Water desorption monitoring of cellulose pulps by NIR spectroscopy

Near infrared (NIR) spectroscopy can be implemented in the evaluation of cellulose. The potential of NIR spectroscopy combined with multivariate analysis to evaluate moisture variation in pulp was studied. Samples of four pulp types were conditioned to different moisture levels. The samples were air dried in a controlled environment, at each 10 % moisture reduction the material was weighed and analyzed with the NIR spectrometer. Principal Component Analysis (PCA) and Partial Least Squares Regression (PLS-R) were applied to the spectral signatures and moisture values obtained during drying. Combining NIR spectroscopy with PLS-R, the moisture of the pulps under different conditions was estimated with R²p ranging from 0.89 to 0.98 for independent validation and root mean square error (RMSEP) ranging from 5.1 % to 18.3 %. The PLS-R models were applied to NIR spectra taken from other pulps and the estimates were consistent. The models showed robustness for monitoring pulps subjected to moisture variations.

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Main Authors: Targino de Medeiros, Dayane, Guedes Ramalho, Fernanda Maria, Gomes Batista, Felipe, Reis Prazeres Mascarenhas, Adriano, Chaix, Gilles, Gherardi Hein, Paulo Ricardo
Format: article biblioteca
Language:eng
Subjects:Q60 - Traitement des produits agricoles non alimentaires, U30 - Méthodes de recherche, spectroscopie infrarouge, spectroscopie, propriété physicochimique, http://aims.fao.org/aos/agrovoc/c_28568, http://aims.fao.org/aos/agrovoc/c_14498, http://aims.fao.org/aos/agrovoc/c_1521,
Online Access:http://agritrop.cirad.fr/605233/
http://agritrop.cirad.fr/605233/3/605233.pdf
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spelling dig-cirad-fr-6052332024-02-14T18:33:37Z http://agritrop.cirad.fr/605233/ http://agritrop.cirad.fr/605233/ Water desorption monitoring of cellulose pulps by NIR spectroscopy. Targino de Medeiros Dayane, Guedes Ramalho Fernanda Maria, Gomes Batista Felipe, Reis Prazeres Mascarenhas Adriano, Chaix Gilles, Gherardi Hein Paulo Ricardo. 2023. Industrial Crops and Products, 192:115989, 9 p.https://doi.org/10.1016/j.indcrop.2022.115989 <https://doi.org/10.1016/j.indcrop.2022.115989> Water desorption monitoring of cellulose pulps by NIR spectroscopy Targino de Medeiros, Dayane Guedes Ramalho, Fernanda Maria Gomes Batista, Felipe Reis Prazeres Mascarenhas, Adriano Chaix, Gilles Gherardi Hein, Paulo Ricardo eng 2023 Industrial Crops and Products Q60 - Traitement des produits agricoles non alimentaires U30 - Méthodes de recherche spectroscopie infrarouge spectroscopie propriété physicochimique http://aims.fao.org/aos/agrovoc/c_28568 http://aims.fao.org/aos/agrovoc/c_14498 http://aims.fao.org/aos/agrovoc/c_1521 Near infrared (NIR) spectroscopy can be implemented in the evaluation of cellulose. The potential of NIR spectroscopy combined with multivariate analysis to evaluate moisture variation in pulp was studied. Samples of four pulp types were conditioned to different moisture levels. The samples were air dried in a controlled environment, at each 10 % moisture reduction the material was weighed and analyzed with the NIR spectrometer. Principal Component Analysis (PCA) and Partial Least Squares Regression (PLS-R) were applied to the spectral signatures and moisture values obtained during drying. Combining NIR spectroscopy with PLS-R, the moisture of the pulps under different conditions was estimated with R²p ranging from 0.89 to 0.98 for independent validation and root mean square error (RMSEP) ranging from 5.1 % to 18.3 %. The PLS-R models were applied to NIR spectra taken from other pulps and the estimates were consistent. The models showed robustness for monitoring pulps subjected to moisture variations. article info:eu-repo/semantics/article Journal Article info:eu-repo/semantics/publishedVersion http://agritrop.cirad.fr/605233/3/605233.pdf text Cirad license info:eu-repo/semantics/restrictedAccess https://agritrop.cirad.fr/mention_legale.html https://doi.org/10.1016/j.indcrop.2022.115989 10.1016/j.indcrop.2022.115989 info:eu-repo/semantics/altIdentifier/doi/10.1016/j.indcrop.2022.115989 info:eu-repo/semantics/altIdentifier/purl/https://doi.org/10.1016/j.indcrop.2022.115989
