Espectroscopia no infravermelho próximo (nirs) aplicada na avaliação da superfície de pisos de madeira

The aim of this study was to verify the applicability of near infrared spectroscopy (NIRS) in assessing the quality of surface samples of wood floors under continuous surface treatment with sandpaper and varnishes. Wood samples of Myroxylon balsamum, Peru Balsam, were used due to their quality for making floors and other related applications. Ten samples of wood (wood flooring pattern dimensions (WxLxT) of 8, 50, 1.8 cm) underwent ten treatments combining sandpaper and varnish applications, since the original sample (untreated) to the final product. Using Bruker MPA with integrating sphere in the near-infrared range (NIR) from 800 to 2500 nm, ten spectra were obtained from the surface of each timber specimen. NIR spectra results were explored by Principal Component Analysis (PCA) as a descriptive analysis method. The NIR spectral data were used to develop classification models using partial least squares discrimination analysis (PLS-DA) regression method. The scheme defined by PC1 and PC2, explained 80% of PCA's variability. It showed different treatment groups regarding the original samples (without treatment), to the three initial and the final (final product) treatments. PLS-DA cross-validation indicated that NIR models are suitable for discrimination of the ten M. balsamum samples treatments, with an overall error of 5 %. Thus, it is concluded that the NIRS method has the potential to predict the surface treatment of wood M. balsamum in the floor making industrial process. For routine analysis it is necessary to develop NIRS classification models based on sampling expansion, including natural variations of wood and its surface treatments.

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Main Authors: Chaix, Gilles, Franco, Mariana Pirès, Franzol, Samara Dilio, Ducatti, Marcos, Rodrigues, Roberto, Tomazello Filho, Mario
Format: conference_item biblioteca
Language:por
Published: s.n.
Subjects:K50 - Technologie des produits forestiers, U30 - Méthodes de recherche,
Online Access:http://agritrop.cirad.fr/573594/
http://agritrop.cirad.fr/573594/1/document_573594.pdf
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spelling dig-cirad-fr-5735942022-04-15T09:17:49Z http://agritrop.cirad.fr/573594/ http://agritrop.cirad.fr/573594/ Espectroscopia no infravermelho próximo (nirs) aplicada na avaliação da superfície de pisos de madeira. Chaix Gilles, Franco Mariana Pirès, Franzol Samara Dilio, Ducatti Marcos, Rodrigues Roberto, Tomazello Filho Mario. 2014. In : XIV Encontro Brasileiro em Madeiras e em Estruturas de Madeira (EBRAMEM), 28-30 Abril, 2014, Natal, Brésil. s.l. : s.n., 7 p. Encontro Brasileiro em Madeiras e em Estruturas de Madeira. 14, Natal, Brésil, 28 Avril 2014/30 Avril 2014. Researchers Espectroscopia no infravermelho próximo (nirs) aplicada na avaliação da superfície de pisos de madeira Chaix, Gilles Franco, Mariana Pirès Franzol, Samara Dilio Ducatti, Marcos Rodrigues, Roberto Tomazello Filho, Mario por 2014 s.n. XIV Encontro Brasileiro em Madeiras e em Estruturas de Madeira (EBRAMEM), 28-30 Abril, 2014, Natal, Brésil K50 - Technologie des produits forestiers U30 - Méthodes de recherche The aim of this study was to verify the applicability of near infrared spectroscopy (NIRS) in assessing the quality of surface samples of wood floors under continuous surface treatment with sandpaper and varnishes. Wood samples of Myroxylon balsamum, Peru Balsam, were used due to their quality for making floors and other related applications. Ten samples of wood (wood flooring pattern dimensions (WxLxT) of 8, 50, 1.8 cm) underwent ten treatments combining sandpaper and varnish applications, since the original sample (untreated) to the final product. Using Bruker MPA with integrating sphere in the near-infrared range (NIR) from 800 to 2500 nm, ten spectra were obtained from the surface of each timber specimen. NIR spectra results were explored by Principal Component Analysis (PCA) as a descriptive analysis method. The NIR spectral data were used to develop classification models using partial least squares discrimination analysis (PLS-DA) regression method. The scheme defined by PC1 and PC2, explained 80% of PCA's variability. It showed different treatment groups regarding