Avaliação de espectrômetro NIR portátil e PLS-DA para a discriminação de seis espécies similares de madeiras amazônicas

Detalhes bibliográficos
Autor(a) principal: Soares, Liz F.
Data de Publicação: 2017
Outros Autores: Silva, Diego C. da, Bergo, Maria Cecília Jorge, Coradin, Vera Teresinha Rauber, Braga, Jez Willian Batista, Pastore, Tereza Cristina Monteiro
Tipo de documento: Artigo
Idioma: por
Título da fonte: Repositório Institucional da UnB
Texto Completo: http://repositorio.unb.br/handle/10482/30602
http://dx.doi.org/10.21577/0100-4042.20170014
Resumo: Supervising wood exploitation can be very challenging due to the existence of many similar species and the reduced number of wood identification experts to meet the demand. There is evidence that valuable endangered wood species are being smuggled disguised as other species. Near infrared spectroscopy (NIRS) and chemometrics has been successfully used to discriminate between Amazonian wood species using high resolution instruments. In this study, a handheld spectrometer was evaluated for the discrimination of six visually similar tropical wood species using PLS-DA. Woods of mahogany (Swietenia macrophylla) and cedar (Cedrela odorata), both high value tropical timber species included in Appendixes II and III of the CITES, respectively; crabwood (Carapa guianensis); cedrinho (Erisma uncinatum); curupixá (Micropholis melinoniana); and jatobá (Hymenea coubaril). The data for model development and validation take into account both laboratory and field measurements. Outlier exclusion was performed based on Hotelling T2, residuals Q and errors in the estimated class values. The efficiency rates were higher than 90% for all species, showing that the handheld NIR combined with PLS-DA succeeded in discriminate between these species. These results stimulate the application of handheld NIR spectrometers in the supervision of wood exploitation, which can contribute to the species preservation.
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spelling Soares, Liz F.Silva, Diego C. daBergo, Maria Cecília JorgeCoradin, Vera Teresinha RauberBraga, Jez Willian BatistaPastore, Tereza Cristina Monteiro2018-01-04T19:13:18Z2018-01-04T19:13:18Z2017-05SOARES, Liz F. et al. Avaliação de espectrômetro NIR portátil e PLS-DA para a discriminação de seis espécies similares de madeiras amazônicas. Química Nova, São Paulo, v. 40, n. 4, p. 418-426, maio 2017. Disponível em: <http://www.scielo.br/scielo.php?script=sci_arttext&pid=S0100-40422017000400418&lng=en&nrm=iso>. Acesso em: 21 fev. 2018. doi: http://dx.doi.org/10.21577/0100-4042.20170014.http://repositorio.unb.br/handle/10482/30602http://dx.doi.org/10.21577/0100-4042.20170014Sociedade Brasileira de QuímicaQuímica Nova - Este é um artigo publicado em acesso aberto (Open Access) sob a licença Creative Commons Attribution, que permite uso, distribuição e reprodução em qualquer meio, sem restrições desde que o trabalho original seja corretamente citado (CC BY 4.0). Fonte: http://www.scielo.br/scielo.php?script=sci_arttext&pid=S0100-40422017000400418&lng=en&nrm=iso. Acesso em: 21 fev. 2018.info:eu-repo/semantics/openAccessAvaliação de espectrômetro NIR portátil e PLS-DA para a discriminação de seis espécies similares de madeiras amazônicasEvaluation of a NIR handheld device and PLS-DA for discrimination of six similar amazonian wood speciesinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleMognoMadeira - AmazôniaSupervising wood exploitation can be very challenging due to the existence of many similar species and the reduced number of wood identification experts to meet the demand. There is evidence that valuable endangered wood species are being smuggled disguised as other species. Near infrared spectroscopy (NIRS) and chemometrics has been successfully used to discriminate between Amazonian wood species using high resolution instruments. In this study, a handheld spectrometer was evaluated for the discrimination of six visually similar tropical wood species using PLS-DA. Woods of mahogany (Swietenia macrophylla) and cedar (Cedrela odorata), both high value tropical timber species included in Appendixes II and III of the CITES, respectively; crabwood (Carapa guianensis); cedrinho (Erisma uncinatum); curupixá (Micropholis melinoniana); and jatobá (Hymenea coubaril). The data for model development and validation take into account both laboratory and field measurements. Outlier exclusion was performed based on Hotelling T2, residuals Q and errors in the estimated class values. The efficiency rates were higher than 90% for all species, showing that the handheld NIR combined with PLS-DA succeeded in discriminate between these species. These results stimulate the application of handheld NIR spectrometers in the supervision of wood exploitation, which can contribute to the species preservation.Instituto de Química (IQ)porreponame:Repositório Institucional da UnBinstname:Universidade de Brasília (UnB)instacron:UNBORIGINALARTIGO_AvaliacaoEspectrometroNIR.pdfARTIGO_AvaliacaoEspectrometroNIR.pdfapplication/pdf2450777http://repositorio2.unb.br/jspui/bitstream/10482/30602/1/ARTIGO_AvaliacaoEspectrometroNIR.pdf4d97ac97103676717d88bba9893bd356MD51open access10482/306022023-09-15 09:50:28.628open accessoai:repositorio2.unb.br:10482/30602Biblioteca Digital de Teses e DissertaçõesPUBhttps://repositorio.unb.br/oai/requestopendoar:2023-09-15T12:50:28Repositório Institucional da UnB - Universidade de Brasília (UnB)false
dc.title.pt_BR.fl_str_mv Avaliação de espectrômetro NIR portátil e PLS-DA para a discriminação de seis espécies similares de madeiras amazônicas
dc.title.alternative.none.fl_str_mv Evaluation of a NIR handheld device and PLS-DA for discrimination of six similar amazonian wood species
title Avaliação de espectrômetro NIR portátil e PLS-DA para a discriminação de seis espécies similares de madeiras amazônicas
spellingShingle Avaliação de espectrômetro NIR portátil e PLS-DA para a discriminação de seis espécies similares de madeiras amazônicas
Soares, Liz F.
