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Principal component analysis for detection of melamine adulterated milk products

机译:三聚氰胺掺假乳产品检测的主要成分分析

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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 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.
机译:将三聚氰胺加入到稀释的牛奶中以增加氮含量将蛋白质浓度混对牛奶中的蛋白质浓度。 含有三聚氰胺的牛奶会导致急性肾功能衰竭,肾脏损伤和死亡。 可以使用拉曼光谱从其独特的特征在676cm拉曼换档中检测三聚氰胺在牛奶中的存在。 在这项研究中,用不同形式制备几种三聚氰胺掺杂乳的几种样品,以模仿三聚氰胺是非法加入牛奶中的可能性。 使用主成分分析(PCA),牛奶和三聚氰胺的数据集掺时牛奶尺寸减少到几个重要的主成分,其与三聚氰胺和特征高度相关。 可以从PCA装载得分图中视觉分类牛奶中三聚氰胺的存在,并在本文中呈现。

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