PREDICTION OF TOTAL SOLUBLE SOLIDS AND PH IN BANANA USING NEAR INFRARED SPECTROSCOPY

The potential application of near infrared (NIR) spectroscopy in the range of wavelength from 1000 to 2500 nm to non-destructively determine total soluble solids (Brix) and pH values of bananas were evaluated. Thirty banana samples were measured at five different maturity stages. Each banana sample...

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Main Authors: MAIMUNAH MOHD ALI, RIMFIEL B. JANIUS, NAZMI MAT NAWI, NORHASHILA HASHIM
Format: Article
Language:English
Published: Taylor's University 2018-01-01
Series:Journal of Engineering Science and Technology
Subjects:
pH
Online Access:http://jestec.taylors.edu.my/Vol%2013%20issue%201%20January%202018/13_1_18.pdf
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spelling doaj-4fcb944548294e6596c9c99a1b7a22d62020-11-24T21:26:10ZengTaylor's UniversityJournal of Engineering Science and Technology1823-46902018-01-01131254264PREDICTION OF TOTAL SOLUBLE SOLIDS AND PH IN BANANA USING NEAR INFRARED SPECTROSCOPYMAIMUNAH MOHD ALI0RIMFIEL B. JANIUS1NAZMI MAT NAWI2NORHASHILA HASHIM3Department of Biological and Agricultural Engineering, Faculty of Engineering, University Putra Malaysia, 43400 UPM Serdang, Selangor, MalaysiaDepartment of Biological and Agricultural Engineering, Faculty of Engineering, University Putra Malaysia, 43400 UPM Serdang, Selangor, MalaysiaDepartment of Biological and Agricultural Engineering, Faculty of Engineering, University Putra Malaysia, 43400 UPM Serdang, Selangor, MalaysiaDepartment of Biological and Agricultural Engineering, Faculty of Engineering, University Putra Malaysia, 43400 UPM Serdang, Selangor, MalaysiaThe potential application of near infrared (NIR) spectroscopy in the range of wavelength from 1000 to 2500 nm to non-destructively determine total soluble solids (Brix) and pH values of bananas were evaluated. Thirty banana samples were measured at five different maturity stages. Each banana sample was scanned at three different locations (top, middle and bottom). The Brix and pH values were associated with the absorbance spectral data for the model development which were split into prediction and calibration sets. The partial least squares (PLS) model was built based on both data sets of banana samples. The prediction model for the Brix values obtained a coefficient of determination of 0.81 and root means square error of predictions of 3.91 Brix. The prediction model for pH values had an R2 of 0.69 and RMSEP of 0.36 pH. These findings proposed that near infrared spectroscopy has great potential to predict sugar content in bananas.http://jestec.taylors.edu.my/Vol%2013%20issue%201%20January%202018/13_1_18.pdfNon-destructiveNear infrared spectroscopypHTotal soluble solidsBanana
collection DOAJ
language English
format Article
sources DOAJ
author MAIMUNAH MOHD ALI
RIMFIEL B. JANIUS
NAZMI MAT NAWI
NORHASHILA HASHIM
spellingShingle MAIMUNAH MOHD ALI
RIMFIEL B. JANIUS
NAZMI MAT NAWI
NORHASHILA HASHIM
PREDICTION OF TOTAL SOLUBLE SOLIDS AND PH IN BANANA USING NEAR INFRARED SPECTROSCOPY
Journal of Engineering Science and Technology
Non-destructive
Near infrared spectroscopy
pH
Total soluble solids
Banana
author_facet MAIMUNAH MOHD ALI
RIMFIEL B. JANIUS
NAZMI MAT NAWI
NORHASHILA HASHIM
author_sort MAIMUNAH MOHD ALI
title PREDICTION OF TOTAL SOLUBLE SOLIDS AND PH IN BANANA USING NEAR INFRARED SPECTROSCOPY
title_short PREDICTION OF TOTAL SOLUBLE SOLIDS AND PH IN BANANA USING NEAR INFRARED SPECTROSCOPY
title_full PREDICTION OF TOTAL SOLUBLE SOLIDS AND PH IN BANANA USING NEAR INFRARED SPECTROSCOPY
title_fullStr PREDICTION OF TOTAL SOLUBLE SOLIDS AND PH IN BANANA USING NEAR INFRARED SPECTROSCOPY
title_full_unstemmed PREDICTION OF TOTAL SOLUBLE SOLIDS AND PH IN BANANA USING NEAR INFRARED SPECTROSCOPY
title_sort prediction of total soluble solids and ph in banana using near infrared spectroscopy
publisher Taylor's University
series Journal of Engineering Science and Technology
issn 1823-4690
publishDate 2018-01-01
description The potential application of near infrared (NIR) spectroscopy in the range of wavelength from 1000 to 2500 nm to non-destructively determine total soluble solids (Brix) and pH values of bananas were evaluated. Thirty banana samples were measured at five different maturity stages. Each banana sample was scanned at three different locations (top, middle and bottom). The Brix and pH values were associated with the absorbance spectral data for the model development which were split into prediction and calibration sets. The partial least squares (PLS) model was built based on both data sets of banana samples. The prediction model for the Brix values obtained a coefficient of determination of 0.81 and root means square error of predictions of 3.91 Brix. The prediction model for pH values had an R2 of 0.69 and RMSEP of 0.36 pH. These findings proposed that near infrared spectroscopy has great potential to predict sugar content in bananas.
topic Non-destructive
Near infrared spectroscopy
pH
Total soluble solids
Banana
url http://jestec.taylors.edu.my/Vol%2013%20issue%201%20January%202018/13_1_18.pdf
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