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On the effect of sampling rate and experimental noise in the discrimination between microbial growth models in the suboptimal temperature range

机译:在次优温度范围内,采样率和实验噪声对区分微生物生长模型的影响

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摘要

Biochemical and microbial processes benefit from mathematical models. Often microbial kinetics are described as a function of environmental conditions in models exploited in predictive microbiology. Based on the organism different model structures are available. However, the aim is to determine the model that describes the system best. This work deals with secondary models describing microbial kinetics in the suboptimal temperature range and their possibility to be discriminated. The used models are the cardinal temperature model with inflection and its adapted version. The method of Optimal Experiment Design for Model Discrimination is used to investigate the practical (in)feasibility of model discrimination given different noise and sampling frequency values. Results point out the required steps and the possibilities of the method for model discrimination. It has been observed that discrimination is possible at various noise and sampling frequency levels. Moreover, also the corresponding increase in required experimental effort has been obtained.
机译:生化和微生物过程受益于数学模型。在预测微生物学中开发的模型中,通常将微生物动力学描述为环境条件的函数。基于生物,可以使用不同的模型结构。但是,目的是确定最能描述系统的模型。这项工作涉及描述次优温度范围内微生物动力学及其被区分可能性的二级模型。使用的模型是带拐点的基数温度模型及其改编版本。使用模型识别的最佳实验设计方法来研究在给定不同噪声和采样频率值的情况下模型识别的实际(不可行)可行性。结果指出了模型判别方法的必要步骤和可能性。业已发现,在各种噪声和采样频率水平下都可能有区别。此外,还获得了所需实验工作量的相应增加。

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