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首页> 外文期刊>Food Chemistry >Data fusion for food authentication. Combining rare earth elements and trace metals to discriminate 'Fava Santorinis' from other yellow split peas using chemometric tools
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Data fusion for food authentication. Combining rare earth elements and trace metals to discriminate 'Fava Santorinis' from other yellow split peas using chemometric tools

机译:用于食品认证的数据融合。结合稀土元素和微量金属,使用化学计量学工具将“ Fava Santorinis”与其他黄豌豆区分开

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摘要

"Fava Santorinis", is a protected designation of origin (PDO) yellow split pea species growing only in the island of Santorini in Greece. Due to its nutritional quality and taste, it has gained a high monetary value. Thus, it is prone to adulteration with other yellow split peas. In order to discriminate "Fava Santorinis" from other yellow split peas, four classification methods utilising rare earth elements (REEs) measured through inductively coupled plasma-mass spectrometry (ICP-MS) are studied. The four classification processes are orthogonal projection analysis (OPA), Mahalanobis distance (MD), partial least squares discriminant analysis (PLS-DA) and k nearest neighbours (KNN). Since it is known that trace elements are often useful to determine geographical origin of food products, we further quantitated for trace elements using ICP-MS. Presented in this paper are results using the four classification processes based on the fusion of the REEs data with the trace element data. Overall, the OPA method was found to perform best with up to 100% accuracy using the fused data.
机译:“ Fava Santorinis”是仅在希腊圣托里尼岛上生长的一种受保护的原产地标记(PDO)黄色豌豆物种。由于其营养品质和口味,它获得了很高的货币价值。因此,它容易与其他黄豌豆掺假。为了区分“ Fava Santorinis”和其他黄豌豆,研究了四种利用通过电感耦合等离子体质谱法(ICP-MS)测量的稀土元素(REE)的分类方法。四个分类过程是正交投影分析(OPA),马氏距离(MD),偏最小二乘判别分析(PLS-DA)和k最近邻(KNN)。由于已知微量元素通常可用于确定食品的地理来源,因此我们使用ICP-MS对微量元素进行了进一步定量。本文介绍的是基于REEs数据与微量元素数据融合的四个分类过程的结果。总体而言,使用融合数据发现,OPA方法的最佳性能达到100%。

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