Necessity of Log(1/R) and Kubelka-Munk transformation in chemometrics analysis to predict white rice flour adulteration in brown rice flour using visible-near-infrared spectroscopy

Abstract This study compared the calibration model performance of reflectance to absorbance transformation spectra combined with pre-processing spectra to find the best model to predict white rice flour adulteration in brown rice flour using the visible and near-infrared spectrometer. Partial least squares regression (PLSR) and principal component regression (PCR) were compared using reflectance, Kubelka-Munk (KM), and Log(1/R) spectra. Area normalization (AN) and Savitsky-smoothing Golay's (SGS) were pre-processing methods. The sample was white rice flour mixed with brown rice flour at 0%, 5%, 10%, 15%, 20%, and 25%. Reflectance spectra outperformed KM and log (1/R) spectra in this study. Reflectance spectra provided the best model for PLSR and PCR. Pre-processed SGS spectra were best for PLSR, while raw reflectance spectra were best for PCR. PLSR and PCR both had an R2 of prediction of 0.96, while the overall average R2 of prediction favors PLSR over PCR. The present study led to the discovery of a simple novel method for developing adulteration flour and showed that a visible near-infrared spectrometer combined with PLSR, or PCR, could predict white rice flour adulteration in brown rice flour.

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Main Authors: RAHMAWATI,Laila, ZAHRA,Aryanis Mutia, LISTANTI,Riana, MASITHOH,Rudiati Evi, HARIADI,Hari, ADNAN, SYAFUTRI,Merynda Indriyani, LIDIASARI,Eka, AMDANI,Rima Zuriah, PUSPITAHATI, AGUSTINI,Sri, NURAINI,Laela, VOLKANDARI,Slamet Diah, KARIMY,Mohammad Faiz, SURATNO, WINDARSIH,Anjar, PAHLAWAN,Muhammad Fahri Reza
Format: Digital revista
Language:English
Published: Sociedade Brasileira de Ciência e Tecnologia de Alimentos 2023
Online Access:http://old.scielo.br/scielo.php?script=sci_arttext&pid=S0101-20612023000100534
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spelling oai:scielo:S0101-206120230001005342023-01-18Necessity of Log(1/R) and Kubelka-Munk transformation in chemometrics analysis to predict white rice flour adulteration in brown rice flour using visible-near-infrared spectroscopyRAHMAWATI,LailaZAHRA,Aryanis MutiaLISTANTI,RianaMASITHOH,Rudiati EviHARIADI,HariADNAN,SYAFUTRI,Merynda IndriyaniLIDIASARI,EkaAMDANI,Rima ZuriahPUSPITAHATI,AGUSTINI,SriNURAINI,LaelaVOLKANDARI,Slamet DiahKARIMY,Mohammad FaizSURATNO,WINDARSIH,AnjarPAHLAWAN,Muhammad Fahri Reza Kubelka-Munk spectra transformation pre-processing chemometrics multivariate analysis Abstract This study compared the calibration model performance of reflectance to absorbance transformation spectra combined with pre-processing spectra to find the best model to predict white rice flour adulteration in brown rice flour using the visible and near-infrared spectrometer. Partial least squares regression (PLSR) and principal component regression (PCR) were compared using reflectance, Kubelka-Munk (KM), and Log(1/R) spectra. Area normalization (AN) and Savitsky-smoothing Golay's (SGS) were pre-processing methods. The sample was white rice flour mixed with brown rice flour at 0%, 5%, 10%, 15%, 20%, and 25%. Reflectance spectra outperformed KM and log (1/R) spectra in this study. Reflectance spectra provided the best model for PLSR and PCR. Pre-processed SGS spectra were best for PLSR, while raw reflectance spectra were best for PCR. PLSR and PCR both had an R2 of prediction of 0.96, while the overall average R2 of prediction favors PLSR over PCR. The present study led to the discovery of a simple novel method for developing adulteration flour and showed that a visible near-infrared spectrometer combined with PLSR, or PCR, could predict white rice flour adulteration in brown rice flour.info:eu-repo/semantics/openAccessSociedade Brasileira de Ciência e Tecnologia de AlimentosFood Science and Technology v.43 20232023-01-01info:eu-repo/semantics/articletext/htmlhttp://old.scielo.br/scielo.php?script=sci_arttext&pid=S0101-20612023000100534en10.1590/fst.116422
