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Rapid monitoring approaches for concentration process of lanqin oral solution by near-infrared spectroscopy and chemometric models.

Authors :
Ma, Hui
Pan, Hongye
Pan, Dongyue
Ni, Hongfei
Feng, Xuejing
Liu, Xuesong
Chen, Yong
Wu, Yongjiang
Luo, Niu
Source :
Spectrochimica Acta Part A: Molecular & Biomolecular Spectroscopy. Dec2020, Vol. 242, pN.PAG-N.PAG. 1p.
Publication Year :
2020

Abstract

Qualitative and quantitative detection methods based on near-infrared spectroscopy (NIRs) have been proposed in the process analysis of traditional Chinese medicine in recent years. In this study, rapid monitoring methods were developed for quality control of concentration process of lanqin oral solution (LOS). Partial least squares regression (PLSR) method was adopted to construct quantitative models for epigoitrin, geniposide, baicalin, berberine hydrochloride and density. Simultaneously, the genetic algorithm joint extreme learning machine (GA-ELM) was first applied in qualitative analysis of NIRs to distinguish end point of concentration process. Results of PLSR models were satisfactory with the relative standard error of calibration valued at 3.80%, 3.75%, 3.79%, 11.5% and 1.22% for epigoitrin, geniposide, baicalin, berberine hydrochloride and density respectively, and the residual predictive deviation values were higher than 3. For qualitative analysis, the GA-ELM model obtained 100% prediction accuracy. The PLSR quantitative models and the end point discrimination model constructed by GA-ELM correspond with the requirements of practical applications. The results indicate that NIRs in combination with chemometrics has great potential in improving the efficiency in production. Unlabelled Image • The concentration process was analyzed quantitatively and qualitatively by NIRs. • Quantitative models were optimized by variable selection methods. • The optimal PLSR models were satisfactory to detect each CQA throughout process. • GA-ELM applied to NIR analysis for the first time achieved a high accuracy. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
13861425
Volume :
242
Database :
Academic Search Index
Journal :
Spectrochimica Acta Part A: Molecular & Biomolecular Spectroscopy
Publication Type :
Academic Journal
Accession number :
145680922
Full Text :
https://doi.org/10.1016/j.saa.2020.118792