首页> 外文会议>EU Advanced Workshop on Dynamical Modeling in Biotechnology, May 27-Jun 9, 1996, Villa Gualino, Torino, Italy >STRUCTURED MATHEMATICAL MODELS FOR DYNAMICS OF MICROBIAL GROWTH: FIRST ORDER AND DISCRETE TIME DELAYS
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STRUCTURED MATHEMATICAL MODELS FOR DYNAMICS OF MICROBIAL GROWTH: FIRST ORDER AND DISCRETE TIME DELAYS

机译:微生物生长动力学的结构化数学模型:一阶和离散时间延迟

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摘要

Kinetic models for microbial growth are usually derived from pseudo steady-state assumptions. Dynamic conditions in the environment of the microorganisms may lead to complex responses within the metabolism of the organisms. Observing the macroscopic variables like biomass or substrate concentration, the effect of changes of metabolism within the cells results in transient behavior, which can be summarized under the term "biological inertia". This work shows two different modeling approaches for this effect, introducing a growth governing intracellular concentration, which changes after a time delay according to environmental changes. These delays are modeled by a first order and a discrete time delay respectively. Parameter estimation fom experimental data and model discrimination shows, that the discrete time delay is more suited for data representation. This is related to the concept of "maturation" of intracellular compounds, between induction of intracellular processes and the resulting activity often a discrete time delay is observed.
机译:微生物生长的动力学模型通常来自伪稳态假设。微生物环境中的动态条件可能导致生物体内新陈代谢的复杂反应。观察宏观变量,例如生物量或底物浓度,细胞内新陈代谢变化的影响导致瞬时行为,这可以概括为术语“生物惯性”。这项工作显示了两种不同的建模方法来实现这种效果,引入了一种控制细胞内浓度的生长,该浓度随时间的变化会根据环境变化而变化。这些延迟分别由一阶和离散时间延迟建模。实验数据的参数估计和模型辨识表明,离散时间延迟更适合于数据表示。这与细胞内化合物的“成熟”的概念有关,在细胞内过程的诱导和所产生的活性之间,通常观察到离散的时间延迟。

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