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PARTIAL LEAST-SQUARES REGRESSION FOR MULTICOMPONENT KINETIC DETERMINATIONS IN LINEAR AND NON-LINEAR SYSTEMS

机译:线性和非线性系统中多分量运动学确定的偏最小二乘回归

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The potential of partial least-squares regression (PLS) for resolution of binary mixtures by kinetic procedures is evaluated, both in a linear system as in the presence of a synergistic effect. Kinetic first order curves for the variation of the fluorescence intensity at a single wavelength were simulated and the effect of instrumental noise, experimental reproducibility, the analyte concentration ratio and the rate constant ratio was studied. Instrumental noise was modelled from measurements with a commercial spectrofluorimeter. To simulate experimental reproducibility, rate constant values were randomly chosen from normal distributions with the rate constant nominal values as mean and different standard deviations. Synergistic effects were modelled by adding a multiplicative term in the reaction rate of the product formation. Results show that PLS is an excellent calibration method to resolve mixtures by first-order kinetic procedures, without the need of any previous knowledge about rate constant values. It is also shown that it is possible to resolve mixtures in the presence of synergistic effects if the chemical system fulfil some conditions, mainly the rate constant ratio be higher than three. To show the potentiality of PLS on an experimental case it has been applied to the kinetic-spectrofluorimetric resolution of mixtures of hydrazine and hydroxylamine using as reactive the 2-hydroxybenzaldehyde azine. This chemical system is known to be subject of an important synergistic effect. [References: 34]
机译:无论是在线性系统中还是在存在协同效应的情况下,都通过动力学程序评估了偏最小二乘回归(PLS)用于解决二元混合物的潜力。模拟了单波长荧光强度变化的动力学一级曲线,并研究了仪器噪声,实验重现性,分析物浓度比和速率常数比的影响。仪器噪声是通过使用商业荧光分光光度计的测量建模的。为了模拟实验重现性,从正态分布中随机选择速率常数值,速率常数标称值为平均值和不同的标准偏差。通过在产物形成的反应速率中添加一个乘法项来模拟协同效应。结果表明,PLS是一种出色的校准方法,可以通过一级动力学程序解析混合物,而无需任何有关速率常数的先前知识。还表明,如果化学体系满足某些条件,主要是速率常数比大于3,则可以在存在协同作用的情况下分解混合物。为了在实验情况下显示PLS的潜力,已将2-羟基苯甲醛嗪用作反应物,将其应用于肼和羟胺混合物的动力学光谱荧光拆分。已知该化学系统具有重要的协同作用。 [参考:34]

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