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New PLS analysis approach to wine volatile compounds characterization by near infrared spectroscopy (NIR)

机译:通过近红外光谱(NIR)表征酒中挥发性化合物的新PLS分析方法

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摘要

This work aims to explore the potential of near infrared (NIR) spectroscopy to quantify volatile compounds in Vinho Verde wines, commonly determined by gas chromatography. For this purpose, 105 Vinho Verde wine samples were analyzed using Fourier transform near infrared (FT-NIR) transmission spectroscopy in the range of 5435 cm(-1) to 6357 cm(-1). Boxplot and principal components analysis (PCA) were performed for clusters identification and outliers removal. A partial least square (PLS) regression was then applied to develop the calibration models, by a new iterative approach. The predictive ability of the models was confirmed by an external validation procedure with an independent sample set. The obtained results could be considered as quite good with coefficients of determination (R-2) varying from 0.94 to 0.97. The current methodology, using NIR spectroscopy and chemometrics, can be seen as a promising rapid tool to determine volatile compounds in Vinho Verde wines.
机译:这项工作旨在探索通常通过气相色谱法测定的Vinho Verde葡萄酒中近红外(NIR)光谱对挥发性化合物定量的潜力。为此,使用5435 cm(-1)至6357 cm(-1)范围内的傅里叶变换近红外(FT-NIR)透射光谱分析了105个Vinho Verde葡萄酒样品。进行箱线图和主成分分析(PCA)进行聚类鉴定和离群值去除。然后通过新的迭代方法将偏最小二乘(PLS)回归应用于开发校准模型。通过具有独立样本集的外部验证程序来确认模型的预测能力。测定系数(R-2)在0.94至0.97之间变化,可以认为获得的结果非常好。目前使用NIR光谱学和化学计量学的方法学,可以被视为测定Vinho Verde葡萄酒中挥发性化合物的有前途的快速工具。

著录项

  • 来源
    《Food Chemistry》 |2018年第25期|172-178|共7页
  • 作者单位

    Univ Minho, CEB Ctr Biol Engn, P-4710057 Braga, Portugal;

    Univ Minho, CEB Ctr Biol Engn, P-4710057 Braga, Portugal;

    Univ Minho, CEB Ctr Biol Engn, P-4710057 Braga, Portugal;

    Univ Minho, CEB Ctr Biol Engn, P-4710057 Braga, Portugal;

    Univ Minho, CEB Ctr Biol Engn, P-4710057 Braga, Portugal;

    Univ Minho, CEB Ctr Biol Engn, P-4710057 Braga, Portugal;

  • 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

    NIR spectroscopy; PCA; PLS; Volatile compounds; Wine;

    机译:近红外光谱;PCA;PLS;挥发性化合物;酒;
  • 入库时间 2022-08-17 23:19:42

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