institution CIRAD FR
collection DSpace
country Francia
countrycode FR
component Bibliográfico
access En linea
databasecode dig-cirad-fr
tag biblioteca
region Europa del Oeste
libraryname Biblioteca del CIRAD Francia
language eng
topic Q60 - Traitement des produits agricoles non alimentaires
U30 - Méthodes de recherche
spectroscopie infrarouge
spectroscopie
propriété physicochimique
http://aims.fao.org/aos/agrovoc/c_28568
http://aims.fao.org/aos/agrovoc/c_14498
http://aims.fao.org/aos/agrovoc/c_1521
Q60 - Traitement des produits agricoles non alimentaires
U30 - Méthodes de recherche
spectroscopie infrarouge
spectroscopie
propriété physicochimique
http://aims.fao.org/aos/agrovoc/c_28568
http://aims.fao.org/aos/agrovoc/c_14498
http://aims.fao.org/aos/agrovoc/c_1521
spellingShingle Q60 - Traitement des produits agricoles non alimentaires
U30 - Méthodes de recherche
spectroscopie infrarouge
spectroscopie
propriété physicochimique
http://aims.fao.org/aos/agrovoc/c_28568
http://aims.fao.org/aos/agrovoc/c_14498
http://aims.fao.org/aos/agrovoc/c_1521
Q60 - Traitement des produits agricoles non alimentaires
U30 - Méthodes de recherche
spectroscopie infrarouge
spectroscopie
propriété physicochimique
http://aims.fao.org/aos/agrovoc/c_28568
http://aims.fao.org/aos/agrovoc/c_14498
http://aims.fao.org/aos/agrovoc/c_1521
Targino de Medeiros, Dayane
Guedes Ramalho, Fernanda Maria
Gomes Batista, Felipe
Reis Prazeres Mascarenhas, Adriano
Chaix, Gilles
Gherardi Hein, Paulo Ricardo
Water desorption monitoring of cellulose pulps by NIR spectroscopy
description Near infrared (NIR) spectroscopy can be implemented in the evaluation of cellulose. The potential of NIR spectroscopy combined with multivariate analysis to evaluate moisture variation in pulp was studied. Samples of four pulp types were conditioned to different moisture levels. The samples were air dried in a controlled environment, at each 10 % moisture reduction the material was weighed and analyzed with the NIR spectrometer. Principal Component Analysis (PCA) and Partial Least Squares Regression (PLS-R) were applied to the spectral signatures and moisture values obtained during drying. Combining NIR spectroscopy with PLS-R, the moisture of the pulps under different conditions was estimated with R²p ranging from 0.89 to 0.98 for independent validation and root mean square error (RMSEP) ranging from 5.1 % to 18.3 %. The PLS-R models were applied to NIR spectra taken from other pulps and the estimates were consistent. The models showed robustness for monitoring pulps subjected to moisture variations.
format article
topic_facet Q60 - Traitement des produits agricoles non alimentaires
U30 - Méthodes de recherche
spectroscopie infrarouge
spectroscopie
propriété physicochimique
http://aims.fao.org/aos/agrovoc/c_28568
http://aims.fao.org/aos/agrovoc/c_14498
http://aims.fao.org/aos/agrovoc/c_1521
author Targino de Medeiros, Dayane
Guedes Ramalho, Fernanda Maria
Gomes Batista, Felipe
Reis Prazeres Mascarenhas, Adriano
Chaix, Gilles
Gherardi Hein, Paulo Ricardo
author_facet Targino de Medeiros, Dayane
Guedes Ramalho, Fernanda Maria
Gomes Batista, Felipe
Reis Prazeres Mascarenhas, Adriano
Chaix, Gilles
Gherardi Hein, Paulo Ricardo
author_sort Targino de Medeiros, Dayane
title Water desorption monitoring of cellulose pulps by NIR spectroscopy
title_short Water desorption monitoring of cellulose pulps by NIR spectroscopy
title_full Water desorption monitoring of cellulose pulps by NIR spectroscopy
title_fullStr Water desorption monitoring of cellulose pulps by NIR spectroscopy
title_full_unstemmed Water desorption monitoring of cellulose pulps by NIR spectroscopy
title_sort water desorption monitoring of cellulose pulps by nir spectroscopy
url http://agritrop.cirad.fr/605233/
http://agritrop.cirad.fr/605233/3/605233.pdf
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