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Identification of Fake Green Tea by Sensory Assessment and Electronic Tongue

机译:感官评估和电子舌鉴别假冒绿茶

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摘要

Identification of fake green tea is performed by sensory assessment which has significant drawbacks in terms of objectivity. In this works, sensory assessment and electronic tongue were utilized for identifying fake green tea. Principal Component Analysis (PCA) and Hierarchical Cluster Analysis (HCA) were used to assess the feasibility and effectiveness of discrimination of electronic tongue. The PCA and HCA revealed a distinct separation between samples, which corresponded with the results of sensory assessment. Artificial Neural Network (ANN), including back propagation neural network with the Levenberg-Marquardt training algorithm (LMBP) and radial basis function neural network (RBF), were used as an automatic classifier and showed good performance in the training set and the prediction set. The results suggest that electronic tongue can be used for distinguishing fake Dongting Biluochun Tea from certified products characterized by protection of geographical indications product certification with pattern recognition methods instead of sensory assessment.
机译:通过感官评估来鉴定假绿茶,这在客观性方面存在重大缺陷。在这项工作中,感官评估和电子舌被用来识别假绿茶。主成分分析(PCA)和层次聚类分析(HCA)用于评估电子舌辨别的可行性和有效性。 PCA和HCA揭示出样品之间的明显分离,这与感觉评估的结果相对应。人工神经网络(ANN),包括带有Levenberg-Marquardt训练算法(LMBP)的反向传播神经网络和径向基函数神经网络(RBF),被用作自动分类器,在训练集和预测集中表现出良好的性能。结果表明,电子舌可以用于区别假冒的洞庭碧螺春茶与以图案识别方法代替感官评估来保护地理标志产品认证为特征的认证产品。

著录项

  • 来源
    《Food science and technology research》 |2015年第2期|207-212|共6页
  • 作者单位

    Chongqing Three Gorges Univ, Coll Life Sci & Engn, Wanzhou 404100, Peoples R China;

    Chongqing Univ, Postdoctoral Stn Sci & Technol Instrumentat, Coll Optoelect Engn, Chongqing 400044, Peoples R China;

    Chongqing Univ, Coll Automat, Chongqing 400044, Peoples R China;

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

    fake green tea; identification; electronic tongue; PCA; HCA; ANN;

    机译:假绿茶;识别;电子舌;PCA;HCA;ANN;
  • 入库时间 2022-08-17 23:12:28

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