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中国精品科技期刊2020
宋磊, 刘苗苗, 郭燕风, 王宜磊. 发酵液中透明质酸含量的快速估测方法[J]. 食品工业科技, 2020, 41(17): 263-268. DOI: 10.13386/j.issn1002-0306.2020.17.044
引用本文: 宋磊, 刘苗苗, 郭燕风, 王宜磊. 发酵液中透明质酸含量的快速估测方法[J]. 食品工业科技, 2020, 41(17): 263-268. DOI: 10.13386/j.issn1002-0306.2020.17.044
SONG Lei, LIU Miao-miao, GUO Yan-feng, WANG Yi-lei. Method of Rapid Estimation the Content of Hyaluronic Acid from Fermentation Broth[J]. Science and Technology of Food Industry, 2020, 41(17): 263-268. DOI: 10.13386/j.issn1002-0306.2020.17.044
Citation: SONG Lei, LIU Miao-miao, GUO Yan-feng, WANG Yi-lei. Method of Rapid Estimation the Content of Hyaluronic Acid from Fermentation Broth[J]. Science and Technology of Food Industry, 2020, 41(17): 263-268. DOI: 10.13386/j.issn1002-0306.2020.17.044

发酵液中透明质酸含量的快速估测方法

Method of Rapid Estimation the Content of Hyaluronic Acid from Fermentation Broth

  • 摘要: 为快速估测出发酵液中透明质酸含量,对发酵液中透明质酸含量与菌体量、浊度、粘度、电导率、还原糖含量进行相关性分析及偏相关性分析,选择与透明质酸含量相关性最为显著指标构建一元线性回归、二次项曲线回归以及BP神经网络数学模型,并对模型估测发酵液中透明质酸含量进行验证。结果表明:在显著性水平P<0.01下,发酵液浊度、电导率与透明质酸含量不存在相关性;菌体量与透明质酸含量存在虚假性相关;粘度及还原糖含量与透明质酸含量显著相关,系数分别为0.984、-0.869,粘度与透明质酸含量相关性最为显著,可作为估测发酵液中透明质酸含量的唯一指标;利用三种数学模型对发酵液中透明质酸含量进行估测验证表明BP神经网络模型的估测最为准确,方差仅为1.89×10-2,通过测定发酵液粘度可快速准确估测出发酵液中透明质酸含量。

     

    Abstract: In order to rapidly estimate out hyaluronic acid content in fermentation broth,the relativities and partial correlation analysis between hyaluronic acid content with biomass,turbidity,conductivity,viscosity,reducing sugar were analyzed. The most significant indicators related to the content of hyaluronic acid were selected to construct the mathematical models of linear fitting,quadratic curve regression,BP neural network,and the models were verified to estimate the content of hyaluronic acid in fermentation broth. The results showed that at 0.01 level of significance,there was little relativity between turbidity,conductivity in fermentation broth and hyaluronic acid content;biomass had a false correlation with hyaluronic acid content;yet the relationships between hyaluronic acid content and viscosity,reducing sugar in fermentation broth was perfectly association,the correlation coefficients were 0.984,-0.869 respectively. The results showed that viscosity was the most significantly correlated with hyaluronic acid content,viscosity in fermentation broth could be considered as the optimized characteristic indicators to estimate hyaluronic acid content and structuct mathematic models. Three mathematic models were tested by estimation experiment of the hyaluronic acid content in fermentation broth showed that the estimation by BP neural network was the best and the variance was only 1.89×10-2. The content of hyaluronic acid could be quickly and accurately estimated by measuring the viscosity of fermentation broth.

     

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