首页> 外文期刊>Journal of the Serbian Chemical Society >Interval partial least squares and moving window partial least squares in determining the enantiomeric composition of tryptophan by using UV-Vis spectroscopy
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Interval partial least squares and moving window partial least squares in determining the enantiomeric composition of tryptophan by using UV-Vis spectroscopy

机译:使用紫外-可见光谱法测定色氨酸的对映体组成时的区间偏最小二乘法和移动窗口偏最小二乘

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摘要

The application of interval partial least squares (IPLS) and moving window partial least squares (MWPLS) to the enantiomeric analysis of tryptophan (Trp) was investigated. A UV-Vis spectroscopy method for determining the enantiomeric composition of Trp was developed. The calibration model was built by using partial least squares (PLS), IPLS and MWPLS respectively. Leave-one-out cross validation and external test validation were used to assess the prediction performance of the established models. The validation result demonstrates the established full-spectrum PLS model is impractical for quantifying the relationship between the spectral data and enantiomeric composition of L-Trp. On the contrary, the developed IPLS and MWPLS model are both practicable for modeling this relationship. For the IPLS model, the root mean square relative error (RMSRE) of external test validation and leave-one-out cross validation is 4.03 and 6.50 respectively. For the MWPLS model, the RMSRE of external test validation and leave-one-out cross validation is 2.93 and 4.73 respectively. Obviously, the prediction accuracy of the MWPLS model is higher than that of the IPLS model. It is demonstrated UV-Vis spectroscopy combined with MWPLS is a commendable method for determining the enantiomeric composition of Trp. MWPLS is superior to IPLS for selecting spectral region in UV-Vis spectroscopy analysis.
机译:研究了区间偏最小二乘(IPLS)和移动窗口偏最小二乘(MWPLS)在色氨酸(Trp)对映体分析中的应用。开发了用于确定Trp对映体组成的UV-Vis光谱法。分别使用偏最小二乘(PLS),IPLS和MWPLS建立了校准模型。留一法交叉验证和外部测试验证用于评估已建立模型的预测性能。验证结果表明,建立的全光谱PLS模型对于量化光谱数据与L-Trp对映体组成之间的关系不切实际。相反,开发的IPLS和MWPLS模型对于建立这种关系都是可行的。对于IPLS模型,外部测试验证和留一法交叉验证的均方根相对误差(RMSRE)分别为4.03和6.50。对于MWPLS模型,外部测试验证和留一法交叉验证的RMSRE分别为2.93和4.73。显然,MWPLS模型的预测精度高于IPLS模型。证明了结合MWPLS的UV-Vis光谱法是测定Trp对映体组成的一种值得推荐的方法。在紫外-可见光谱分析中选择光谱区域时,MWPLS优于IPLS。

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