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• 基础研究 •    下一篇

基于主成分与聚类分析的桃汁品质评价

张春岭,刘慧,刘杰超,吕真真,杨文博,王力荣,焦中高   

  1. 中国农业科学院郑州果树研究所
  • 收稿日期:2019-02-22 修回日期:2019-07-24 出版日期:2019-09-15 发布日期:2019-09-23
  • 通讯作者: 焦中高 E-mail:jiaozhonggao@caas.cn

Evaluation of peach juice quality based on principal component analysis and cluster analysis

2, 2, 2,Wen-Bo YANG 2,Zhong-Gao JIAO   

  • Received:2019-02-22 Revised:2019-07-24 Online:2019-09-15 Published:2019-09-23
  • Contact: Zhong-Gao JIAO E-mail:jiaozhonggao@caas.cn

摘要: 为了探讨以不同品种和成熟度桃果实为原料制成的桃汁间的品质差异,选择适宜的制汁品种。对15个早、中熟品种,3个成熟度(Ⅰ、Ⅱ、Ⅲ)果实的出汁率,桃汁的糖、酸组分及含量、总酚含量、褐变度等15个指标进行测定,运用描述性分析、主成分分析和聚类分析对桃汁品质进行综合评价。结果表明,不同品种和成熟度桃汁的品质差异较大。主成分分析一共提取了5个主成分,反映了原变量80.333%的信息。第一、第二主成分主要综合了糖、酸的信息;第三、第四主成分主要综合了出汁率和色泽的信息;第五主成分主要综合了总酚和褐变度的信息。在第一主成分和第二主成分得分图上,综合得分排名较高和较低的品种可以明显区分;通过第一主成分和第三主成分得分图可以将三个成熟度很好地区分。聚类分析将45个样品聚为6类,结果与主成分分析结果基本一致。在所有样品中,综合得分排名第一的是‘中油桃12号’-Ⅲ,排名最后的是‘中桃1号’-Ⅰ。整体而言,黄肉品种桃汁的综合品质较好,中熟品种优于早熟品种,成熟度高的原料制得的桃汁品质好。

关键词: 桃汁, 品种, 成熟度, 主成分分析, 聚类分析, 综合品质

Abstract: The purpose of this study was to investigate the differences in physicochemical properties and nutritional quality of peach juice made from different varieties and maturities. Peach juices made from 15 (early and mid-season) cultivars and 3 maturities(Ⅰ, Ⅱ, Ⅲ) were used and the 15 quality indicators including sugar, acid, total phenols, browning degree and so on were measured and investigated by conventional descriptive statistics, principal component analysis(PCA) and cluster analysis(CA). The results showed that quality indicators varied significantly among different peach cultivars and maturities. Coefficient of variation(CV) of juice yield was lower than 10%, but higher CV values were found in other quality indicators. The 15 quality indicators were investigated by PCA. 5 components were extracted which represented 80.333% of the total variability. The first principal component(PC1) was related to total sugar, soluble solid, sucrose, titratable acid. The second principal component(PC2) was related to fructose, glucose, malic acid, citric acid. The third principal component(PC3) was related to juice yield, L* value. Following that were a* value, b* value (PC4), browning degree and total phenols(PC5). According to weight index and synthetic evaluation of the 5 principal components, the comprehensive evaluation of quality showed significant variance among juice made from different varieties and maturities. The results of synthesis score and principal score plots indicated that the samples with higher score(‘Zhongyoutao 12’-Ⅱ, ‘Zhongyoutao12’-Ⅲ, ‘Red mango’-Ⅱ, ‘Red mango’-Ⅲ, ‘Zhongtao 5’-Ⅰ, ‘Aroma queen’-Ⅰ, ‘Aroma queen’-Ⅱ, ‘Zhongyoutao 8’-Ⅰ, ‘Zhongyoutao 8’-Ⅲ) and lower score(‘Zhongyoutao 11’-Ⅰ, ‘Zhongyoutao 11’-Ⅱ, ‘Zhongtao 1’-Ⅰ, ‘Zhongtao 1’-Ⅱ, ‘Zhongtao 1’-Ⅲ, ‘Chunmei’-Ⅰ) could be distinguished and the others with medium score had a centralized distribution on the plot for PC1 vs. PC2. The plot for PC1 vs. PC3 showed that the maturities were demarcated clearly. Following the scoring axis of PC3 from bottom to top , the first(Ⅰ), second(Ⅱ) and third(Ⅲ) maturity distributed regularly, which indicated that juice yield and L* value increased with the maturity increasing. On the plot for PC1 vs. PC4, the yellow and red flesh(‘Red mango’, ‘Aroma queen’, ‘Zhongyoutao 8’, ‘Wanyanhong’) varieties were located on the first quadrant. These cultivars had not only higher total sugar, sucrose and soluble solid but better color quality. ‘Zhongyoutao 12’-Ⅲ, ‘Aroma queen’-Ⅲ, ‘Red mango’-Ⅱ were located on the forth quadrant of the plot for PC1 vs. PC5. They had higher total sugar, sucrose and soluble solid and total phenols and lower browning degree, so scored thus top 10. CA classified 45 samples into 6 groups on the basis of the measured parameters. The results of CA was consistent with the results of PCA score plots. There were significant differences in quality indicators of peach juice among different varieties and maturities. The synthesis scores of ‘Zhongyoutao12’-Ⅲ ranked first and ‘Zhongtao 1’-Ⅰ ranked the last respectively in all the samples. Overall, peach juice made from yellow flesh cultivars had relatively well composite quality, and samples from mid-season peach varieties had better quality than that from early peach varieties.

Key words: peach juice, cultivar, maturity, principal component analysis, cluster analysis, comprehensive quality

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