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准理想二元液体混合物的红外光谱:传统化学计量回归的挑战。

Infrared spectroscopy of quasi-ideal binary liquid mixtures: The challenges of conventional chemometric regression.

作者信息

Mayerhöfer Thomas G, Ilchenko Oleksii, Kutsyk Andrii, Popp Jürgen

机构信息

Leibniz Institute of Photonic Technology (IPHT), Jena, 07745, Albert-Einstein-Str. 9, Germany; Institute of Physical Chemistry and Abbe Center of Photonics, Friedrich Schiller University, Jena, 07743, Helmholtzweg 4, Germany.

The Danish National Research Foundation and Villum Foundation's Center for Intelligent Drug Delivery and Sensing Using Microcontainers and Nanomechanics (IDUN), Department of Health Technology, Technical University of Denmark, Ørsteds Plads Building 345C, Kgs. Lyngby 2800, Denmark.

出版信息

Spectrochim Acta A Mol Biomol Spectrosc. 2022 Nov 5;280:121518. doi: 10.1016/j.saa.2022.121518. Epub 2022 Jun 16.

Abstract

We have recorded ATR-IR spectra of binary mixtures in the (quasi-)ideal systems Benzene-Toluene, Benzene-Carbon tetrachloride and Benzene-Cyclohexane and performed classical least squares, inverse least squares and principal component regression on the resulting spectra. In contrast to the general expectation, the spectra of ideal mixtures follow only roughly Beer's approximation, in particular stronger bands show shifts and increased intensities for intermediary compositions since the polarization of matter by light cannot be neglected. As a consequence, these conventional regression techniques lead to principle and unavoidable errors, even though some of the classical regression techniques are assumed to be able to cope with nonlinearities. In particular in the system Benzene-Carbon tetrachloride large errors result and the relative average error of the volume fraction determination is about 10 % for all three methods. Especially remarkable is that the multivariate regression methods do not perform better than the classical univariate calibration if for the latter a peak due to an oscillator with comparably low oscillator strength is selected, since for such bands polarization effects are weak and Beer's approximation holds comparably well.

摘要

我们记录了(准)理想体系苯 - 甲苯、苯 - 四氯化碳和苯 - 环己烷二元混合物的衰减全反射红外光谱(ATR - IR),并对所得光谱进行了经典最小二乘法、逆最小二乘法和主成分回归分析。与一般预期相反,理想混合物的光谱仅大致遵循比尔近似,特别是对于中间组成,较强的谱带会出现位移和强度增加,因为光对物质的极化不能被忽略。因此,即使一些经典回归技术被认为能够处理非线性问题,这些传统回归技术仍会导致原则性且不可避免的误差。特别是在苯 - 四氯化碳体系中会产生较大误差,并且对于所有三种方法,体积分数测定的相对平均误差约为10%。特别值得注意的是,如果为经典单变量校准选择一个由具有相对较低振子强度的振子产生的峰,多元回归方法并不比经典单变量校准表现得更好,因为对于此类谱带,极化效应较弱且比尔近似相当适用。

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