Identification of reaction networks for bioprocesses: determination of a partially unknown pseudo-stoichiometric matrix

被引:32
作者
Bernard, O
Bastin, G
机构
[1] INRIA, COMORE, F-06902 Sophia Antipolis, France
[2] Catholic Univ Louvain, CESAME, B-1348 Louvain, Belgium
关键词
modelling; nonlinear systems; bioreactors; validation;
D O I
10.1007/s00449-005-0407-3
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
In this paper we propose a methodology to determine the structure of the pseudo-stoichiometric coefficient matrix K in a mass balance-based model and to identify its coefficients from a set of available data. The first stage consists in estimating the number of reactions that must be taken into account to represent the main mass transfer within the bioreactor. This provides the dimension of K. Then we propose a method to directly determine the structure of the matrix (i.e. mainly its zeros and the signs of its coefficients). These methods are illustrated with simulations of a process of lipase production from olive oil by Candida rugosa.
引用
收藏
页码:293 / 301
页数:9
相关论文
共 12 条
[1]  
[Anonymous], 1993, MATRIX ANAL
[2]   Nonlinear and Adaptive Control in Biotechnology: A Tutorial [J].
Bastin, G. ;
Van Impe, J. F. .
EUROPEAN JOURNAL OF CONTROL, 1995, 1 (01) :37-53
[3]  
Bastin G, 1990, ON LINE ESTIMATION A, V1
[4]  
Bernard O., 1998, Preprints of the 4th IFAC Nonlinear Control Systems Design Symposium 1998. NOLCOS '98, P449
[5]   On the estimation of the pseudo-stoichiometric matrix for macroscopic mass balance modelling of biotechnological processes [J].
Bernard, O ;
Bastin, G .
MATHEMATICAL BIOSCIENCES, 2005, 193 (01) :51-77
[6]  
BOGAERTS P, 2001, P 8 IFAC C COMP APPL
[7]   Structural identifiability of the yield coefficients in bioprocess models when the reaction rates are unknown [J].
Chen, L ;
Bastin, G .
MATHEMATICAL BIOSCIENCES, 1996, 132 (01) :35-67
[8]   TOWARD A SYSTEMATIC DETERMINATION OF COMPLEX-REACTION MECHANISMS [J].
CHEVALIER, T ;
SCHREIBER, I ;
ROSS, J .
JOURNAL OF PHYSICAL CHEMISTRY, 1993, 97 (26) :6776-6787
[9]   Bacterial and archaeal 16S rDNA and 16S rRNA dynamics during an acetate crisis in an anaerobic digestor ecosystem [J].
Delbès, C ;
Moletta, R ;
Godon, JJ .
FEMS MICROBIOLOGY ECOLOGY, 2001, 35 (01) :19-26
[10]  
EISWIRTH M, 1991, ADV CHEM PHYS, V80, P127