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(生物)化学反应扩散过程中模式形成的实时非线性反馈控制:一项模型研究

Real-time nonlinear feedback control of pattern formation in (bio)chemical reaction-diffusion processes: a model study.

作者信息

Brandt-Pollmann U, Lebiedz D, Diehl M, Sager S, Schlöder J

机构信息

Interdisciplinary Center for Scientific Computing, Im Neuenheimer Feld 368, D-69120 Heidelberg, Germany.

出版信息

Chaos. 2005 Sep;15(3):33901. doi: 10.1063/1.1955387.

Abstract

Theoretical and experimental studies related to manipulation of pattern formation in self-organizing reaction-diffusion processes by appropriate control stimuli become increasingly important both in chemical engineering and cellular biochemistry. In a model study, we demonstrate here exemplarily the application of an efficient nonlinear model predictive control (NMPC) algorithm to real-time optimal feedback control of pattern formation in a bacterial chemotaxis system modeled by nonlinear partial differential equations. The corresponding drift-diffusion model type is representative for many (bio)chemical systems involving nonlinear reaction dynamics and nonlinear diffusion. We show how the computed optimal feedback control strategy exploits the system inherent physical property of wave propagation to achieve desired control aims. We discuss various applications of our approach to optimal control of spatiotemporal dynamics.

摘要

在化学工程和细胞生物化学领域,通过适当的控制刺激来操纵自组织反应扩散过程中图案形成的理论和实验研究变得越来越重要。在一项模型研究中,我们在此示例性地展示了一种高效的非线性模型预测控制(NMPC)算法在由非线性偏微分方程建模的细菌趋化系统中图案形成的实时最优反馈控制中的应用。相应的漂移扩散模型类型代表了许多涉及非线性反应动力学和非线性扩散的(生物)化学系统。我们展示了计算出的最优反馈控制策略如何利用系统固有的波传播物理特性来实现期望的控制目标。我们讨论了我们的方法在时空动力学最优控制中的各种应用。

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