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利用近红外光谱法估算总多酚对新鲜茶叶进行质量评估。

Quality assessment of fresh tea leaves by estimating total polyphenols using near infrared spectroscopy.

作者信息

Hazarika Ajanto Kumar, Chanda Somdeb, Sabhapondit Santanu, Sanyal Sandip, Tamuly Pradip, Tasrin Sahnaz, Sing Dilip, Tudu Bipan, Bandyopadhyay Rajib

机构信息

Tocklai Tea Research Institute, Jorhat, Assam India.

2Department of Instrumentation and Electronics Engineering, Jadavpur University, Salt Lake Campus, Block LB, Sector III, Plot 8, Salt Lake, Kolkata, 700 098 India.

出版信息

J Food Sci Technol. 2018 Dec;55(12):4867-4876. doi: 10.1007/s13197-018-3421-6. Epub 2018 Sep 17.

Abstract

This paper reports on the development of an integrated leaf quality inspecting system using near infrared reflectance (NIR) spectroscopy for quick and in situ estimation of total polyphenol (TP) content of fresh tea leaves, which is the most important quality indicator of tea. The integrated system consists of a heating system to dry the fresh tea leaves to the level of 3-4% moisture, a grinding and sieving system fitted with a 250 micron mesh sieve to make fine powder from the dried leaf. Samples thus prepared are transferred to the NIR beam and TP is measured instantaneously. The wavelength region, the number of partial least squares (PLS) component and the choice of preprocessing methods are optimized simultaneously by leave-one-sample out cross-validation during the model calibration. In order to measure polyphenol percentage in situ, the regression model is developed using PLS regression algorithm on NIR spectra of fifty-five samples. The efficacy of the model developed is evaluated by the root mean square error of cross-validation, root mean square error of prediction and correlation coefficient (R) which are obtained as 0.1722, 0.5162 and 0.95, respectively.

摘要

本文报道了一种利用近红外反射光谱(NIR)开发的集成式茶叶质量检测系统,用于快速原位估算鲜茶叶中的总多酚(TP)含量,总多酚含量是茶叶最重要的质量指标。该集成系统包括一个加热系统,用于将鲜茶叶干燥至水分含量为3 - 4%的水平;一个研磨和筛分系统,配备250微米筛网,用于将干燥后的茶叶制成细粉。如此制备的样品被转移至近红外光束中,总多酚含量可即时测量。在模型校准过程中,通过留一法交叉验证同时优化波长区域、偏最小二乘法(PLS)分量数量和预处理方法的选择。为了原位测量多酚百分比,使用PLS回归算法对55个样品的近红外光谱建立回归模型。通过交叉验证均方根误差、预测均方根误差和相关系数(R)对所开发模型的效能进行评估,得到的结果分别为0.1722、0.5162和0.95。

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