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
Title
Fibre morphological characteristics of Kraft pulps of Acacia melanoxylon estimated by NIR-PLS-R models
Subject
Acacia melanoxylon Kraft pulps Fibre length and width NIR
Date
2016-02-18T15:59:54Z 2016-02-18T15:59:54Z 2016
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.