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首页> 外文期刊>Journal of Food Science >Effect of Temperature on Microbial Growth Rate-Mathematical Analysis: The Arrhenius and Eyring-Polanyi Connections
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Effect of Temperature on Microbial Growth Rate-Mathematical Analysis: The Arrhenius and Eyring-Polanyi Connections

机译:温度对微生物生长速率的影响-数学分析:Arrhenius和Eyring-Polanyi连接

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摘要

The objective of this work is to develop a mathematical model for evaluating the effect of temperature on the rate of microbial growth. The new mathematical model is derived by combination and modification of the Arrhenius equation and the Eyring-Polanyi transition theory. The new model, suitable for both suboptimal and the entire growth temperature ranges, was validated using a collection of 23 selected temperature-growth rate curves belonging to 5 groups of microorganisms, including Pseudomonas spp., Listeria monocytogenes, Salmonella spp., Clostridium perfringens, and Escherichia coli, from the published literature. The curve fitting is accomplished by nonlinear regression using the Levenberg-Marquardt algorithm. The resulting estimated growth rate (μ) values are highly correlated to the data collected from the literature (R~2 = 0.985, slope = 1.0, intercept = 0.0). The bias factor (Bf) of the new model is very close to 1.0, while the accuracy factor (A{) ranges from 1.0 to 1.22 for most data sets. The new model is compared favorably with the Ratkowsky square root model and the Eyring equation. Even with more parameters, the Akaike information criterion, Bayesian information criterion, and mean square errors of the new model are not statistically different from the square root model and the Eyring equation, suggesting that the model can be used to describe the inherent relationship between temperature and microbial growth rates. The results of this work show that the new growth rate model is suitable for describing the effect of temperature on microbial growth rate.
机译:这项工作的目的是建立一个数学模型来评估温度对微生物生长速率的影响。通过对Arrhenius方程和Eyring-Polanyi过渡理论的组合和修改,得出了新的数学模型。该新模型适用于次优和整个生长温度范围,使用了23种选定的温度-增长率曲线的集合进行了验证,这些曲线属于5种微生物,包括假单胞菌属,单核细胞增生李斯特菌,沙门氏菌属,产气荚膜梭菌,和大肠杆菌,摘自已发表的文献。使用Levenberg-Marquardt算法通过非线性回归来完成曲线拟合。所得的估计生长速率(μ)值与从文献中收集的数据高度相关(R〜2 = 0.985,斜率= 1.0,截距= 0.0)。新模型的偏差因子(Bf)非常接近1.0,而大多数数据集的准确度因子(A {)为1.0至1.22。新模型与Ratkowsky平方根模型和Eyring方程进行了比较。即使有更多参数,新模型的Akaike信息准则,贝叶斯信息准则和均方误差与平方根模型和Eyring方程在统计上也没有差异,这表明该模型可用于描述温度之间的固有关系。和微生物的增长率。这项工作的结果表明,新的增长率模型适合描述温度对微生物增长率的影响。

著录项

  • 来源
    《Journal of Food Science》 |2011年第8期|p.143-150|共8页
  • 作者单位

    U.S. Dept. of Agriculture, Agricultural Research Service, Eastern Regional Research Center, Residue Chemistry and Predictive Microbiology Research Unit,600 E. Mermaid Lane.Wyndmoor, PA 19038, U.S.A;

    U.S. Dept. of Agriculture, Agricultural Research Service, Eastern Regional Research Center, Residue Chemistry and Predictive Microbiology Research Unit,600 E. Mermaid Lane.Wyndmoor, PA 19038, U.S.A;

    U.S. Dept. of Agriculture, Agricultural Research Service, Eastern Regional Research Center, Residue Chemistry and Predictive Microbiology Research Unit,600 E. Mermaid Lane.Wyndmoor, PA 19038, U.S.A;

  • 收录信息 美国《科学引文索引》(SCI);美国《生物学医学文摘》(MEDLINE);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    arrhenius equation; eyring-polanyi transition theory; growth rate; mathematical analysis; temperature effect;

    机译:阿累尼乌斯方程eyring-polanyi过渡理论;增长率;数学分析;温度效应;

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