Determination of Stevioside and Rebaudioside A in <i>Stevia rebaudiana</i> Bertoni Leaves Using near Infrared Spectroscopy and Multivariate Data Analysis
Rebaudioside A and stevioside are abundant steviol glycoside contained in Stevia rebaudiana leaves. These components are widely used as a natural sweetener. The objective of this study was to develop rapid determination method of stevioside, and rebaudioside A in S. rebaudiana leaves using near infr...
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doaj-bdbe5e61545f4752bdf0c6e5a63986782020-11-25T01:49:07ZengUniversitas Gadjah MadaIndonesian Journal of Chemistry1411-94202460-15782018-11-0118466467110.22146/ijc.2558022292Determination of Stevioside and Rebaudioside A in <i>Stevia rebaudiana</i> Bertoni Leaves Using near Infrared Spectroscopy and Multivariate Data AnalysisYohanes Martono0Suryasatriya Trihandaru1Ferdy Semuel Rondonuwu2Faculty of Science and Mathematics, Universitas Kristen Satya Wacana, Jl. Diponegoro 52-60, Salatiga 50711, IndonesiaFaculty of Science and Mathematics, Universitas Kristen Satya Wacana, Jl. Diponegoro 52-60, Salatiga 50711, IndonesiaFaculty of Science and Mathematics, Universitas Kristen Satya Wacana, Jl. Diponegoro 52-60, Salatiga 50711, IndonesiaRebaudioside A and stevioside are abundant steviol glycoside contained in Stevia rebaudiana leaves. These components are widely used as a natural sweetener. The objective of this study was to develop rapid determination method of stevioside, and rebaudioside A in S. rebaudiana leaves using near infrared trans-reflectance spectroscopy (NIRS) combined with multivariate analysis. The reference method used was HPLC. A prediction model was developed using partial least square (PLS) regression. Calibration parameters were calculated based on a calibration set of various stevioside, rebaudioside A from 23 samples. Performance of PLS model was assessed in term of optimum determination coefficient (R2), and minimum root mean square error of cross-validation (RMSEV). Validation of PLS model was performed using cross-validation and leave one out calibration of PLS component. Rebaudioside A has well PLS model in wavenumber region of 4100–5100 cm-1, and stevioside determination using difference wavenumber region of 4760-5016 cm-1. PLS model for total (sum of stevioside and rebaudioside A content) was exploited in wavenumber region of 4568-4928 cm-1. NIRS in combination with multivariate data analysis of PLSR can be applied as a rapid method for determining rebaudioside A and the total amount of steviol glycosides in S. rebaudiana leaves.https://jurnal.ugm.ac.id/ijc/article/view/25580near infrared spectroscopyPLSRsteviosiderebaudioside AStevia rebaudiana |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Yohanes Martono Suryasatriya Trihandaru Ferdy Semuel Rondonuwu |
spellingShingle |
Yohanes Martono Suryasatriya Trihandaru Ferdy Semuel Rondonuwu Determination of Stevioside and Rebaudioside A in <i>Stevia rebaudiana</i> Bertoni Leaves Using near Infrared Spectroscopy and Multivariate Data Analysis Indonesian Journal of Chemistry near infrared spectroscopy PLSR stevioside rebaudioside A Stevia rebaudiana |
author_facet |
Yohanes Martono Suryasatriya Trihandaru Ferdy Semuel Rondonuwu |
author_sort |
Yohanes Martono |
title |
Determination of Stevioside and Rebaudioside A in <i>Stevia rebaudiana</i> Bertoni Leaves Using near Infrared Spectroscopy and Multivariate Data Analysis |
title_short |
Determination of Stevioside and Rebaudioside A in <i>Stevia rebaudiana</i> Bertoni Leaves Using near Infrared Spectroscopy and Multivariate Data Analysis |
title_full |
Determination of Stevioside and Rebaudioside A in <i>Stevia rebaudiana</i> Bertoni Leaves Using near Infrared Spectroscopy and Multivariate Data Analysis |
title_fullStr |
Determination of Stevioside and Rebaudioside A in <i>Stevia rebaudiana</i> Bertoni Leaves Using near Infrared Spectroscopy and Multivariate Data Analysis |
title_full_unstemmed |
Determination of Stevioside and Rebaudioside A in <i>Stevia rebaudiana</i> Bertoni Leaves Using near Infrared Spectroscopy and Multivariate Data Analysis |
title_sort |
determination of stevioside and rebaudioside a in <i>stevia rebaudiana</i> bertoni leaves using near infrared spectroscopy and multivariate data analysis |
publisher |
Universitas Gadjah Mada |
series |
Indonesian Journal of Chemistry |
issn |
1411-9420 2460-1578 |
publishDate |
2018-11-01 |
description |
Rebaudioside A and stevioside are abundant steviol glycoside contained in Stevia rebaudiana leaves. These components are widely used as a natural sweetener. The objective of this study was to develop rapid determination method of stevioside, and rebaudioside A in S. rebaudiana leaves using near infrared trans-reflectance spectroscopy (NIRS) combined with multivariate analysis. The reference method used was HPLC. A prediction model was developed using partial least square (PLS) regression. Calibration parameters were calculated based on a calibration set of various stevioside, rebaudioside A from 23 samples. Performance of PLS model was assessed in term of optimum determination coefficient (R2), and minimum root mean square error of cross-validation (RMSEV). Validation of PLS model was performed using cross-validation and leave one out calibration of PLS component. Rebaudioside A has well PLS model in wavenumber region of 4100–5100 cm-1, and stevioside determination using difference wavenumber region of 4760-5016 cm-1. PLS model for total (sum of stevioside and rebaudioside A content) was exploited in wavenumber region of 4568-4928 cm-1. NIRS in combination with multivariate data analysis of PLSR can be applied as a rapid method for determining rebaudioside A and the total amount of steviol glycosides in S. rebaudiana leaves. |
topic |
near infrared spectroscopy PLSR stevioside rebaudioside A Stevia rebaudiana |
url |
https://jurnal.ugm.ac.id/ijc/article/view/25580 |
work_keys_str_mv |
AT yohanesmartono determinationofsteviosideandrebaudiosideainisteviarebaudianaibertonileavesusingnearinfraredspectroscopyandmultivariatedataanalysis AT suryasatriyatrihandaru determinationofsteviosideandrebaudiosideainisteviarebaudianaibertonileavesusingnearinfraredspectroscopyandmultivariatedataanalysis AT ferdysemuelrondonuwu determinationofsteviosideandrebaudiosideainisteviarebaudianaibertonileavesusingnearinfraredspectroscopyandmultivariatedataanalysis |
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1715656361039101952 |