Classification and identification of amino acids based on THz spectroscopy

被引:5
作者
Huang, Ping J. [1 ]
Ma, Ye H. [1 ]
Li, Xian [1 ]
Hou, Di B. [1 ]
Cai, Jin H. [2 ]
Zhang, Guang X. [1 ]
机构
[1] Zhejiang Univ, Dept Control Sci & Engn, State Key Lab Ind Control Technol, Hangzhou 310003, Zhejiang, Peoples R China
[2] China Jiliang Univ, Coll Metrol & Measurement Engn, Hangzhou, Zhejiang, Peoples R China
来源
SELECTED PAPERS OF THE PHOTOELECTRONIC TECHNOLOGY COMMITTEE CONFERENCES | 2015年 / 9795卷
关键词
THz-TDS; amino acid; isomeride; PLS-DA; VS; TIME-DOMAIN SPECTROSCOPY; DENSITY-FUNCTIONAL THEORY; TERAHERTZ; SPECTRA;
D O I
10.1117/12.2214279
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Amino acids are important nutrient substances for life, and many of them have several isomerides, while only L-type amino acids can be absorbed by body as nutrients. So it is certain worth to accurately classify and identify amino acids. In this paper, terahertz time-domain spectroscopy (THz-TDS) was used to detect isomers of various amino acids to obtain their absorption spectra, and their spectral characteristics were analyzed and compared. Results show that not all isomerides of amino acids have unique spectral characteristics, causing the difficulty of classification and identification. To solve this problem, partial least squares discriminant analysis (PLS-DA), firstly, was performed on extracting principal component of THz spectroscopy and classifying amino acids. Moreover, variable selection (VS) was employed to optimize spectral interval of feature extraction to improve analysis effect. As a result, the optimal classification model was determined and most samples can be accurately classified. Secondly, for each class of amino acids, PLS-DA combined with VS was also applied to identify isomerides. This work provides a suggestion for material classification and identification with THz spectroscopy.
引用
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页数:9
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