Determination of rice syrup adulterant concentration in honey using three-dimensional fluorescence spectra and multivariate calibrations

被引:41
|
作者
Chen, Quansheng [1 ]
Qi, Shuai [1 ]
Li, Huanhuan [1 ]
Han, Xiaoyan [1 ]
Ouyang, Qin [1 ]
Zhao, Jiewen [1 ]
机构
[1] Jiangsu Univ, Sch Food & Biol Engn, Zhenjiang 212013, Peoples R China
基金
中国国家自然科学基金;
关键词
Three-dimensional fluorescence spectra (3DFS); Multivariate calibration; Adulteration; Honey; Rice syrup; SPECTROSCOPY; CLASSIFICATION; CHEMOMETRICS;
D O I
10.1016/j.saa.2014.04.071
中图分类号
O433 [光谱学];
学科分类号
0703 ; 070302 ;
摘要
To rapidly and efficiently detect the presence of adulterants in honey, three-dimensional fluorescence spectroscopy (3DFS) technique was employed with the help of multivariate calibration. The data of 3D fluorescence spectra were compressed using characteristic extraction and the principal component analysis (PCA). Then, partial least squares (PLS) and back propagation neural network (BP-ANN) algorithms were used for modeling. The model was optimized by cross validation, and its performance was evaluated according to root mean square error of prediction (RMSEP) and correlation coefficient (R) in prediction set. The results showed that BP-ANN model was superior to PLS models, and the optimum prediction results of the mixed group (sunflower +/- longan +/- buckwheat +/- rape) model were achieved as follow: RMSEP = 0.0235 and R = 0.9787 in the prediction set. The study demonstrated that the 3D fluorescence spectroscopy technique combined with multivariate calibration has high potential in rapid, nondestructive, and accurate quantitative analysis of honey adulteration. (C) 2014 Elsevier B.V. All rights reserved.
引用
收藏
页码:177 / 182
页数:6
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