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Origin verification of French red wines using isotope and elemental analyses coupled with chemometrics

机译:使用同位素和元素分析与化学计量学相结合的法国红葡萄酒的原点验证

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摘要

Origin verification of 240 French wines from four regions of France was undertaken using isotope and elemental analyses. Our aim was to identify and differentiate the geographical origin of these red wines, and more importantly, to build a classification tool that can be used to verify geographic origin of French red wines using machine learning models. Multivariate analyses of the isotopic and elemental data revealed that it is possible to determine the geographical origin of French wines with a high level of confidence for most regions analyzed in this study. The wine verification accuracy of four French wine producing regions of Bordeaux, Burgundy, Languedoc-Roussillon and Rhone using an Artificial Neural Network (ANN) method was 98.2%. The results also show that ANN is more suitable than Discriminant Analysis for this verification purpose. The most important variables for French wine regional traceability were Mg, Mn, Na, Sr, Ti and Rb.
机译:使用同位素和元素分析来进行来自法国四个地区的240名法国葡萄酒的原点验证。我们的目的是识别和区分这些红葡萄酒的地理来源,更重要的是,建立一个分类工具,可以使用机器学习模型来验证法国红葡萄酒的地理来源。同位素和元素数据的多变量分析显示,对于本研究分析的大多数地区,可以确定法国葡萄酒的地理来源,对大多数地区进行高度的信心。使用人工神经网络(ANN)方法的波尔多,勃艮第四个法国葡萄酒产区的葡萄酒验证准确性为98.2%。结果还表明,ANN更适合于该验证目的的判别分析。法国葡萄酒区域可追溯性最重要的变量是Mg,Mn,Na,Sr,Ti和Rb。

著录项

  • 来源
    《Food Chemistry》 |2021年第1期|127760.1-127760.7|共7页
  • 作者单位

    Shenzhen Customs Food Inspect & Quarantine Ctr Shenzhen 518033 Peoples R China;

    Tsinghua Univ Dept Earth Syst Sci Beijing 100084 Peoples R China|Tsinghua Univ Grad Sch Shenzhen Shenzhen 518055 Guangdong Peoples R China;

    Shenzhen Polytech Management Coll Shenzhen 518055 Peoples R China;

    Shenzhen Customs Food Inspect & Quarantine Ctr Shenzhen 518033 Peoples R China;

    Shenzhen Customs Food Inspect & Quarantine Ctr Shenzhen 518033 Peoples R China;

    Shenzhen Customs Food Inspect & Quarantine Ctr Shenzhen 518033 Peoples R China;

    Shenzhen Customs Food Inspect & Quarantine Ctr Shenzhen 518033 Peoples R China;

    Shenzhen Customs Food Inspect & Quarantine Ctr Shenzhen 518033 Peoples R China;

    Shenzhen Univ Sch Life & Marine Sci Shenzhen 518055 Peoples R China;

    GNS Sci Natl Isotope Ctr Lower Hutt 5040 New Zealand;

  • 收录信息 美国《科学引文索引》(SCI);美国《生物学医学文摘》(MEDLINE);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Trace elements; Stable isotopes; French wine; Geographical origin; Fraud detection;

    机译:微量元素;稳定同位素;法国葡萄酒;地理来源;欺诈检测;

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