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《食品工业科技》F5000论文展播:基于主成分分析和聚类分析综合评价蒸谷米的品质特性(2022年)

《食品工业科技》F5000论文展播:基于主成分分析和聚类分析综合评价蒸谷米的品质特性(2022年) 食品工业科技编辑部
2023-07-13
3

基于主成分分析和聚类分析综合评价蒸谷米的品质特性





目的:蒸谷米具有易于消化吸收、籽粒结构紧实、糙米率高、碎米率低、出饭率高和耐储存等优点。当前,针对不同品种稻谷制备蒸谷米并对其品质性状和糊化特性进行系统分析评价的研究鲜有报道。本文选取12个不同品种的稻谷原料并将其制备成蒸谷米,对蒸谷米品质性状及糊化特性进行系统分析,探索不同品种稻谷制得的蒸谷米品质特性的变化,进而筛选出最适制备蒸谷米的专用稻品种及影响蒸谷米品质的关键性指标。


方法:利用蒸谷米品质指标的描述性分析、相关性分析、糊化特性分析及主成分分析法和聚类分析法探讨蒸谷米的品质特性并建立其评价体系。首先,选取12个不同品种的稻谷原料制备蒸谷米,并对其碾磨品质、外观品质、营养品质、食味品质和糊化特性的品质指标进行测定分析,考察不同品种稻谷制得的蒸谷米各项品质指标之间的差异性。同时,采用主成分分析法和聚类分析法对蒸谷米的品质进行综合性评价并建立蒸谷米品质评价模型,通过该评价模型筛选出最适制备蒸谷米的专用稻品种及影响品质的关键性指标。


结果:通过对蒸谷米品质指标进行描述性分析可知,实验所选蒸谷米受试材料各项指标测定值均在可接受范围内,其品质特性差异较大,具有一定的广泛性和代表性。综合相关性分析和糊化特性分析发现,蒸谷米碾磨品质、外观品质、营养品质和食味品质及其糊化特性各指标之间存在一定的相关性,且各指标测定值所呈现的信息出现重叠现象,因此可应用主成分分析和聚类分析的方法对蒸谷米品质指标通过降维来简化数据结构,进而提高不同品种稻谷制备蒸谷米品质特性综合评价的精准性。通过聚类分析发现,在欧氏距离为2.5处时,可将蒸谷米品质指标划分为5大类,并结合主成分荷载分析结果,最终确定爆腰率、黄米粒、外观、蛋白质、崩解值、峰值黏度、最终黏度和回生值8个指标作为评价蒸谷米品质优劣的关键性指标;在欧氏距离为5时,制备蒸谷米的12个稻谷品种可划分为4类,同时结合主成分分析中因子得分与综合得分结果可知,由“玉针香”制得的蒸谷米的综合得分最高,即蒸谷米品质最佳,“贵丰优 785”和“金麻粘”的综合得分次之,且其与“玉针香”同聚为一类,故这3个稻谷品种制得的蒸谷米品质之间存在密切的相关性,结果表明“玉针香”、“贵丰优785”和“金麻粘”均属于品质较优的一类,而“大粒香”的品质最差,其次为“粤丰 B”。


结论:通过对12个不同品种稻谷制得的蒸谷米的品质特性和糊化特性各项指标进行综合性分析,可以进一步判断蒸谷米各项品质指标之间的差异性及蒸谷米在不同品质性状之间所呈现出不同程度的变化。同时,通过主成分分析和聚类分析法可高效准确的为蒸谷米专用稻品种的筛选及影响品质关键性指标的确定提供理论基础和技术指导。




图片来源于图司机





Objectives:The parboiled rice has more advantages including easy digestion and absorption, compact grain structure, high percentage of brown rice, low percentage of broken rice, high percentage of rice and storage. At present, there are few reports on the systematic analysis and evaluation of quality characters and gelatinization properties of parboiled rice prepared from different rice varieties. Twelve different rice raw materials were selected and prepared into parboiled rice. The quality characteristics and gelatinization properties of parboiled rice were systematically analyzed to explore the changes in the quality characteristics of parboiled rice derived from different rice varieties, and screening the most suitable rice varieties for preparing parboiled rice, also selecting the key proxies affecting the quality of parboiled rice.


Methods:Descriptive statistics, correlation analysis, gelatinization properties analysis, principal component analysis (PCA) and cluster analysis (CA) were used to explore the quality characteristics of parboiled rice and establish its evaluation system. The first thing was to use 12 varieties parboiled rice for quality (milling, appearance, nutrition, taste and gelatinization) analysis. The quality of parboiled rice was comprehensively evaluated by PCA and CA. The special rice varieties suitable for preparing parboiled rice and the key indexes affecting the quality were screened out through the evaluation model. 


Results:Descriptive statistics showed that the measured values of each index of the selected parboiled rice materials were within the acceptable range, and their quality characteristics were quite different, which had a certain degree of generality and representativeness. Comprehensive correlation analysis and gelatinization properties analysis found that there was a certain correlation between the quality (milling, appearance, nutrition, taste and gelatinization) of parboiled rice, and the information presented by the measured values of each index appeared overlapping phenomenon. Therefore, PCA and CA could be applied to simplify the data structure of the quality index of parboiled rice via dimensionality reduction, improving the valuation precision of different varieties of parboiled rice quality characteristics CA found when the Euclidean distance 2.5, parboiled rice quality indexes can be divided into 5 major categories, and combined with principal component load analysis, 8 quality indexes including the crack ratio, yellow rice, appearance, protein, the breakdown, the peak viscosity, the final viscosity and setback first were sufficient to evaluate the quality of parboiled rice. As the Euclidean distance was 5, the 12 different parboiled rice varieties could be divided into 4 categories. Combined with the factor score and comprehensive score results of PCA, the parboiled rice produced by ‘Yuzhenxiang’ had the highest comprehensive score, followed by ‘Guifeng you 785’ and ‘Jinmazhan’, which were grouped into the same category with ‘Yuzhenxiang’. Therefore, there was closely relevent between the parboiled rice quality of the three rice varieties. The results showed that ‘Yuzhenxiang’, ‘Guifengyou 785’ and ‘Jinmazhan’ all belonged to the category of better quality, while ‘Dalixiang’ had the worst quality, followed by ‘Yuefeng B’.


Conclusion:Through the comprehensive analysis of the quality characteristics and gelatinization properties of parboiled rice prepared from 12 different rice varieties, the differences between the quality indicators and the changes of differences in the quality traits of parboiled rice can be further judged. Meanwhile, PCA and CA can effectively provide theoretical basis and technical guidance for the screening of suitable rice varieties and  determining key indexes affecting the quality of parboiled rice.





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