Title :
Principal component analysis for detection of melamine adulterated milk products
Author :
Radzol, A.R.M. ; Lee, Khuan Y. ; Mansor, W. ; Othman, N.N.H.
Author_Institution :
Fac. of Electr. Eng., Univ. Teknol. MARA, Shah Alam, Malaysia
Abstract :
Melamine is added to diluted milk to increase the nitrogen content confounding the protein concentration in milk. Milk adulterated with melamine can cause acute renal failure, kidneys damage and death. The presence of melamine in milk can be detected using Raman spectroscopy from its unique feature at 676cm-1 Raman shift. In this study, several samples of melamine adulterated milk are prepared in different forms to imitate the possibility on how melamine is illegally added into milk. Using Principal Component Analysis (PCA), dataset of milk and melamine adulterated milk dimension is reduced to several significant principal component which are highly correlated to the melamine and features. The presence of melamine in milk can be visually classified from PCA loading score plots and presented in this paper.
Keywords :
Raman spectra; chemical variables measurement; dairy products; principal component analysis; proteins; PCA; Raman spectroscopy; adulterated milk product; melamine detection; principal component analysis; protein concentration; Dairy products; Eigenvalues and eigenfunctions; Gold; Liquids; Powders; Principal component analysis; Raman scattering;
Conference_Titel :
Biomedical Engineering and Sciences (IECBES), 2014 IEEE Conference on
DOI :
10.1109/IECBES.2014.7047631