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Ann Chim ; 94(3): 219-28, 2004 Mar.
Article in English | MEDLINE | ID: mdl-15206843

ABSTRACT

Different calibration methods have been applied for the determination of the Hydroxyl Number in polyester resins, namely Partial Least Squares (PLS), Principal Component Regression (PCR), Ordinary Least Squares with selection of the variables by genetic algorithm (OLS-GEN) and back-propagation Artificial Neural Networks (BP-ANN). The predictive ability of the regression models was estimated by splitting the dataset in training and test sets by application of the Kohonen self-organising maps. The linear methods (OLS-GEN, PLS and PCR) showed comparable results while artificial neural networks provided the best results both in fitting and prediction.


Subject(s)
Linear Models , Polyesters/chemistry , Resins, Synthetic/chemistry , Calibration , Mathematical Computing , Neural Networks, Computer , Spectroscopy, Fourier Transform Infrared/methods , Spectroscopy, Fourier Transform Infrared/standards , Spectroscopy, Fourier Transform Infrared/statistics & numerical data
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