Title of article :
Laser-induced breakdown spectroscopy and chemometrics for classification of toys relying on toxic elements
Author/Authors :
Godoi، نويسنده , , Quienly and Leme، نويسنده , , Flavio O. and Trevizan، نويسنده , , Lilian C. and Pereira-Filho، نويسنده , , Edenir R. and Rufini، نويسنده , , Iolanda A. and Santos Jr.، نويسنده , , Dario and Krug، نويسنده , , Francisco J.، نويسنده ,
Issue Information :
روزنامه با شماره پیاپی سال 2011
Abstract :
Quality control of toys for avoiding children exposure to potentially toxic elements is of utmost relevance and it is a common requirement in national and/or international norms for health and safety reasons. Laser-induced breakdown spectroscopy (LIBS) was recently evaluated at authorsʹ laboratory for direct analysis of plastic toys and one of the main difficulties for the determination of Cd, Cr and Pb was the variety of mixtures and types of polymers. As most norms rely on migration (lixiviation) protocols, chemometric classification models from LIBS spectra were tested for sampling toys that present potential risk of Cd, Cr and Pb contamination. The classification models were generated from the emission spectra of 51 polymeric toys and by using Partial Least Squares – Discriminant Analysis (PLS-DA), Soft Independent Modeling of Class Analogy (SIMCA) and K-Nearest Neighbor (KNN). The classification models and validations were carried out with 40 and 11 test samples, respectively. Best results were obtained when KNN was used, with corrected predictions varying from 95% for Cd to 100% for Cr and Pb.
Keywords :
LIBS , Chemometrics , Toxic elements , Classification models , toys , ICP OES
Journal title :
Spectrochimica Acta Part B Atomic Spectroscopy
Journal title :
Spectrochimica Acta Part B Atomic Spectroscopy