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libraryname SciELO
language English
format Digital
author RAHMAWATI,Laila
ZAHRA,Aryanis Mutia
LISTANTI,Riana
MASITHOH,Rudiati Evi
HARIADI,Hari
ADNAN,
SYAFUTRI,Merynda Indriyani
LIDIASARI,Eka
AMDANI,Rima Zuriah
PUSPITAHATI,
AGUSTINI,Sri
NURAINI,Laela
VOLKANDARI,Slamet Diah
KARIMY,Mohammad Faiz
SURATNO,
WINDARSIH,Anjar
PAHLAWAN,Muhammad Fahri Reza
spellingShingle RAHMAWATI,Laila
ZAHRA,Aryanis Mutia
LISTANTI,Riana
MASITHOH,Rudiati Evi
HARIADI,Hari
ADNAN,
SYAFUTRI,Merynda Indriyani
LIDIASARI,Eka
AMDANI,Rima Zuriah
PUSPITAHATI,
AGUSTINI,Sri
NURAINI,Laela
VOLKANDARI,Slamet Diah
KARIMY,Mohammad Faiz
SURATNO,
WINDARSIH,Anjar
PAHLAWAN,Muhammad Fahri Reza
Necessity of Log(1/R) and Kubelka-Munk transformation in chemometrics analysis to predict white rice flour adulteration in brown rice flour using visible-near-infrared spectroscopy
author_facet RAHMAWATI,Laila
ZAHRA,Aryanis Mutia
LISTANTI,Riana
MASITHOH,Rudiati Evi
HARIADI,Hari
ADNAN,
SYAFUTRI,Merynda Indriyani
LIDIASARI,Eka
AMDANI,Rima Zuriah
PUSPITAHATI,
AGUSTINI,Sri
NURAINI,Laela
VOLKANDARI,Slamet Diah
KARIMY,Mohammad Faiz
SURATNO,
WINDARSIH,Anjar
PAHLAWAN,Muhammad Fahri Reza
author_sort RAHMAWATI,Laila
title Necessity of Log(1/R) and Kubelka-Munk transformation in chemometrics analysis to predict white rice flour adulteration in brown rice flour using visible-near-infrared spectroscopy
title_short Necessity of Log(1/R) and Kubelka-Munk transformation in chemometrics analysis to predict white rice flour adulteration in brown rice flour using visible-near-infrared spectroscopy
title_full Necessity of Log(1/R) and Kubelka-Munk transformation in chemometrics analysis to predict white rice flour adulteration in brown rice flour using visible-near-infrared spectroscopy
title_fullStr Necessity of Log(1/R) and Kubelka-Munk transformation in chemometrics analysis to predict white rice flour adulteration in brown rice flour using visible-near-infrared spectroscopy
title_full_unstemmed Necessity of Log(1/R) and Kubelka-Munk transformation in chemometrics analysis to predict white rice flour adulteration in brown rice flour using visible-near-infrared spectroscopy
title_sort necessity of log(1/r) and kubelka-munk transformation in chemometrics analysis to predict white rice flour adulteration in brown rice flour using visible-near-infrared spectroscopy
description Abstract This study compared the calibration model performance of reflectance to absorbance transformation spectra combined with pre-processing spectra to find the best model to predict white rice flour adulteration in brown rice flour using the visible and near-infrared spectrometer. Partial least squares regression (PLSR) and principal component regression (PCR) were compared using reflectance, Kubelka-Munk (KM), and Log(1/R) spectra. Area normalization (AN) and Savitsky-smoothing Golay's (SGS) were pre-processing methods. The sample was white rice flour mixed with brown rice flour at 0%, 5%, 10%, 15%, 20%, and 25%. Reflectance spectra outperformed KM and log (1/R) spectra in this study. Reflectance spectra provided the best model for PLSR and PCR. Pre-processed SGS spectra were best for PLSR, while raw reflectance spectra were best for PCR. PLSR and PCR both had an R2 of prediction of 0.96, while the overall average R2 of prediction favors PLSR over PCR. The present study led to the discovery of a simple novel method for developing adulteration flour and showed that a visible near-infrared spectrometer combined with PLSR, or PCR, could predict white rice flour adulteration in brown rice flour.
publisher Sociedade Brasileira de Ciência e Tecnologia de Alimentos
publishDate 2023
url http://old.scielo.br/scielo.php?script=sci_arttext&pid=S0101-20612023000100534
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