State estimation and predictive control of fed-batch cultures of hybridoma cells

被引：29

作者：

Dewasme, L. ^{[1
]}

Fernandes, S. ^{[1
]}

Amribt, Z. ^{[2
]}

Santos, L. O. ^{[3
]}

Bogaerts, Ph. ^{[2
]}

Vande Wouwer, A. ^{[1
]}

机构：

[1] Univ Mons, Biosci Inst, BioSys Ctr, Control Dept, B-7000 Mons, Belgium

[2] Univ Libre Bruxelles, Brussels Sch Engn, BioControl 3BIO, B-1050 Brussels, Belgium

[3] Univ Coimbra, Fac Sci & Technol, Dept Chem Engn, CIEPQPF, P-3000 Coimbra, Portugal

来源：

JOURNAL OF PROCESS CONTROL | 2015年 / 30卷

关键词：

Hybridoma cultures; Nonlinear model predictive control; Unscented Kalman filtering; Biotechnology; EXTENDED KALMAN FILTER; OVERFLOW METABOLISM; NONLINEAR-SYSTEMS; SACCHAROMYCES-CEREVISIAE; SOFTWARE SENSORS; MODEL; OPTIMIZATION; CULTIVATION; GLUCOSE; OBSERVABILITY;

D O I：

10.1016/j.jprocont.2014.12.006

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

Fed-batch cultures of hybridoma cells are commonly used for the production of monoclonal antibodies (MAb). In this study, a simple macroscopic model of the cell culture is used, which is based on the overflow metabolism paradigm. This allows to specify optimal culture conditions, and the natural formulation of a nonlinear model predictive control strategy (NMPC). As not all the component concentrations are available for measurement, system observability is analyzed, and an unscented Kalman filter (UKF) is designed, which provides satisfactory estimates of glucose and glutamine concentrations. Robustness of the NMPC scheme is investigated, as well as the combined UKF+NMPC scheme, through a minimax robust version and the closed-loop system. (C) 2014 Elsevier Ltd. All rights reserved.

引用

页码：50 / 57

页数：8

共 35 条

[1] Akesson M., 1999, THESIS LUND I TECHNO
[2] Optimization and robustness analysis of hybridoma cell fed-batch cultures using the overflow metabolism model
Amribt, Z.
Dewasme, L.
Vande Wouwer, A.
Bogaerts, Ph.
[J]. BIOPROCESS AND BIOSYSTEMS ENGINEERING, 2014, 37 (08) : 1637 - 1652
[3] Amribt Z., 2014, 19 IFAC WORLD C IFAC
[4] Macroscopic modelling of overflow metabolism and model based optimization of hybridoma cell fed-batch cultures
Amribt, Zakaria
Niu, Hongxing
Bogaerts, Philippe
[J]. BIOCHEMICAL ENGINEERING JOURNAL, 2013, 70 : 196 - 209
[5] A feedforward-feedback substrate controller based on a Kalman filter for a fed-batch cultivation of Escherichia coli producing phytase
Arndt, M
Kleist, S
Miksch, G
Friehs, K
Flaschel, E
Trierweiler, J
Hitzmann, B
[J]. COMPUTERS & CHEMICAL ENGINEERING, 2005, 29 (05) : 1113 - 1120
[6] Kalman filter based glucose control at small set points during fed-batch cultivation of Saccharomyces cerevisiae
Arndt, M
Hitzmann, B
[J]. BIOTECHNOLOGY PROGRESS, 2004, 20 (01) : 377 - 383
[7] Axelsson J. P., 1989, THESIS LUND I TECHNO
[8] Parameter identification for state estimation - application to bioprocess software sensors
Bogaerts, P
Vande Wouwer, A
[J]. CHEMICAL ENGINEERING SCIENCE, 2004, 59 (12) : 2465 - 2476
[9] DETREMBLAY M, 1992, BIOPROCESS ENG, V7, P229
[10] Experimental validation of an Extended Kalman Filter estimating acetate concentration in E. coli cultures
Dewasme, L.
Goffaux, G.
Hantson, A. -L.
Vande Wouwer, A.
[J]. JOURNAL OF PROCESS CONTROL, 2013, 23 (02) : 148 - 157

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