Near infrared spectroscopy for estimating properties of kraft paper reinforced with cellulose nanofibrils

dc.creatorLima, Lidiane Costa
dc.creatorCosta, Lívia Ribeiro
dc.creatorCarvalho, Ana Márcia Macedo Ladeira
dc.creatorBianchi, Maria Lucia
dc.creatorHein, Paulo Ricardo Gherardi
dc.date.accessioned2024-02-15T15:53:14Z
dc.date.available2024-02-15T15:53:14Z
dc.date.issued2022-12-16
dc.description.abstractBackground: the aim of this study was to investigate near infrared (NIR) spectroscopy ability to estimate nanofibril concentration, physical and mechanical properties of Kraft paper reinforced with cellulose nanofibrils (CNF). For this purpose, paper sheets were prepared by mixing unbleached Eucalyptus fibers and cellulose nanofibrils. Twelve treatments result from the combination of the nominal grammages 75, 85, 95 and 105 g m-² with the nanofibril concentrations of 1, 5 and 10wt%, with 7 sheets per treatment. NIR spectra measured directly on paper specimens were correlated with physical and mechanical properties values obtained through conventional laboratory analyzes. Results: principal component analysis (PCA) revealed no separation among specimens related to nanofibril content. Partial least squares regression (PLS-R) models for estimating nanofibril content, tensile index, stretch and resistance to air passage yielded R 2cv ranging from 0.73 to 0.98. Partial least squares - discriminant analysis (PLS-DA) correctly classified up to 93% of the paper specimens both by grammage and nanofibril content using NIR spectra. Conclusion: this approach appears to be suitable for predicting physical and mechanical properties of Kraft papers and can detect cellulose nanofibril content in the cellulose handsheets.pt_BR
dc.identifier.citationLIMA, L. C. et al. Near infrared spectroscopy for estimating properties of kraft paper reinforced with cellulose nanofibrils. Cerne, Lavras, v. 28, p. 1-13, 2022. DOI: 10.1590/01047760202228012985.pt_BR
dc.identifier.urihttps://repositorio.ufla.br/handle/1/58902
dc.languageen_USpt_BR
dc.publisherUniversidade Federal de Lavras (UFLA)pt_BR
dc.rightsAttribution 4.0 International*
dc.rightsAttribution 4.0 International
dc.rightsacesso abertopt_BR
dc.rights.urihttp://creativecommons.org/licenses/by/4.0/*
dc.rights.urihttp://creativecommons.org/licenses/by/4.0/
dc.sourceCernept_BR
dc.subjectMechanical resistancept_BR
dc.subjectNanocellulosept_BR
dc.subjectMachine learningpt_BR
dc.subjectPapermakingpt_BR
dc.subjectQuality controlpt_BR
dc.titleNear infrared spectroscopy for estimating properties of kraft paper reinforced with cellulose nanofibrilspt_BR
dc.typeArtigopt_BR

Arquivos

Pacote original

Agora exibindo 1 - 1 de 1
Carregando...
Imagem de Miniatura
Nome:
ARTIGO_Near infrared spectroscopy for estimating properties of kraft paper reinforced with cellulose nanofibrils.pdf
Tamanho:
1.61 MB
Formato:
Adobe Portable Document Format
Descrição:

Licença do pacote

Agora exibindo 1 - 1 de 1
Carregando...
Imagem de Miniatura
Nome:
license.txt
Tamanho:
956 B
Formato:
Item-specific license agreed upon to submission
Descrição: