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中国精品科技期刊2020
张薇薇, 张秀玲. 基于主成分分析和聚类分析的苹果香气成分比较及品种分类研究[J]. 华体会体育, 2018, 39(17): 217-224. DOI: 10.13386/j.issn1002-0306.2018.17.036
引用本文: 张薇薇, 张秀玲. 基于主成分分析和聚类分析的苹果香气成分比较及品种分类研究[J]. 华体会体育, 2018, 39(17): 217-224. DOI: 10.13386/j.issn1002-0306.2018.17.036
ZHANG Wei-wei, ZHANG Xiu-ling. Comparative on Apple Aroma Components and Variety Classification Study based on Principal Component Analysis and Cluster Analysis[J]. Science and Technology of Food Industry, 2018, 39(17): 217-224. DOI: 10.13386/j.issn1002-0306.2018.17.036
Citation: ZHANG Wei-wei, ZHANG Xiu-ling. Comparative on Apple Aroma Components and Variety Classification Study based on Principal Component Analysis and Cluster Analysis[J]. Science and Technology of Food Industry, 2018, 39(17): 217-224. DOI: 10.13386/j.issn1002-0306.2018.17.036

基于主成分分析和聚类分析的苹果香气成分比较及品种分类研究

Comparative on Apple Aroma Components and Variety Classification Study based on Principal Component Analysis and Cluster Analysis

  • 摘要: 为了探明选用的14种苹果间主要香气成分的差异,采用顶空固相微萃取(HS-SPME)结合气相色谱与质谱联用(GC-MS)对14种苹果的香气成分进行检测分析,并对检测结果进行主成分分析与聚类分析。结果表明,本实验共检测出73种香气成分,其中8种成分为所有品种苹果所共有,分别是乙酸己酯、己酸己酯、2-甲基-1-丁醇、1-己醇、1-辛醇、己醛、反式-2-己烯醛、α-法呢稀。主成分分析表明,寒富和昌红苹果综合得分较高,秦冠和秋锦苹果综合得分最低,该排名可以直观的反映出苹果间差异。聚类分析表明,14种苹果可分为四类:第一类聚集了11个品种,即山东富士、王林、新疆冰糖心富士、寒富、小国光、华富、秦冠、甘肃富士、乔纳金、河北富士。第二类聚集了2个品种,即新红星和国光。秋锦和昌红自成一类。将两种分析方法结合,筛选得到的不同产地富士、王林、昌红和寒富四种苹果香型特点更为突出,为育种者和消费者优选苹果提供理论基础和参考。

     

    Abstract: In order to find out the differences of the main aroma components among the 14 apples selected, the aroma components of 14 apples were detected by headspace solid-phase microextraction (HS-SPME) combined with gas chromatography-mass spectrometry (GC-MS) and the test results of principal component analysis and cluster analysis. The results showed that 73 kinds of aroma components were detected in this experiment, of which 8 kinds of ingredients were common to all cultivars, namely hexyl acetate, hexyl hexanoate, 2-methyl-1-butanol, 1-octanol, hexanal, trans-2-hexenal, alpha-farnesene. Principal component analysis showed that the comprehensive scores of Hanfu and Changhong apples were higher, and the scores of Qinguan and Qiujin apples were the lowest. The rankings could intuitively reflect the differences among apples. Cluster analysis showed that 14 kinds of apples could be divided into four categories:The first group consisted of 11 varieties, namely Shandong Fuji, Wanglin, Xinjiang Bingtang Fuji, Hanfu, Xiaoguoguang, Huafu, Qinguan, Gansu Fuji, Jonathan, Hebei Fuji. The second category gathered two varieties, the Xinhongxing and the Guoguan. Qiujin and Changhong from a class.Combining the two analytical methods, the results showed that the four apple flavors of Fuji, Wanglin, Changhong and Hanfu were more prominent in different producing areas, which provided the theoretical basis and references for breeders and consumers to choose the best apples.

     

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