Discrimination of Adulterated Milk Based on Two-Dimensional Correlation Spectroscopy (2D-COS) Combined with Kernel Orthogonal Projection to Latent Structure (K-OPLS)

被引:25
作者
Yang, Renjie [1 ,2 ]
Liu, Rong [1 ]
Xu, Kexin [1 ]
Yang, Yanrong [2 ]
机构
[1] Tianjin Univ, State Key Lab Precis Measuring Technol & Instrume, Tianjin 300072, Peoples R China
[2] Tianjin Agr Univ, Dept Electromech Engn, Tianjin 300384, Peoples R China
基金
中国国家自然科学基金;
关键词
Two-dimensional correlation spectroscopy; 2D-COS; Kernel orthogonal projection to latent structure; K-OPLS; Adulterated milk; Urea; Melamine; Glucose; NEAR-INFRARED SPECTROSCOPY; MIDINFRARED SPECTROSCOPY; MELAMINE; SPECTRA; POWDER;
D O I
10.1366/13-07119
中图分类号
TH7 [仪器、仪表];
学科分类号
0804 ; 080401 ; 081102 ;
摘要
A new method for discrimination analysis of adulterated milk and pure milk is proposed by combining two-dimensional correlation spectroscopy (2D-COS) with kernel orthogonal projection to latent structure (K-OPLS). Three adulteration types of milk with urea, melamine, and glucose were prepared, respectively. The synchronous 2D spectra of adulterated milk and pure milk samples were calculated. Based on the characteristics of 2D correlation spectra of adulterated milk and pure milk, a discriminant model of urea-tainted milk, melamine-tainted milk, glucose-tainted milk, and pure milk was built by K-OPLS. The classification accuracy rates of unknown samples were 85.7, 92.3, 100, and 87.5%, respectively. The results show that this method has great potential in the rapid discrimination analysis of adulterated milk and pure milk.
引用
收藏
页码:1363 / 1367
页数:5
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