Water desorption monitoring of cellulose pulps by nir spectroscopy

dc.creatorMedeiros, Dayane Targino de
dc.creatorRamalho, Fernanda Maria Guedes
dc.creatorBatista, Felipe Gomes
dc.creatorMascarenhas, Adriano Reis Prazeres
dc.creatorChaix, Gilles
dc.creatorHein, Paulo Ricardo Gherardi
dc.date.accessioned2023-07-04T16:08:10Z
dc.date.available2023-07-04T16:08:10Z
dc.date.issued2023-02
dc.description.abstractNear infrared (NIR) spectroscopy can be implemented in the evaluation of cellulose. The potential of NIR spectroscopy combined with multivariate analysis to evaluate moisture variation in pulp was studied. Samples of four pulp types were conditioned to different moisture levels. The samples were air dried in a controlled environment, at each 10 % moisture reduction the material was weighed and analyzed with the NIR spectrometer. Principal Component Analysis (PCA) and Partial Least Squares Regression (PLS-R) were applied to the spectral signatures and moisture values obtained during drying. Combining NIR spectroscopy with PLS-R, the moisture of the pulps under different conditions was estimated with R²p ranging from 0.89 to 0.98 for independent validation and root mean square error (RMSEP) ranging from 5.1 % to 18.3 %. The PLS-R models were applied to NIR spectra taken from other pulps and the estimates were consistent. The models showed robustness for monitoring pulps subjected to moisture variations.pt_BR
dc.identifier.citationMEDEIROS, D. T. de et al. Water desorption monitoring of cellulose pulps by nir spectroscopy. Industrial Crops and Products, [S.l.], v. 192, Feb. 2023.pt_BR
dc.identifier.urihttps://repositorio.ufla.br/handle/1/58049
dc.identifier.urihttps://www.sciencedirect.com/science/article/pii/S0926669022014728pt_BR
dc.languageen_USpt_BR
dc.publisherElsevierpt_BR
dc.rightsopenAccesspt_BR
dc.sourceIndustrial Crops and Productspt_BR
dc.subjectMachine learningpt_BR
dc.subjectOnline monitoringpt_BR
dc.subjectQuality controlpt_BR
dc.subjectHygroscopicitypt_BR
dc.subjectRemote sensingpt_BR
dc.titleWater desorption monitoring of cellulose pulps by nir spectroscopypt_BR
dc.typeArtigopt_BR

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