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比较 FT-MIR 在葡萄酒分析中不同测量技术和变量选择方法。

Comparison of different measurement techniques and variable selection methods for FT-MIR in wine analysis.

机构信息

Hochschule Geisenheim University, Department of Viticulture, Germany.

出版信息

Food Chem. 2013 Dec 15;141(4):4200-7. doi: 10.1016/j.foodchem.2013.06.120. Epub 2013 Jul 4.

Abstract

For more than a decade, Fourier-transform infrared (FTIR) spectroscopy combined with partial least squares (PLS) regression has been used as a fast and reliable method for simultaneous estimation of multiple parameters in wine. In this study, different FTIR instruments (single bounce attenuated total reflection, transmission with variable and defined pathlength) and different variable selection techniques (full spectrum PLS, genetic algorithm PLS, interval PLS, principal variable PLS) were compared on an identical sample set of international wines and ten wine parameters. Results suggest that the single bounce attenuated total reflection technique is well suited for the analysis of ethanol, relative density and sugars, but less accurate in the analysis of organic acid content. The transmission instrument with variable pathlength shows good validation results for the analysis of organic acids, but less accurate results for the analysis of ethanol and relative density as compared to the other instruments. The transmission instrument with defined pathlength was well suited for the analysis for all parameters investigated in this study. Variable selection improved model robustness and calibration results, with genetic algorithm PLS being the most effective technique.

摘要

十多年来,傅里叶变换红外(FTIR)光谱结合偏最小二乘(PLS)回归已被用作一种快速可靠的方法,用于同时估计葡萄酒中的多个参数。在这项研究中,不同的 FTIR 仪器(单反射衰减全反射、可变和定义光程透射)和不同的变量选择技术(全谱 PLS、遗传算法 PLS、区间 PLS、主变量 PLS)在一组相同的国际葡萄酒和十个葡萄酒参数的样本集上进行了比较。结果表明,单反射衰减全反射技术非常适合分析乙醇、相对密度和糖,但在分析有机酸含量时精度较低。可变光程透射仪器对有机酸的分析显示出良好的验证结果,但与其他仪器相比,对乙醇和相对密度的分析结果精度较低。具有固定光程的透射仪器非常适合分析本研究中所有研究的参数。变量选择提高了模型的稳健性和校准结果,其中遗传算法 PLS 是最有效的技术。

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