External optimal control of self-organisation dynamics in a chemotaxis reaction diffusion system.

D Lebiedz, H Maurer
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引用次数: 27

Abstract

Detailed quantitative understanding and specific external control of cellular behaviour are general long-term goals of modem bioscience research activities in systems biology. Pattern formation and self-organisation processes both in single cells and in distributed cell populations are phenomena which are highly significant for the functionality of life, because life requires to maintain a highly organised spatiotemporal system structure. In particular chemotaxis is crucial for various biological aspects of intercellular signalling and cell aggregation. As an example for model based control of self-organising biological systems, we describe numerical optimal control of E. coli bacterial chemotaxis based on a 1-D two-component partial differential equation (PDE) model of reaction diffusion type. We present a numerical scheme to force cell aggregation patterns to particular desired results by applying a boundary influx control of chemoattractant without interfering with the system itself. Optimal controls are numerically computed by using a specially tailored interior point optimisation technique applied to a direct collocation discretisation of the control function and the PDE constraint. The objective to be minimised is the deviation of a desired cell distribution from the cell density, which results from the dynamics of the controlled system.

趋化反应扩散系统自组织动力学的外部最优控制。
细胞行为的详细定量理解和特定的外部控制是系统生物学中现代生物科学研究活动的一般长期目标。模式形成和自组织过程在单细胞和分布式细胞群体中都是对生命功能非常重要的现象,因为生命需要保持高度有组织的时空系统结构。特别是趋化性对细胞间信号传导和细胞聚集的各种生物学方面至关重要。作为自组织生物系统基于模型控制的一个例子,我们描述了基于反应扩散型1-D双组分偏微分方程(PDE)模型的大肠杆菌趋化性的数值最优控制。我们提出了一种数值方案,通过应用化学引诱剂的边界内流控制来强制细胞聚集模式达到特定的期望结果,而不干扰系统本身。最优控制通过使用专门定制的内部点优化技术应用于控制函数和PDE约束的直接搭配离散化来进行数值计算。要最小化的目标是期望的细胞分布与细胞密度的偏差,这是由受控系统的动力学引起的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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