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使用中红外(MIR)光谱法和化学计量学对蜂蜜被糖溶液掺假的初步研究。

Initial study of honey adulteration by sugar solutions using midinfrared (MIR) spectroscopy and chemometrics.

作者信息

Kelly J F Daniel, Downey Gerard, Fouratier Vanessa

机构信息

Teagasc, The National Food Centre, Ashtown, Dublin 15, Ireland.

出版信息

J Agric Food Chem. 2004 Jan 14;52(1):33-9. doi: 10.1021/jf034985q.

DOI:10.1021/jf034985q
PMID:14709010
Abstract

Fourier transform infrared (FTIR) spectroscopy and attenuated total reflection (ATR) sampling have been used to detect adulteration of honey samples. The sample set comprised 320 spectra of authentic (n = 99) and adulterated (n = 221) honeys. Adulterants used were solutions containing both d-fructose and d-glucose prepared in the following respective weight ratios: 0.7:1.0, 1.2:1.0 (typical of honey composition), and 2.3:1.0. Each adulterant solution was added to individual honeys at levels of 7, 14, and 21% w/w. Spectral data were compressed and analyzed using k-nearest neighbors (kNN) and partial least squares (PLS) regression techniques. A number of data pretreatments were explored. Best classification models were achieved with PLS regression on first derivative spectra giving an overall correct classification rate of 93%, with 99% of samples adulterated at levels of 14% w/w or greater correctly identified. This method shows promise as a rapid screening technique for detection of this type of honey adulteration.

摘要

傅里叶变换红外(FTIR)光谱法和衰减全反射(ATR)采样法已被用于检测蜂蜜样品的掺假情况。该样本集包含320个纯正蜂蜜(n = 99)和掺假蜂蜜(n = 221)的光谱。所使用的掺假物是含有d-果糖和d-葡萄糖的溶液,其各自的重量比分别如下:0.7:1.0、1.2:1.0(典型的蜂蜜成分比例)和2.3:1.0。每种掺假物溶液以7%、14%和21%(w/w)的水平添加到各个蜂蜜样品中。光谱数据通过k近邻(kNN)和偏最小二乘法(PLS)回归技术进行压缩和分析。研究了多种数据预处理方法。通过对一阶导数光谱进行PLS回归获得了最佳分类模型,总体正确分类率为93%,其中99%的掺假水平为14%(w/w)或更高的样品被正确识别。该方法有望成为检测此类蜂蜜掺假的快速筛选技术。

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