Fibre morphological characteristics of Kraft pulps of Acacia melanoxylon estimated by NIR-PLS-R models

Detalhes bibliográficos
Autor(a) principal: Pereira, H.
Data de Publicação: 2016
Outros Autores: Santos, A.J.A., Anjos, O.
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10400.11/3182
Resumo: In this paper, the morphological properties of fiber length (weighted in length) and of fiber width of unbleached Kraft pulp of Acacia melanoxylon were determined using TECHPAP Morfir equipment (Techpap SAS, Grenoble, France), and were used in the calibration development of Near Infrared (NIR) partial least squares regression (PLS-R) models based on the spectral data obtained for the wood. It is the first time that fiber length and width of pulp were predicted with NIR spectral data of the initial woodmeal, with high accuracy and precision, and with ratios of performance to deviation (RPD) fulfilling the requirements for screening in breeding programs. The selected models for fiber length and fiber width used the second derivative and first derivative + multiplicative scatter correction (2ndDer and 1stDer + MSC) pre-processed spectra, respectively, in the wavenumber ranges from 7506 to 5440 cm 1. The statistical parameters of cross-validation (RMSECV (root mean square error of cross-validation) of 0.009 mm and 0.39 m) and validation (RMSEP (root mean square error of prediction) of 0.007 mm and 0.36 m) with RPDTS (ratios of performance to deviation of test set) values of 3.9 and 3.3, respectively, confirmed that the models are robust and well qualified for prediction. This modeling approach shows a high potential to be used for tree breeding and improvement programs, providing a rapid screening for desired fiber morphological properties of pulp prediction.
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spelling Fibre morphological characteristics of Kraft pulps of Acacia melanoxylon estimated by NIR-PLS-R modelsAcacia melanoxylonKraft pulpsFibre length and widthNIRIn this paper, the morphological properties of fiber length (weighted in length) and of fiber width of unbleached Kraft pulp of Acacia melanoxylon were determined using TECHPAP Morfir equipment (Techpap SAS, Grenoble, France), and were used in the calibration development of Near Infrared (NIR) partial least squares regression (PLS-R) models based on the spectral data obtained for the wood. It is the first time that fiber length and width of pulp were predicted with NIR spectral data of the initial woodmeal, with high accuracy and precision, and with ratios of performance to deviation (RPD) fulfilling the requirements for screening in breeding programs. The selected models for fiber length and fiber width used the second derivative and first derivative + multiplicative scatter correction (2ndDer and 1stDer + MSC) pre-processed spectra, respectively, in the wavenumber ranges from 7506 to 5440 cm 1. The statistical parameters of cross-validation (RMSECV (root mean square error of cross-validation) of 0.009 mm and 0.39 m) and validation (RMSEP (root mean square error of prediction) of 0.007 mm and 0.36 m) with RPDTS (ratios of performance to deviation of test set) values of 3.9 and 3.3, respectively, confirmed that the models are robust and well qualified for prediction. This modeling approach shows a high potential to be used for tree breeding and improvement programs, providing a rapid screening for desired fiber morphological properties of pulp prediction.Repositório Científico do Instituto Politécnico de Castelo BrancoPereira, H.Santos, A.J.A.Anjos, O.2016-02-18T15:59:54Z20162016-01-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10400.11/3182engPEREIRA, H. ; SANTOS, A.J.A. ; ANJOS, O. (2016) - Fibre morphological characteristics of Kraft pulps of Acacia melanoxylon estimated by NIR-PLS-R models. Materials. 9:8. doi:10.3390/ma9010008 .doi:10.3390/ma9010008info:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2023-01-16T11:41:36ZPortal AgregadorONG
dc.title.none.fl_str_mv Fibre morphological characteristics of Kraft pulps of Acacia melanoxylon estimated by NIR-PLS-R models
title Fibre morphological characteristics of Kraft pulps of Acacia melanoxylon estimated by NIR-PLS-R models
spellingShingle Fibre morphological characteristics of Kraft pulps of Acacia melanoxylon estimated by NIR-PLS-R models
Pereira, H.
Acacia melanoxylon
Kraft pulps
Fibre length and width
NIR
title_short Fibre morphological characteristics of Kraft pulps of Acacia melanoxylon estimated by NIR-PLS-R models
title_full Fibre morphological characteristics of Kraft pulps of Acacia melanoxylon estimated by NIR-PLS-R models
title_fullStr Fibre morphological characteristics of Kraft pulps of Acacia melanoxylon estimated by NIR-PLS-R models
title_full_unstemmed Fibre morphological characteristics of Kraft pulps of Acacia melanoxylon estimated by NIR-PLS-R models
title_sort Fibre morphological characteristics of Kraft pulps of Acacia melanoxylon estimated by NIR-PLS-R models
author Pereira, H.
author_facet Pereira, H.
Santos, A.J.A.
Anjos, O.
author_role author
author2 Santos, A.J.A.
Anjos, O.
author2_role author
author
dc.contributor.none.fl_str_mv Repositório Científico do Instituto Politécnico de Castelo Branco
dc.contributor.author.fl_str_mv Pereira, H.
Santos, A.J.A.
Anjos, O.
dc.subject.por.fl_str_mv Acacia melanoxylon
Kraft pulps
Fibre length and width
NIR
topic Acacia melanoxylon
Kraft pulps
Fibre length and width
NIR
description In this paper, the morphological properties of fiber length (weighted in length) and of fiber width of unbleached Kraft pulp of Acacia melanoxylon were determined using TECHPAP Morfir equipment (Techpap SAS, Grenoble, France), and were used in the calibration development of Near Infrared (NIR) partial least squares regression (PLS-R) models based on the spectral data obtained for the wood. It is the first time that fiber length and width of pulp were predicted with NIR spectral data of the initial woodmeal, with high accuracy and precision, and with ratios of performance to deviation (RPD) fulfilling the requirements for screening in breeding programs. The selected models for fiber length and fiber width used the second derivative and first derivative + multiplicative scatter correction (2ndDer and 1stDer + MSC) pre-processed spectra, respectively, in the wavenumber ranges from 7506 to 5440 cm 1. The statistical parameters of cross-validation (RMSECV (root mean square error of cross-validation) of 0.009 mm and 0.39 m) and validation (RMSEP (root mean square error of prediction) of 0.007 mm and 0.36 m) with RPDTS (ratios of performance to deviation of test set) values of 3.9 and 3.3, respectively, confirmed that the models are robust and well qualified for prediction. This modeling approach shows a high potential to be used for tree breeding and improvement programs, providing a rapid screening for desired fiber morphological properties of pulp prediction.
publishDate 2016
dc.date.none.fl_str_mv 2016-02-18T15:59:54Z
2016
2016-01-01T00:00:00Z
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 http://hdl.handle.net/10400.11/3182
url http://hdl.handle.net/10400.11/3182
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv PEREIRA, H. ; SANTOS, A.J.A. ; ANJOS, O. (2016) - Fibre morphological characteristics of Kraft pulps of Acacia melanoxylon estimated by NIR-PLS-R models. Materials. 9:8. doi:10.3390/ma9010008 .
doi:10.3390/ma9010008
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.source.none.fl_str_mv reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
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reponame_str Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
collection Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
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