Artificial neural networks for on-line optimisation of biotechnological processes

被引:0
作者
Kovar, K [1 ]
Kunze, A
Gehlen, S
机构
[1] Univ Appl Sci Wadenswil HSW ZFH, Dept Biotechnol, CH-8820 Wadenswil, Switzerland
[2] ZN Gesell Intelligente Informat Arbeitung mbH, D-44801 Bochum, Germany
关键词
D O I
暂无
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
Since artificial neural networks represent a commercially attractive tool for process modelling and optimisation, some examples of their use in biotechnology are briefly reviewed. Models based on neural networks can be successfully applied for the optimisation of industrial fermentation processes, as long as the reliability of the network outputs is taken into account. Special network types provide a statistical measure that indicates the particular reliability of the estimation.
引用
收藏
页码:533 / 535
页数:3
相关论文
共 32 条
[1]  
Albus J. S., 1975, J DYNAMIC SYSTEMS ME, V97, P220, DOI DOI 10.1115/1.3426922
[2]  
ALDRIDGE S, 1994, GENET ENG NEWS, V14, P1
[3]  
Aynsley M, 1993, Adv Biochem Eng Biotechnol, V48, P1
[4]  
CHEN Q, 1992, IFAC S SER, V10, P391
[5]   GENERALIZED PREDICTIVE CONTROL .1. THE BASIC ALGORITHM [J].
CLARKE, DW ;
MOHTADI, C ;
TUFFS, PS .
AUTOMATICA, 1987, 23 (02) :137-148
[6]  
Gehlen S., 1995, Automatisierungstechnik, V43, P85
[7]  
GEHLEN S, 1993, VDI, V20
[8]   Bioprocess supervision: Neural networks and knowledge based systems [J].
Glassey, J ;
Ignova, M ;
Ward, AC ;
Montague, GA ;
Morris, AJ .
JOURNAL OF BIOTECHNOLOGY, 1997, 52 (03) :201-205
[9]  
IGNOVA M, 1999, P 9 ECB BRUSS BELG, P2998
[10]  
JALEL N, 1994, BIOTECHNOL 94 ABE2, P26