Avaliação de espectrômetro NIR portátil e PLS-DA para a discriminação de seis espécies similares de madeiras amazônicas
Autor(a) principal: | |
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Data de Publicação: | 2017 |
Outros Autores: | , , , , |
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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Avaliação 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 speciesMognoMadeira - 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)Sociedade Brasileira de Química2018-01-04T19:13:18Z2018-01-04T19:13:18Z2017-05info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfSOARES, 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/10.21577/0100-4042.20170014Química 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/openAccessSoares, Liz F.Silva, Diego C. daBergo, Maria Cecília JorgeCoradin, Vera Teresinha RauberBraga, Jez Willian BatistaPastore, Tereza Cristina Monteiroporreponame:Repositório Institucional da UnBinstname:Universidade de Brasília (UnB)instacron:UNB2023-09-15T12:50:28Zoai:repositorio.unb.br:10482/30602Repositório InstitucionalPUBhttps://repositorio.unb.br/oai/requestrepositorio@unb.bropendoar:2023-09-15T12:50:28Repositório Institucional da UnB - Universidade de Brasília (UnB)false |
dc.title.none.fl_str_mv |
Avaliação de espectrômetro NIR portátil e PLS-DA para a discriminação de seis espécies similares de madeiras amazônicas 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.por.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.none.fl_str_mv |
2017-05 2018-01-04T19:13:18Z 2018-01-04T19:13:18Z |
dc.type.status.fl_str_mv |
info:eu-repo/semantics/publishedVersion |
dc.type.driver.fl_str_mv |
info:eu-repo/semantics/article |
format |
article |
status_str |
publishedVersion |
dc.identifier.uri.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. http://repositorio.unb.br/handle/10482/30602 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. |
url |
http://repositorio.unb.br/handle/10482/30602 http://dx.doi.org/10.21577/0100-4042.20170014 |
dc.language.iso.fl_str_mv |
por |
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info:eu-repo/semantics/openAccess |
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openAccess |
dc.format.none.fl_str_mv |
application/pdf |
dc.publisher.none.fl_str_mv |
Sociedade Brasileira de Química |
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Sociedade Brasileira de Química |
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reponame:Repositório Institucional da UnB instname:Universidade de Brasília (UnB) instacron:UNB |
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Universidade de Brasília (UnB) |
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Repositório Institucional da UnB |
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Repositório Institucional da UnB - Universidade de Brasília (UnB) |
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repositorio@unb.br |
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