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Quantitative analysis of thiram based on SERS and PLSR combined with wavenumber selection

机译:基于SERS和PLSR结合波数选择的噻喃定量分析

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摘要

Surfaced-enhanced Raman spectroscopy (SERS) is a novel analytical technology mainly for quick, simple and ultrasensitive analysis. In this study, SERS and partial least squares regression (PLSR) were used for the quantitative analysis of thiram combined with a wavenumber selection method based on the adaptive genetic algorithm (AGA). The conventional genetic algorithm (CGA) was also used for wavenumber selection and the effects of the two were contrasted. Moreover, the impact on individual analytical results was evaluated of different numbers of subintervals included in the wavenumber selection. We achieved the best results (root mean square error of cross-validation = 0.2957 μM, R = 0.9995) by PLSR using an AGA with 5-subintervals. The experiments indicated that the proposed AGA-based wavenumber selection was superior to the CGA and the effect of multi-subintervals on wavenumber selection was better than that of a single subinterval...
机译:表面增强拉曼光谱(SERS)是一种新颖的分析技术,主要用于快速,简单和超灵敏的分析。在这项研究中,结合基于自适应遗传算法(AGA)的波数选择方法,将SERS和偏最小二乘回归(PLSR)定量分析了噻菌灵。常规遗传算法(CGA)也用于波数选择,并比较了两者的效果。此外,评估了波数选择中包含的不同子间隔数对单个分析结果的影响。我们使用具有5个子间隔的AGA通过PLSR获得了最佳结果(交叉验证的均方根误差= 0.2957μM,R = 0.9995)。实验表明,所提出的基于AGA的波数选择优于CGA,并且多个子间隔对波数选择的影响要优于单个子间隔。

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