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具有不确定动力学和输入的生化过程的区间观测器

Interval observers for biochemical processes with uncertain kinetics and inputs.

作者信息

Rapaport A, Dochain D

机构信息

UMR Analyse des Systèmes et Biométrie, Inst. National de la Recherche Agronomique, 2 pl. Viala, 34060 Montpellier, France.

出版信息

Math Biosci. 2005 Feb;193(2):235-53. doi: 10.1016/j.mbs.2004.07.004. Epub 2005 Jan 22.

Abstract

This paper concentrates on the state observation in bioprocesses when there is uncertainty on the process parameters and/or the process inputs. An interval observer is designed on the basis of the cooperativity properties of the model for a standard stirred tank bioreactor model with a single microbial growth and a kinetic model depending on the substrate concentration. Further assumptions are the (lower and upper) boundedness of the specific growth rate and the inlet substrate concentration. Mathematical analysis of the stability and convergence of the interval observer is performed both in absence and in presence of uncertainty on the measurements. It is shown in particular that when the process inputs are known, the static observation error on the unknown state is inversely proportional to one of the observer gains. The performance of the interval observer are also illustrated through numerical simulation.

摘要

本文聚焦于生物过程中的状态观测,此时过程参数和/或过程输入存在不确定性。基于具有单一微生物生长的标准搅拌罐生物反应器模型以及依赖于底物浓度的动力学模型的协同性质,设计了一个区间观测器。进一步的假设是比生长速率和入口底物浓度的(下限和上限)有界性。在测量不存在不确定性和存在不确定性的情况下,都对区间观测器的稳定性和收敛性进行了数学分析。特别表明,当过程输入已知时,未知状态的静态观测误差与其中一个观测器增益成反比。还通过数值模拟说明了区间观测器的性能。

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