
Socio-Economic Objective: B Economic Development > 82 Plant Production and Plant Primary Products > 8206 Harvesting and Packing of Plant Products > 820603 Sugar Cane (Cut for Crushing)
Identification Number or DOI: doi:10.15282/jmes.7.2014.21.0119
URI: http://eprints.usq.edu.au/id/eprint/26672

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