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Determination of total iron-reactive phenolics, anthocyanins and tannins in wine grapes of skins and seeds based on near-infrared hyperspectral imaging

机译:基于近红外高光谱成像技术的皮和种子酿酒葡萄中总铁反应性酚类,花色苷和单宁含量的测定

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摘要

Phenolics contents in wine grapes are key indicators for assessing ripeness. Near-infrared hyperspectral images during ripening have been explored to achieve an effective method for predicting phenolics contents. Principal component regression (PCR), partial least squares regression (PLSR) and support vector regression (SVR) models were built, respectively. The results show that SVR behaves globally better than PLSR and PCR, except in predicting tannins content of seeds. For the best prediction results, the squared correlation coefficient and root mean square error reached 0.8960 and 0.1069 g/L (+)-catechin equivalents (CE), respectively, for tannins in skins, 0.9065 and 0.1776 (g/L CE) for total iron-reactive phenolics (TIRP) in skins, 0.8789 and 0.1442 (g/L M3G) for anthocyanins in skins, 0.9243 and 0.2401 (g/L CE) for tannins in seeds, and 0.8790 and 0.5190 (g/L CE) for TIRP in seeds. Our results indicated that NIR hyperspectral imaging has good prospects for evaluation of phenolics in wine grapes. (C) 2017 Elsevier Ltd. All rights reserved.
机译:酿酒葡萄中的酚类含量是评估成熟度的关键指标。已经探索了成熟期间的近红外高光谱图像,以实现预测酚含量的有效方法。分别建立了主成分回归(PCR),偏最小二乘回归(PLSR)和支持向量回归(SVR)模型。结果表明,除预测种子中单宁含量外,SVR的总体表现优于PLSR和PCR。为了获得最佳的预测结果,皮肤中单宁的平方相关系数和均方根误差分别达到0.8960和0.1069 g / L(+)-儿茶素当量(CE),总和分别为0.9065和0.1776(g / L CE)皮肤中的铁反应性酚类(TIRP),皮肤中的花色苷为0.8789和0.1442(g / L M3G),种子中的单宁为0.9243和0.2401(g / L CE),以及TIRP为0.8790和0.5190(g / L CE)在种子中。我们的结果表明,NIR高光谱成像对于评估酿酒葡萄中的酚类物质具有良好的前景。 (C)2017 Elsevier Ltd.保留所有权利。

著录项

  • 来源
    《Food Chemistry》 |2017年第15期|811-817|共7页
  • 作者单位

    Northwest A&F Univ, Coll Informat Engn, Yangling 712100, Peoples R China;

    Northwest A&F Univ, Coll Enol, Yangling 712100, Peoples R China;

    Northwest A&F Univ, Coll Enol, Yangling 712100, Peoples R China;

    Northwest A&F Univ, Coll Informat Engn, Yangling 712100, Peoples R China;

    Northwest A&F Univ, Coll Enol, Yangling 712100, Peoples R China;

    Northwest A&F Univ, Coll Mech & Elect Engn, Yangling 712100, Peoples R China;

    Northwest A&F Univ, Coll Informat Engn, Yangling 712100, Peoples R China;

    Northwest A&F Univ, Coll Informat Engn, Yangling 712100, 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

    Hyperspectral images; Total iron-reactive phenolics; Anthocyanins; Tannins; Grape seeds; Grape skins;

    机译:高光谱图像;总铁反应性酚类;花色苷;单宁;葡萄籽;葡萄皮;

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