Age prediction of paper samples belonging to the same commercial brand but manufactured in different years was carried out using non-destructive Visible Diffuse Reflectance Spectroscopy (DRS) combined with PCA–LDA-based chemometric analysis. Initially, the classification model was trained using the reflectance spectra of paper samples collected from different production years. The performance of the developed model was subsequently evaluated using unknown samples that were not included in the training stage. Blind test results demonstrated that the model was capable of correctly predicting the age of 50% of the unknown samples. Considering that the temporal difference between some samples was as small as one year, this level of prediction accuracy can be regarded as significant. The findings indicate that visible diffuse reflectance spectroscopy, coupled with chemometric techniques, has considerable potential as an accessible, cost-effective, and non-destructive approach for paper age prediction. Unlike previous studies that commonly employed temporal intervals of four to five years, the present work successfully investigated naturally aged paper samples with intervals as small as one year.
Darvishi Ghazanchi, R. , Tayyeb, Z. and Tavassoli, S. H. (2026). Visible Diffuse Reflectance Spectroscopy Coupled with PCA–LDA for Non-Destructive Paper Age Prediction. Pioneering Advances in Materials, 1(4), 28-38. doi: 10.48308/piadm.2026.244285.1021
MLA
Darvishi Ghazanchi, R. , , Tayyeb, Z. , and Tavassoli, S. H. . "Visible Diffuse Reflectance Spectroscopy Coupled with PCA–LDA for Non-Destructive Paper Age Prediction", Pioneering Advances in Materials, 1, 4, 2026, 28-38. doi: 10.48308/piadm.2026.244285.1021
HARVARD
Darvishi Ghazanchi, R., Tayyeb, Z., Tavassoli, S. H. (2026). 'Visible Diffuse Reflectance Spectroscopy Coupled with PCA–LDA for Non-Destructive Paper Age Prediction', Pioneering Advances in Materials, 1(4), pp. 28-38. doi: 10.48308/piadm.2026.244285.1021
CHICAGO
R. Darvishi Ghazanchi , Z. Tayyeb and S. H. Tavassoli, "Visible Diffuse Reflectance Spectroscopy Coupled with PCA–LDA for Non-Destructive Paper Age Prediction," Pioneering Advances in Materials, 1 4 (2026): 28-38, doi: 10.48308/piadm.2026.244285.1021
VANCOUVER
Darvishi Ghazanchi, R., Tayyeb, Z., Tavassoli, S. H. Visible Diffuse Reflectance Spectroscopy Coupled with PCA–LDA for Non-Destructive Paper Age Prediction. Pioneering Advances in Materials, 2026; 1(4): 28-38. doi: 10.48308/piadm.2026.244285.1021