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Multicomponent analysis in the wavelet domain of highly overlapped electrochemical signals: Resolution of quaternary mixtures of chlorophenols using a peg-modified Sonogel-Carbon electrode

机译:高度重叠的电化学信号的小波域中的多组分分析:使用钉修饰的Sonogel-Carbon电极拆分氯酚的四元混合物

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摘要

Chemometric methods have been applied to resolve mixture of phenols; phenolic compounds are amongst the most interesting chemical species from an environmental viewpoint. However, the number of papers that apply multivariate calibration methods to resolve electroanalytical signals of mixture of phenols is low. In this paper, we propose a new chemometric methodology to resolve, in the wavelet domain, quaternary mixtures of chlorophenols: 4-chloro-3-methylphenol, 4-chlorophenol, 2,4-dichlorophenol and 2,4,6-trichlorophenol, in a concentration range from 0.05 to 0.25 mg(centre dot)L~(-1), using differential pulse adsorptive stripping voltammetry (DPAdSV) as the electrochemical technique, and a new polyethylenglycol-modified Sonogel-Carbon electrode. The results obtained after applying a Fast Wavelet Transform (FWT)-based feature selection algorithm, coupled with different multivariate calibration methods (multilinear regression-MLR and partial least squares regression-PLS) are compared with those obtained from a direct PLS. Besides, an Orthogonal Signal Correction (OSC)-based Calibration Transfer procedure (OSC-CT) is also applied, as a pre-processing tool, in order to improve the results obtained with the previous techniques.
机译:化学计量学方法已用于解决酚类混合物;从环境角度来看,酚类化合物是最有趣的化学物种之一。但是,采用多元校正方法来解析酚类混合物的电分析信号的论文数量很少。在本文中,我们提出了一种新的化学计量学方法,用于在小波域中解析氯酚的四元混合物:4-氯-3-甲基苯酚,4-氯苯酚,2,4-二氯苯酚和2,4,6-三氯苯酚。采用差动脉冲吸附溶出伏安法(DPAdSV)作为电化学技术,采用新型的聚乙二醇修饰的Sonogel-Carbon电极,浓度范围为0.05〜0.25 mgL〜(-1)。将基于快速小波变换(FWT)的特征选择算法与不同的多元校准方法(多线性回归-MLR和偏最小二乘回归-PLS)结合使用后,将结果与直接PLS获得的结果进行比较。此外,基于正交信号校正(OSC)的校准传递程序(OSC-CT)也被用作预处理工具,以改善通过现有技术获得的结果。

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