Mogno
Madeira - Amazônia
title_short Avaliação de espectrômetro NIR portátil e PLS-DA para a discriminação de seis espécies similares de madeiras amazônicas
title_full Avaliação de espectrômetro NIR portátil e PLS-DA para a discriminação de seis espécies similares de madeiras amazônicas
title_fullStr Avaliação de espectrômetro NIR portátil e PLS-DA para a discriminação de seis espécies similares de madeiras amazônicas
title_full_unstemmed Avaliação de espectrômetro NIR portátil e PLS-DA para a discriminação de seis espécies similares de madeiras amazônicas
title_sort Avaliação de espectrômetro NIR portátil e PLS-DA para a discriminação de seis espécies similares de madeiras amazônicas
author Soares, Liz F.
author_facet Soares, Liz F.
Silva, Diego C. da
Bergo, Maria Cecília Jorge
Coradin, Vera Teresinha Rauber
Braga, Jez Willian Batista
Pastore, Tereza Cristina Monteiro
author_role author
author2 Silva, Diego C. da
Bergo, Maria Cecília Jorge
Coradin, Vera Teresinha Rauber
Braga, Jez Willian Batista
Pastore, Tereza Cristina Monteiro
author2_role author
author
author
author
author
dc.contributor.author.fl_str_mv Soares, Liz F.
Silva, Diego C. da
Bergo, Maria Cecília Jorge
Coradin, Vera Teresinha Rauber
Braga, Jez Willian Batista
Pastore, Tereza Cristina Monteiro
dc.subject.keyword.pt_BR.fl_str_mv Mogno
Madeira - Amazônia
topic Mogno
Madeira - Amazônia
description Supervising wood exploitation can be very challenging due to the existence of many similar species and the reduced number of wood identification experts to meet the demand. There is evidence that valuable endangered wood species are being smuggled disguised as other species. Near infrared spectroscopy (NIRS) and chemometrics has been successfully used to discriminate between Amazonian wood species using high resolution instruments. In this study, a handheld spectrometer was evaluated for the discrimination of six visually similar tropical wood species using PLS-DA. Woods of mahogany (Swietenia macrophylla) and cedar (Cedrela odorata), both high value tropical timber species included in Appendixes II and III of the CITES, respectively; crabwood (Carapa guianensis); cedrinho (Erisma uncinatum); curupixá (Micropholis melinoniana); and jatobá (Hymenea coubaril). The data for model development and validation take into account both laboratory and field measurements. Outlier exclusion was performed based on Hotelling T2, residuals Q and errors in the estimated class values. The efficiency rates were higher than 90% for all species, showing that the handheld NIR combined with PLS-DA succeeded in discriminate between these species. These results stimulate the application of handheld NIR spectrometers in the supervision of wood exploitation, which can contribute to the species preservation.
publishDate 2017
dc.date.issued.fl_str_mv 2017-05
dc.date.accessioned.fl_str_mv 2018-01-04T19:13:18Z
dc.date.available.fl_str_mv 2018-01-04T19:13:18Z
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dc.identifier.citation.fl_str_mv SOARES, Liz F. et al. Avaliação de espectrômetro NIR portátil e PLS-DA para a discriminação de seis espécies similares de madeiras amazônicas. Química Nova, São Paulo, v. 40, n. 4, p. 418-426, maio 2017. Disponível em: <http://www.scielo.br/scielo.php?script=sci_arttext&pid=S0100-40422017000400418&lng=en&nrm=iso>. Acesso em: 21 fev. 2018. doi: http://dx.doi.org/10.21577/0100-4042.20170014.
dc.identifier.uri.fl_str_mv http://repositorio.unb.br/handle/10482/30602
dc.identifier.doi.pt_BR.fl_str_mv http://dx.doi.org/10.21577/0100-4042.20170014
identifier_str_mv SOARES, Liz F. et al. Avaliação de espectrômetro NIR portátil e PLS-DA para a discriminação de seis espécies similares de madeiras amazônicas. Química Nova, São Paulo, v. 40, n. 4, p. 418-426, maio 2017. Disponível em: <http://www.scielo.br/scielo.php?script=sci_arttext&pid=S0100-40422017000400418&lng=en&nrm=iso>. Acesso em: 21 fev. 2018. doi: http://dx.doi.org/10.21577/0100-4042.20170014.
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