Optimal parametric sensitivity control for the estimation of kinetic parameters in bioreactors

被引:22
作者
Keesman, KJ [1 ]
Stigter, JD [1 ]
机构
[1] Univ Wageningen & Res Ctr, Syst & Control Grp, NL-6708 PA Wageningen, Netherlands
关键词
optimal input design; control and optimization; bioreactors; Monod kinetics;
D O I
10.1016/S0025-5564(02)00097-4
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
In this paper the well-known problem of optimal input design is considered. fit particular, the focus is Oil input design for the estimation of kinetic parameters in bioreactors. The problem is formulated as follows: given the model structure (f,g), which is assumed to be affine in the input, and the specific parameter of interest theta(k) find a feedback law that maximizes the sensitivity of the model output to the parameter Under different flow conditions in the bioreactor and, possibly, minimize the input or state costs. Analytical solutions to these problems are presented. As an example a bioreactor with a biomass that grows according to the well-known Monod kinetics is considered. (C) 2002 Elsevier Science Inc. All rights reserved.
引用
收藏
页码:95 / 111
页数:17
相关论文
共 15 条
[1]  
Bryson A.E., 1999, Dynamic Optimization
[2]   On the Lambert W function [J].
Corless, RM ;
Gonnet, GH ;
Hare, DEG ;
Jeffrey, DJ ;
Knuth, DE .
ADVANCES IN COMPUTATIONAL MATHEMATICS, 1996, 5 (04) :329-359
[3]  
Goodwin GC., 1977, DYNAMIC SYSTEM IDENT
[4]   PROCEDURES FOR PARAMETER AND STATE ESTIMATION OF MICROBIAL-GROWTH PROCESS MODELS [J].
HOLMBERG, A ;
RANTA, J .
AUTOMATICA, 1982, 18 (02) :181-193
[5]   Optimal Inputs and Sensitivities for Parameter Estimation [J].
Kalaba, R. E. ;
Spingarn, K. .
JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS, 1973, 11 (01) :56-67
[6]  
Ljung L, 1987, SYSTEM IDENTIFICATIO
[7]  
Monod J., 1942, RECHERCHES CROISSANC
[8]  
MUNACK A, 1989, AMER CONTR CONF CONF, P2010
[9]  
MUNACK A, 1989, COMPUTER APPLICATIONS IN FERMENTATION TECHNOLOGY : MODELLING AND CONTROL OF BIOTECHNOLOGICAL PROCESSES, P195
[10]  
MUNACK A, 1989, COMPUTER APPL FERMEN, P2010