Optimization of a new mathematical model for bacterial growth

细菌生长 滞后 产气荚膜梭菌 指数增长 增长曲线(统计) 生物系统 数学 常量(计算机编程) 增长模型 Gompertz函数 指数函数 应用数学 统计 计算机科学 细菌 生物 数学分析 计算机网络 遗传学 数理经济学 程序设计语言
作者
Lihan Huang
出处
期刊:Food Control [Elsevier BV]
卷期号:32 (1): 283-288 被引量:122
标识
DOI:10.1016/j.foodcont.2012.11.019
摘要

The objective of this work was to optimize a mathematical equation for use as a primary kinetic model that employed a new approach to describe the three-phase growth of bacteria under constant temperature conditions. This research adopted an optimization algorithm in combination with the Runge–Kutta method to solve the differential form of the new growth model in search of an optimized lag phase transition coefficient (LPTC), which is used to define the adaption and duration of lag phases of bacteria prior to exponential growth. Growth curves of Listeria monocytogenes, Escherichia coli O157:H7, and Clostridium perfringens, selected from previously published data, were analyzed to obtain an optimized LPTC for each growth curve and a global LPTC for all growth curves. With the new optimized LPTC, the new growth model could be used to accurately describe the bacterial growth curves with three distinctive phases (lag, exponential, and stationary). The new optimized LPTC significantly improved the performance and applicability of the new model. The results of statistical analysis (ANOVA) suggested that the new growth model performed equally well with the Baranyi model. It can be used as an alternative primary model for bacterial growth if the bacterial adaption is more significant in controlling the lag phase development.
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