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Modeling and parameter estimation of a nonlinear switching system in fed-batch culture with pH feedback

机译:pH反馈的分批补料非线性切换系统建模与参数估计

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In this paper, we propose a nonlinear switching system to formulate the coupled fed-batch culture with pH feedback of glycerol to 1,3-propanediol by Klebsiella pneumoniae and discuss its some basic properties. The parametric sensitivity functions are also given to obtain the derivatives of solutions with respect to the unknown kinetic parameters. To estimate those parameters from the experimental data, we present a parameter estimation problem with inequality path constraints. By constraint transcription and local smoothing technique, the estimation problem is transformed and solved by an optimization algorithm, which is constructed via sensitivity functions approach. Finally, an illustrative numerical example shows the appropriateness of the nonlinear switching system and the validity of optimization algorithm.
机译:在本文中,我们提出了一种非线性切换系统,以配制由肺炎克雷伯菌引起的pH值反馈甘油到1,3-丙二醇的耦合补料分批培养,并讨论其一些基本特性。还给出了参数灵敏度函数,以获得关于未知动力学参数的解的导数。为了从实验数据估计那些参数,我们提出了具有不等式路径约束的参数估计问题。通过约束转录和局部平滑技术,通过优化算法对估计问题进行转化和求解,该优化算法是通过敏感性函数方法构造的。最后,通过一个数值例子说明了非线性切换系统的适用性和优化算法的有效性。

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