Automatic Discrimination of the Geographical Origins of Milks by Excitation-Emission Fluorescence Spectrometry and Chemometrics
Joint Authors
Cai, Chen-Bo
Xu, Lu
Deng, De-Hua
Yang, Hong-Wei
Source
Journal of Analytical Methods in Chemistry
Issue
Vol. 2011, Issue 2011 (31 Dec. 2011), pp.1-6, 6 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2011-08-29
Country of Publication
Egypt
No. of Pages
6
Main Subjects
Abstract EN
This paper presents the automatic discrimination of geographical origins of milks from Western Yunnan Plateau areas and eastern China by excitation-emission fluorescence spectrometry and chemometrics.
Genuine plateau milks (n=60) and milks from eastern China (n=89) are scanned in the regions of 180–300 nm for excitation and 200–800 nm for emission.
Different options of data analysis are investigated and compared in terms of their performance in discriminating milks of different geographical origins: (1) two-way partial least squares discriminant analysis (PLSDA) based on excitation and emission spectra, respectively; (2) two-way PLSDA based on fusion of excitation and emission spectra; (3) three-way PLSDA based on excitation-emission matrix spectra.
The two-way PLSDA methods with excitation spectra, emission spectra, and fusion of excitation and emission spectra correctly classify 91.3%, 88.6%, and 95.3% of the milk samples, respectively; while the total accuracy of three-way PLSDA is 96.0%.
The results demonstrate the two-way data combining excitation and emission spectra are sufficient to characterize and identify the plateau milks.
Considering both model accuracy and the analytical time required, two-way PLS-DA with fusion of excitation and emission spectra is recommended as a reliable and quick method to discriminate plateau milks from ordinary milks.
American Psychological Association (APA)
Xu, Lu& Deng, De-Hua& Cai, Chen-Bo& Yang, Hong-Wei. 2011. Automatic Discrimination of the Geographical Origins of Milks by Excitation-Emission Fluorescence Spectrometry and Chemometrics. Journal of Analytical Methods in Chemistry،Vol. 2011, no. 2011, pp.1-6.
https://search.emarefa.net/detail/BIM-990585
Modern Language Association (MLA)
Xu, Lu…[et al.]. Automatic Discrimination of the Geographical Origins of Milks by Excitation-Emission Fluorescence Spectrometry and Chemometrics. Journal of Analytical Methods in Chemistry No. 2011 (2011), pp.1-6.
https://search.emarefa.net/detail/BIM-990585
American Medical Association (AMA)
Xu, Lu& Deng, De-Hua& Cai, Chen-Bo& Yang, Hong-Wei. Automatic Discrimination of the Geographical Origins of Milks by Excitation-Emission Fluorescence Spectrometry and Chemometrics. Journal of Analytical Methods in Chemistry. 2011. Vol. 2011, no. 2011, pp.1-6.
https://search.emarefa.net/detail/BIM-990585
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-990585