反馈线性化控制器与Unscented卡尔曼滤波器耦合用于乳酸调节

Karen Gonzalez, S. Tebbani, D. Dumur, F. Lopes, D. Pareau, A. Thorigné, S. Givry
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引用次数: 2

摘要

本文研究了乳酸生物技术生产过程中乳酸浓度调控规律的建立。所研究的系统是在一个连续的生物反应器中,以小麦粉为原料。生物反应器中同时发生三个反应:面筋水解、麦芽糖糖化和葡萄糖发酵。本文考虑了后两个反应的优化问题。首先确定使生物过程生产率最大化的最佳设定值。然后,设计了状态反馈线性化控制器,使乳酸浓度保持在该最优设定点。然而,这种控制律需要所有状态变量的知识。由于唯一的在线测量是乳酸浓度,因此必须开发鲁棒且有效的非测量状态估计器。本文提出了一种Unscented卡尔曼滤波器(UKF)来估计生物反应器中的生物量和底物浓度,并将其与反馈线性化控制律相结合。通过数值仿真来评估控制律的性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Feedback linearizing controller coupled to an Unscented Kalman filter for lactic acid regulation
This paper deals with the development of a control law for the regulation of the lactic acid concentration in its biotechnological production process. The studied system consists in a continuous bioreactor using wheat flour as raw material. Three reactions take place at the same time in the bioreactor: the gluten hydrolysis, the maltose saccharification and the glucose fermentation. This paper considers the optimization of the two last reactions. The optimal set point that maximizes the bioprocess productivity is first determined. Then, a state feedback linearizing controller is developed to maintain the lactic acid concentration at this optimal set point. Nevertheless, knowledge of all states variables is required for this kind of control law. Since the sole online measurement is the lactic acid concentration, robust and efficient estimators of the non-measured states have to be developed. In this paper, an Unscented Kalman filter (UKF) is proposed to estimate the biomass and substrates concentrations in the bioreactor and is then coupled with the feedback linearizing control law. Numerical simulations have been carried out to assess the control law performance.
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