基于PLS模型的葡萄酒质量评价
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The Quality Evaluation of Wine Based on PLS Model
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    摘要:

    利用2012年全国大学生数学建模竞赛A题所给数据,建立了偏最小二乘回归(PLS)分析模型,选取包括芳香物质在内的所有的酿酒葡萄和葡萄酒理化指标作为自变量,以葡萄酒的质量作为因变量建立模型。通过自变量和因变量提取成分的贡献率的计算,选取了可以解释自变量比率为86.28%的13个成分对,得到葡萄酒的质量与所有理化指标之间的PLS回归方程。利用标准化指标变量的回归方程,得到对葡萄酒的质量影响较大的理化指标有23个,其中13个正向指标,10个负向指标,正向指标中影响系数最大是葡萄的干物质含量(影响系数为0.3614),负向指标中影响系数最大的是葡萄的褐变度(影响系数为-0.3788)。用Matlab编程对模型的精度进行了检验。检验结果表明如果不考虑酿酒工艺等技术、环境因素的影响,利用理化指标根据建立的偏最小二乘回归模型预测葡萄酒的质量具有很高的可信度。

    Abstract:

    This paper established a model of partial least squares regression analysis (PLS), the use of the 2012 National Undergraduate Mathematical Contest in Modeling A title given data , including selected aromatic substances , including all of the physical and chemical indicators of wine grapes and wine as independent variables to wine quality as the dependent variable to model . Extracts calculated by the independent variables and the dependent variable contribution rate can be explained by the independent variables selected ratio was 86.28% of the 13 ingredients right, get the PLS regression equation with all the physical and chemical quality of the wine between indicators . The use of standardized indicators variable regression equation to obtain a greater impact on the quality of the wine has 23 physical and chemical indicators , the dry matter content of which 13 positive indicators , 10 negative indicators , positive indicators are the biggest factor affecting grapes ( impact factor of 0.3614 ) , negative indicator is the biggest factor affecting the degree of browning grapes ( impact factor is -0.3788 ) . Matlab programming for the accuracy of the model was tested . Test results show that if you do not consider the technical , environmental factors such as brewing process , the use of physical and chemical indicators have high credibility based on partial least squares regression model to predict the quality of the wine establishment.

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席倩,万冰越.基于PLS模型的葡萄酒质量评价[J].科技与产业,2014,(02):88-93

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  • 在线发布日期: 2014-04-08
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