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Sensitivity analysis and parameter identification for a nonlinear time-delay system in microbial fed-batch process

机译:微生物补料分批非线性时滞系统的灵敏度分析与参数辨识

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Developing suitable dynamic models of bioprocess is a difficult issue in bioscience. In this paper, considering the microbial metabolism mechanism, i.e., the production of new bio-mass is delayed by the amount of time it takes to metabolize the nutrients, in glycerol bio-conversion to 1,3-propanediol, we propose a nonlinear time-delay system to formulate the fed-batch fermentation process. Some important properties are also discussed. Then, in view of the effect of time-delay and the high number of kinetic parameters in the system, the parametric sensitivity analysis is used to determine the key parameters. Finally, a parameter identification model is presented and a global optimization method is developed to seek the optimal key parameters. Numerical results show that the nonlinear time-delay system can describe the fed-batch fermentation process reasonably.
机译:开发合适的生物过程动力学模型是生物科学中的难题。在本文中,考虑到微生物的代谢机制,即新生物质的产生被营养物质代谢所花费的时间延迟,在甘油生物转化为1,3-丙二醇的过程中,我们提出了一个非线性时间延迟系统来制定分批补料发酵过程。还讨论了一些重要的属性。然后,考虑到时延的影响和系统中大量的动力学参数,使用参数灵敏度分析来确定关键参数。最后,提出了一种参数辨识模型,并提出了一种全局优化方法来寻找最优关键参数。数值结果表明,非线性时滞系统可以合理地描述分批补料发酵过程。

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