A novel technology based on Raman spectroscopy for effective differentiation of alanine chiral isomers

被引:0
|
作者
Tu, Shan [1 ,2 ,3 ]
Zhang, Wentao [1 ,3 ]
Li, Yuanpeng [2 ]
Tang, Yuan [1 ]
Hu, Junhui [2 ,4 ]
Xiao, Huapeng [2 ]
机构
[1] Guilin Univ Elect Technol, Guilin 541004, Peoples R China
[2] Guangxi Normal Univ, Guangxi Key Lab Nucl Phys & Technol, Guilin 541004, Peoples R China
[3] Guilin Univ Elect Technol, Guangxi Key Lab Optoelect Informat Proc, Guilin 541004, Peoples R China
[4] Guangxi Normal Univ, Guilin 541004, Peoples R China
基金
中国国家自然科学基金;
关键词
Raman spectrum; Alanine; Isomers; Quick recognition; Variational mode decomposition;
D O I
10.1016/j.molstruc.2024.138587
中图分类号
O64 [物理化学(理论化学)、化学物理学];
学科分类号
070304 ; 081704 ;
摘要
In this study, Raman time-domain spectroscopy (R-TDS) was used to record the spectra of 13-alanine, D-alanine, Lalanine, and DL-alanine molecules in the Raman shift range of 250-2000 cm-1. Baseline correction and smoothing of the original spectra yielded considerably different scattering peaks for 13-alanine than the other three alanine isomers. The positions and intensities of the peaks in the spectra of D-alanine, L-alanine and DLalanine were very similar, enabling 13-alanine to be easily distinguished from the aforementioned isomers based on the Raman spectra. The Raman spectral data of D-alanine, L-alanine and DL-alanine were subjected to variational mode decomposition (VMD), whereby each spectral line was decomposed into four intrinsic mode functions (IMFs). Finally, a grid search-support vector machine (GS-SVM) classification recognition model was established for Raman spectral analysis and classification analysis using the first four IMFs as datasets. VMD-GSSVM classification had a 96.67 % discriminative accuracy for predicted samples of the three isomers of D-alanine, L-alanine and DL-alanine. The classification recognition accuracy gradually trended downward as the number of mode components increased. The results show that the fast identification model of alanine isomers based on RTDS and VMD-GS-SVM is effective and feasible, providing an accurate and fast optical measurement solution for the development of novel drugs and quality monitoring of fine chemicals.
引用
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页数:11
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