the original samples (without treatment), to the three initial and the final (final product) treatments. PLS-DA cross-validation indicated that NIR models are suitable for discrimination of the ten M. balsamum samples treatments, with an overall error of 5 %. Thus, it is concluded that the NIRS method has the potential to predict the surface treatment of wood M. balsamum in the floor making industrial process. For routine analysis it is necessary to develop NIRS classification models based on sampling expansion, including natural variations of wood and its surface treatments. conference_item info:eu-repo/semantics/conferenceObject Conference info:eu-repo/semantics/publishedVersion http://agritrop.cirad.fr/573594/1/document_573594.pdf application/pdf Cirad license info:eu-repo/semantics/openAccess https://agritrop.cirad.fr/mention_legale.html
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 por
topic K50 - Technologie des produits forestiers
U30 - Méthodes de recherche
K50 - Technologie des produits forestiers
U30 - Méthodes de recherche
spellingShingle K50 - Technologie des produits forestiers
U30 - Méthodes de recherche
K50 - Technologie des produits forestiers
U30 - Méthodes de recherche
Chaix, Gilles
Franco, Mariana Pirès
Franzol, Samara Dilio
Ducatti, Marcos
Rodrigues, Roberto
Tomazello Filho, Mario
Espectroscopia no infravermelho próximo (nirs) aplicada na avaliação da superfície de pisos de madeira
description The aim of this study was to verify the applicability of near infrared spectroscopy (NIRS) in assessing the quality of surface samples of wood floors under continuous surface treatment with sandpaper and varnishes. Wood samples of Myroxylon balsamum, Peru Balsam, were used due to their quality for making floors and other related applications. Ten samples of wood (wood flooring pattern dimensions (WxLxT) of 8, 50, 1.8 cm) underwent ten treatments combining sandpaper and varnish applications, since the original sample (untreated) to the final product. Using Bruker MPA with integrating sphere in the near-infrared range (NIR) from 800 to 2500 nm, ten spectra were obtained from the surface of each timber specimen. NIR spectra results were explored by Principal Component Analysis (PCA) as a descriptive analysis method. The NIR spectral data were used to develop classification models using partial least squares discrimination analysis (PLS-DA) regression method. The scheme defined by PC1 and PC2, explained 80% of PCA's variability. It showed different treatment groups regarding the original samples (without treatment), to the three initial and the final (final product) treatments. PLS-DA cross-validation indicated that NIR models are suitable for discrimination of the ten M. balsamum samples treatments, with an overall error of 5 %. Thus, it is concluded that the NIRS method has the potential to predict the surface treatment of wood M. balsamum in the floor making industrial process. For routine analysis it is necessary to develop NIRS classification models based on sampling expansion, including natural variations of wood and its surface treatments.
format conference_item
topic_facet K50 - Technologie des produits forestiers
U30 - Méthodes de recherche
author Chaix, Gilles
Franco, Mariana Pirès
Franzol, Samara Dilio
Ducatti, Marcos
Rodrigues, Roberto
Tomazello Filho, Mario
author_facet Chaix, Gilles
Franco, Mariana Pirès
Franzol, Samara Dilio
Ducatti, Marcos
Rodrigues, Roberto
Tomazello Filho, Mario
author_sort Chaix, Gilles
title Espectroscopia no infravermelho próximo (nirs) aplicada na avaliação da superfície de pisos de madeira
title_short Espectroscopia no infravermelho próximo (nirs) aplicada na avaliação da superfície de pisos de madeira
title_full Espectroscopia no infravermelho próximo (nirs) aplicada na avaliação da superfície de pisos de madeira
title_fullStr Espectroscopia no infravermelho próximo (nirs) aplicada na avaliação da superfície de pisos de madeira
title_full_unstemmed Espectroscopia no infravermelho próximo (nirs) aplicada na avaliação da superfície de pisos de madeira
title_sort espectroscopia no infravermelho próximo (nirs) aplicada na avaliação da superfície de pisos de madeira
publisher s.n.
url http://agritrop.cirad.fr/573594/
http://agritrop.cirad.fr/573594/1/document_573594.pdf
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