研究报告

偏最小二乘回归法筛选馥郁香型白酒瓶贮年份特征标记物

  • 李宜聪 ,
  • 樊双喜 ,
  • 吉鑫 ,
  • 李春扬 ,
  • 辛鹏 ,
  • 谌松强 ,
  • 张泽辉 ,
  • 刘凤晖 ,
  • 钟其顶
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  • 1(中国食品发酵工业研究院有限公司,北京,100015);
    2(全国食品发酵标准化中心,北京,100015);
    3(酒鬼酒股份有限公司,湖南 吉首,416000)
硕士研究生(钟其顶教授级高级工程师为通讯作者,E-mail:13621101922@139.com)

收稿日期: 2020-04-01

  修回日期: 2020-07-02

  网络出版日期: 2020-12-11

基金资助

科技部国家重点研发计划(2016YFE0113200;2017YFE0110800);国家自然科学基金(31601553;31601580);科技部"十三五"重大科技计划(2016YFF0203903);欧盟地平线2020计划(635690-OLEUM;727864-EU-China-Safe)

Screening of the characteristic markers concerning bottled storage year in fragrant Baijiu using partial least squares regression

  • LI Yicong ,
  • FAN Shuangxi ,
  • JI Xin ,
  • LI Chunyang ,
  • XIN Peng ,
  • SHEN Songqiang ,
  • ZHANG Zehui ,
  • LIU Fenghui ,
  • ZHONG Qiding
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  • 1(China National Institute of Food and Fermentation Industries Co.,LTD.,Beijing 100015,China);
    2(National Standardization Center of Food and Fermentation Industry,Beijing 100015,China);
    3(Jiugui Liquor Co.,LTD.,Jishou 416000,China)

Received date: 2020-04-01

  Revised date: 2020-07-02

  Online published: 2020-12-11

摘要

为研究馥郁香型白酒瓶贮年份的真实性,通过气相色谱直接进样内标测定馥郁香型白酒样品中48 种主要风味组分的含量,结合偏最小二乘回归(partial least squares regression,PLSR)多元统计学方法,建立了馥郁香型成品白酒瓶贮年份PLSR预测模型。该模型相关系数(R2)为0.953 4,校正标准偏差(root mean square error of calibration,RMSEC)为0.215 9,预测标准偏差(root mean square error of prediction,RMSEP)为0.8384,相对分析误差(relative percent deviation,RPD)为4.631 3,模型回归拟合效果好,预测精度高。采用jack-knife方法对PLSR模型回归系数进行显著性检验,筛选出对预测模型有显著影响的特征标记物,发现己酸乙酯、乙醛、辛酸乙酯和正丁醇与馥郁香型白酒瓶贮年份显著相关,为馥郁香型白酒瓶贮年份PLSR预测模型的特征标记物。

本文引用格式

李宜聪 , 樊双喜 , 吉鑫 , 李春扬 , 辛鹏 , 谌松强 , 张泽辉 , 刘凤晖 , 钟其顶 . 偏最小二乘回归法筛选馥郁香型白酒瓶贮年份特征标记物[J]. 食品与发酵工业, 2020 , 46(22) : 14 -20 . DOI: 10.13995/j.cnki.11-1802/ts.024113

Abstract

Direct injection gas chromatography technology was used to quantify the 48 characteristic flavor components in fragrant Baijiu in order to authenticate the bottled storage year of fragrant Baijiu.Partial least squares regression (PLSR) combined with multivariate statistical methods was used to establish the prediction model of bottled storage year of fragrant Baijiu.The R2 of the model was 0.953 4,the root mean square error of calibration (RMSEC) was 0.215 9,the root mean square error of prediction (RMSEP) was 0.838 4,and the relative percent deviation (RPD) was 4.631 3.The research results showed that both the regression fitting effect and the prediction accuracy of the model were good.The jack-knife method was used to test the significance of the regression coefficient of the PLSR model and screen out the characteristic markers of bottled storage year of fragrant Baijiu.The research results showed that ethyl hexanoate,acetaldehyde,ethyl caprylate and normal butanol were significantly correlated with the bottled storage year of fragrant Baijiu.

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