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An Observer for Mass-action Chemical Reaction Networks

机译:大规模作用化学反应网络的观察员

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摘要

In biological research, experimental data analysis plays an important role since it enables quantitative understanding of biochemical processes. On the other hand, today's measurement techniques, in continuous development, generally allow measuring a subset of the major system's variables.rnSuch major issue can be tackled by relying on a system's and mathematical approach. For instance, first principles modelling of metabolic or signal transduction networks typically leads to a set of nonlinear differential equations. In this paper, we devise a nonlinear observer specifically suited for models of biochemical reaction networks. We show that the observer is locally convergent under certain observability conditions which can be inferred by elementary network analysis.rnThe applicability and performance of the outlined observer are shown considering the state estimation problem for a benchmark biochemical reaction network.
机译:在生物学研究中,实验数据分析起着重要作用,因为它可以定量了解生化过程。另一方面,当今的测量技术在不断发展中,通常可以测量主要系统变量的子集。可以通过依靠系统的数学方法来解决这些主要问题。例如,代谢或信号转导网络的第一原理建模通常会导致一组非线性微分方程。在本文中,我们设计了一个非线性观测器,特别适用于生化反应网络模型。我们证明了观察者在某些可观察性条件下是局部收敛的,这可以通过基本网络分析来推断。考虑到基准生化反应网络的状态估计问题,概述了观察者的适用性和性能。

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