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典型掺假蜂蜜的电子鼻信息变化特征及判别能力
  • ISSN号:1002-6819
  • 期刊名称:农业工程学报
  • 时间:2015.1.15
  • 页码:325-331
  • 分类:S896.1[农业科学—特种经济动物饲养;农业科学—畜牧兽医]
  • 作者机构:上海大学生命学院, 中国标准化研究院食品与农业标准化研究所, 上海大学计算机工程与科学学院
  • 相关基金:国家自然科学基金资助项目(31101292)
  • 相关项目:蜂蜜品质智能嗅觉表征的差异化信息挖掘研究
中文摘要:

为建立蜂蜜掺假快速检测方法,该文利用电子鼻并结合主成分分析(principal component analysis,PCA)数据处理方法研究了掺入10%、20%、30%、40%、50%、60%、70%油菜蜜和大米糖浆的掺假蜂蜜的电子鼻信息变化特征,并以掺假蜂蜜的电子鼻信息变化特征为指导,结合判别因子分析(linear discriminant analysis,LDA)模式识别算法研究了电子鼻对掺假蜂蜜的定性识别分析能力。结果表明,掺假蜂蜜的电子鼻信息呈现线性变化,并且电子鼻对掺假蜂蜜有较强的敏感力。LDA模式识别算法可以将纯蜂蜜样品与掺假蜂蜜样品很好的区分开,LDA掺假判别模型正确识别率为94.7%,该技术可以为蜂蜜掺假鉴别提供技术支撑。

英文摘要:

To establish a method for rapid detection of honey adulteration,in this paper, Acacia honey, Jing nectar, Date honey of market liquidity greatly and rape honey, rice syrup of typical adulterated substances were studied, the electronic nose (e-nose) information of natural honey and adulterated honey that was made by incorporation 10%, 20%, 30%, 40%, 50%, 60%, 70%rape honey and rice syrup were collected by FOX4000 e-nose. The data processing method of principal component analysis (PCA) was employed to study information variation characteristics of the electronic nose of natural honey and adulterated honey, and the minimum amount added that adulterated substances cause honey aroma system changes. On the basis of information variation characteristics of the electronic nose was as the guidance, the pattern recognition algorithm of Linear Discriminant Analysis (LDA) was employed to study the ability of qualitative recognition of electronic nose for adulterated honey. The results showed that there was a linear relationship between e-nose signals and the level of adulteration. Adulterated honey samples array from right to left with the increase in the content of adulteration in the direction of the principal component 1, adulterated samples of incorporation rape honey and rice syrup both located on the left side of pure acacia honey and arrayed from right to left in the direction of the principal component 1. The linear relationship of adulterated information was not affected by nectar, and the adulterated samples of date honey, Jing nectar, acacia honey had the same regular pattern, and the linear relationship of adulterated information had universality in honey. The minimum amount to be added of rape honey and rice syrup as adulterated substances that can cause honey aroma system changes were 2% and 1%, respectively. Honey aroma system can easily be changed by added substances. This showed that the electronic nose had a strong discriminable ability for honey adulteration. The linear discriminant analysis linear that wa

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期刊信息
  • 《农业工程学报》
  • 北大核心期刊(2011版)
  • 主管单位:中国科学技术协会
  • 主办单位:中国农业工程学会
  • 主编:朱明
  • 地址:北京朝阳区麦子店街41号
  • 邮编:100125
  • 邮箱:tcsae@tcsae.org
  • 电话:010-59197076 59197077 59197078
  • 国际标准刊号:ISSN:1002-6819
  • 国内统一刊号:ISSN:11-2047/S
  • 邮发代号:18-57
  • 获奖情况:
  • 百种中国杰出学术期刊,中国精品科技期刊,中国科协精品科技期刊工程项目期刊,RCCSE中国权威学术期刊
  • 国内外数据库收录:
  • 俄罗斯文摘杂志,美国化学文摘(网络版),英国农业与生物科学研究中心文摘,荷兰文摘与引文数据库,美国工程索引,美国剑桥科学文摘,日本日本科学技术振兴机构数据库,中国中国科技核心期刊,中国北大核心期刊(2004版),中国北大核心期刊(2008版),中国北大核心期刊(2011版),中国北大核心期刊(2014版),英国食品科技文摘,中国北大核心期刊(2000版)
  • 被引量:93231