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基于统计分析的声光可调谐滤波器近红外光谱法在线监测栀子水-醇双相萃取过程

Acousto-optic tunable filter near-infrared spectroscopy for in-line monitoring liquid-liquid extraction of Gardenia jasminoides Ellis based on statistical analysis.

作者信息

Wu Sha, Jin Ye, Liu Qi-An, Wu Jian-Xiong, Bi Yu-An, Wang Zhen-Zhong, Xiao Wei

出版信息

Pharmazie. 2015 Oct;70(10):640-5.

PMID:26601419
Abstract

This study aimed to monitor liquid-liquid extraction of Gardenia jasminoides Ellis (Zhizi in Chinese) using in-line near-infrared spectroscopy. Shanzhiside (SZS), deacetyl asperulosidic acid methyl ester (DAAME), genipin-1-β-D-gentiobioside (GG), geniposide (GS), total acids (TA) and soluble solid content (SSC) were selected as quality control indicators, and measured by reference methods. Both partial least-squares regression (PLSR) and back propagation artificial neural networks (BP-ANN) were applied to create models to predict the content of above indicators. Paired-samples t-test and nonparametric test were used to compare differences in predictive values between two models of each indicator. Relative standard error of prediction (RSEP) and mean absolute percentage error (MAPE) were used to evaluate the predictive accuracy of the established models. The results showed that there was no significant difference in predicting DAAME, GS and TA between two models. However, PLSR model gave better accuracy in predicting GG and SZS than BP-ANN model. The BP-ANN model of SSC was better than PLSR model. This study shows that NIR spectroscopy can be used for rapid and accurate analysis of quality control indicators in the liquid-liquid extraction of Zhizi. Simultaneously, this study can serve as technical support for the application of NIR spectroscopy in the industrial production process.

摘要

本研究旨在利用在线近红外光谱法监测栀子的液液萃取过程。选取栀子苷(SZS)、去乙酰车叶草苷酸甲酯(DAAME)、京尼平-1-β-D-龙胆二糖苷(GG)、栀子苷(GS)、总酸(TA)和可溶性固形物含量(SSC)作为质量控制指标,并采用参考方法进行测定。应用偏最小二乘回归(PLSR)和反向传播人工神经网络(BP-ANN)建立模型来预测上述指标的含量。采用配对样本t检验和非参数检验比较各指标两种模型预测值的差异。用预测相对标准误差(RSEP)和平均绝对百分误差(MAPE)评估所建立模型的预测准确性。结果表明,两种模型在预测DAAME、GS和TA方面无显著差异。然而,PLSR模型在预测GG和SZS方面比BP-ANN模型具有更高的准确性。SSC的BP-ANN模型优于PLSR模型。本研究表明,近红外光谱可用于栀子液液萃取过程中质量控制指标的快速准确分析。同时,本研究可为近红外光谱在工业生产过程中的应用提供技术支持。

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