Adaptive extremum seeking control of continuous stirred tank bioreactors with unknown growth kinetics

被引:115
作者
Guay, M [1 ]
Dochain, D
Perrier, M
机构
[1] Queens Univ, Dept Chem Engn, Kingston, ON K7L 3N6, Canada
[2] Catholic Univ Louvain, CESAME, B-3000 Louvain, Belgium
[3] Ecole Polytech, Dept Chim, Montreal, PQ H3C 3A7, Canada
关键词
extremum seeking; Lyapunov function; adaptive leaming; persistence of excitation;
D O I
10.1016/j.automatica.2004.01.002
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, we present an adaptive extremum seeking control scheme for continuous stirred tank bioreactors. We assume limited knowledge of the growth kinetics. An adaptive learning technique is introduced to construct a seeking algorithm that drives the system states to the desired set-points that maximize the value of an objective function. Lyapunov's stability theorem is used in the design of the extremum seeking controller structure and the development of the parameter learning laws. Simulation results are given to show the effectiveness of the proposed approach. (C) 2004 Elsevier Ltd. All rights reserved.
引用
收藏
页码:881 / 888
页数:8
相关论文
共 13 条
[1]  
ANDERSON BDO, 1986, STABILITY ADAPTIVE S
[2]  
Bastin G., 1990, ON LINE ESTIMATION A
[3]   ON THE APPROXIMATE REALIZATION OF CONTINUOUS-MAPPINGS BY NEURAL NETWORKS [J].
FUNAHASHI, K .
NEURAL NETWORKS, 1989, 2 (03) :183-192
[4]  
LEE TH, 2001, STABLE ADAPTIVE NEUR
[5]   Adaptive extremum-seeking control of a continuous stirred tank bioreactor with Haldane's kinetics [J].
Marcos, NI ;
Guay, M ;
Dochain, D ;
Zhang, T .
JOURNAL OF PROCESS CONTROL, 2004, 14 (03) :317-328
[6]  
Narendra K S, 1990, IEEE Trans Neural Netw, V1, P4, DOI 10.1109/72.80202
[7]   ADAPTIVE NONLINEAR REGULATION - ESTIMATION FROM THE LYAPUNOV EQUATION [J].
POMET, JB ;
PRALY, L .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1992, 37 (06) :729-740
[8]   GAUSSIAN NETWORKS FOR DIRECT ADAPTIVE-CONTROL [J].
SANNER, RM ;
SLOTINE, JJE .
IEEE TRANSACTIONS ON NEURAL NETWORKS, 1992, 3 (06) :837-863
[9]   Adaptive extremum seeking control of fed-batch bioreactors [J].
Titica, M ;
Dochain, D ;
Guay, M .
EUROPEAN JOURNAL OF CONTROL, 2003, 9 (06) :618-631
[10]  
Wang HH, 1999, INT J ADAPT CONTROL, V13, P651, DOI 10.1002/(SICI)1099-1115(199912)13:8<651::AID-ACS563>3.0.CO