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Green analytical assay for the quality assessment of tea by using pocket-sized NIR spectrometer

机译:采用口袋尺寸的NIR光谱仪进行茶叶质量评估的绿色分析试验

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摘要

Rapid and low-cost testing tools provide new methods for the evaluation of tea quality. In this study, a micro near-infrared (NIR) spectrometer was used for the qualitative and quantitative evaluation of tea. A total of 360 tea samples consisting of black, green, yellow, and oolong tea were collected from different countries. Chemometrics including linear partial least squares (PLS) regression, PLS discriminant analysis, and nonlinear radial basis function-support vector machine (RBF-SVM) were used. The RBF-SVM model achieved optimal discriminant performance for tea types with a correct classification rate of 98.33%. Wavelength selection of iteratively variable subset optimization (IVSO) exhibited considerable advantages in improving the predictive performance of catechin, caffeine, and theanine models. The IVSO-PLS regression models achieved satisfactory results for catechins and caffeine prediction, with Rp over 0.9, and RPD over 2.5. Thus, the study provided a portable and low-cost method for in-situ assessing tea quality.
机译:快速和低成本的测试工具为评估茶度质量提供了新的方法。在该研究中,微近红外(NIR)光谱仪用于茶的定性和定量评估。共有360种由黑色,绿色,黄色和乌龙茶组成的茶样品被不同的国家收集。包括线性局部最小二乘(PLS)回归,PLS判别分析和非线性径向基函数支持向量机(RBF-SVM)的化学计量学。 RBF-SVM模型对茶叶类型的最佳判别性能达到了98.33%的正确分类率。迭代可变子集优化(IVSO)的波长选择表现出显着的优势,从而提高儿茶素,咖啡因和Theanine模型的预测性能。 IVSO-PLS回归模型对儿茶素和咖啡因预测的令人满意的结果,RP超过0.9,RPD超过2.5。因此,该研究提供了一种用于原位评估茶度质量的便携式和低成本方法。

著录项

  • 来源
    《Food Chemistry》 |2021年第30期|128816.1-128816.7|共7页
  • 作者单位

    Anhui Agr Univ State Key Lab Tea Plant Biol & Utilizat Hefei 230036 Peoples R China;

    Anhui Agr Univ State Key Lab Tea Plant Biol & Utilizat Hefei 230036 Peoples R China;

    Anhui Agr Univ State Key Lab Tea Plant Biol & Utilizat Hefei 230036 Peoples R China;

    Anhui Agr Univ State Key Lab Tea Plant Biol & Utilizat Hefei 230036 Peoples R China;

    Anhui Agr Univ State Key Lab Tea Plant Biol & Utilizat Hefei 230036 Peoples R China;

  • 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

    Micro NIR spectrometer; Tea type; Caffeine; Catechins; Theanine; Chemometrics;

    机译:微鼻谱仪;茶型;咖啡因;儿茶素;Theanine;化学计量学;

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