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基于主成分分析的不同品种龙眼干品质综合评价

Comprehensive Evaluation of Dried Longan Quality of Different Varieties Based on Principal Component Analysis

  • 摘要: 为评价不同品种龙眼干品质,构建综合评价体系,选取7个品种龙眼干对其12个理化指标进行测定,并结合主成分分析、聚类分析等方法对龙眼干品质进行综合评价。结果表明:所取龙眼干品种品质指标间差异显著,还原糖与总糖、可溶性糖与总糖、蛋白质与还原糖均呈极显著正相关(P<0.01),氨基酸与可溶性糖呈极显著负相关(P<0.01);主成分分析显示,前4个主成分累计方差贡献率达86.511%;通过综合得分进行排名可知,古山二号和石硖为品质较优品种;通过聚类分析得出,7个品种龙眼干可聚为3类,不同类别间品质存在较大差异,通过K值聚类分析将7个品种龙眼干聚为A、B、C三类,其品质从高到低依次为C类(古山二号、石硖)>B类(FD310、储良)>A类(草埔、凤大晚香、凤大晚蜜)。聚类分析结果与主成分得分对龙眼干品种分类的判定结果较为一致,均可用于综合评价龙眼干品种品质。

     

    Abstract: In order to evaluate the quality of different varieties of dried longan and construct a comprehensive evaluation system, the 12 chemical and physical indicators of 7 longan varieties were determined, and the quality of dried longan were evaluated comprehensively using principal component analysis and cluster analysis. The results showed that the quality indicators of the dried longan varieties selected had significant differences. There was a very significant positive correlation between reducing sugar and total sugar, soluble sugar and total sugar,protein and reducing sugar(P<0.01), and a very significant negative correlation between amino acids and soluble sugar(P<0.01). The principal component analysis showed that the cumulative variance contribution rate of the first four principal components reached 86.511%. The comprehensive score showed that Gushan No.2 and Shixia were the better quality varieties. Through cluster analysis, the 7 dried longan varieties could be grouped into 3 categories, and there were great differences in quality among different categories. Through the K value cluster analysis, the 7 longanvarieties could be guouped into 3 catories: A,B, and C, and their quality from high to low was as follows: C(Gushan No.2, Shixia)>B(FD310, Chuliang)>A(Caopu, Fengda wanmi and Fengda wanxiang). The results of cluster analysis were more consistent with those of principal component scores in classification of dried longan varieties, and both analysis could be used to evaluate the quality of dried longan varieties comprehensively.

     

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