A neural network estimator for total biomass of filamentous fungi growing on two dimensional solid substrate

被引:3
作者
Acuna, G
Giral, R
Agosin, E
Jorquera, H
Perez-Correa, R
Ferret, E
Molin, P
Thibault, J
机构
[1] Univ Santiago Chile, Dept Ingn Informat, Santiago, Chile
[2] Pontificia Univ Catolica Chile, Dept Ingn Quim & Bioproc, Santiago, Chile
[3] Univ Bourgogne 1, Ecole Natl Super Biol Appl Nutr & Alimentat, Lab GPAB, F-21000 Dijon, France
[4] Univ Laval, Dept Chem Engn, St Foy, PQ G1K 7P4, Canada
关键词
D O I
10.1023/A:1008895212814
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
A neural network dynamic model is proposed for the on-line estimation of total biomass during filamentous fungi cultures on two dimensional solid substrate. The neural network provides an accurate and robust estimation of biomass from macroscopic measurements of the colony radius evolution. Experiments were performed on Gibberella fujikuroi growing on Petri dishes under different conditions of temperature and water activity.
引用
收藏
页码:515 / 519
页数:5
相关论文
共 14 条
[1]  
BISHOP CM, 1994, REV SCI INSTRUM, V63, P4450
[2]   COMPARISON OF PREDICTION PERFORMANCES BETWEEN MODELS OBTAINED BY THE GROUP METHOD OF DATA HANDLING AND NEURAL NETWORKS FOR THE ALCOHOLIC FERMENTATION RATE IN ENOLOGY [J].
CLERAN, Y ;
THIBAULT, J ;
CHERUY, A ;
CORRIEU, G .
JOURNAL OF FERMENTATION AND BIOENGINEERING, 1991, 71 (05) :356-362
[3]  
COCHRAN WG, 1957, EXPT DESIGNS, P346
[4]  
FERRET E, UNPUB
[5]   On-line state estimation and parameter identification for batch fermentation [J].
Gee, DA ;
Ramirez, WF .
BIOTECHNOLOGY PROGRESS, 1996, 12 (01) :132-140
[6]   INFLUENCE OF THE WATER ACTIVITY OF A SOLID SUBSTRATE ON THE GROWTH-RATE AND SPOROGENESIS OF FILAMENTOUS FUNGI [J].
GERVAIS, P ;
MOLIN, P ;
GRAJEK, W ;
BENSOUSSAN, M .
BIOTECHNOLOGY AND BIOENGINEERING, 1988, 31 (05) :457-463
[7]   Neural networks as 'software sensors' in enzyme production [J].
Linko, S ;
Luopa, J ;
Zhu, YH .
JOURNAL OF BIOTECHNOLOGY, 1997, 52 (03) :257-266
[8]   STRUCTURED MODELING AND STATE ESTIMATION IN A FERMENTATION PROCESS - LIPASE PRODUCTION BY CANDIDA-RUGOSA [J].
MONTESINOS, JL ;
LAFUENTE, J ;
GORDILLO, MA ;
VALERO, F ;
SOLA, C ;
CHARBONNIER, S ;
CHERUY, A .
BIOTECHNOLOGY AND BIOENGINEERING, 1995, 48 (06) :573-584
[9]   NEURAL NETWORKS AND NONLINEAR ADAPTIVE FILTERING - UNIFYING CONCEPTS AND NEW ALGORITHMS [J].
NERRAND, O ;
ROUSSELRAGOT, P ;
PERSONNAZ, L ;
DREYFUS, G ;
MARCOS, S .
NEURAL COMPUTATION, 1993, 5 (02) :165-199
[10]   Model identification of nonlinear time variant processes via artificial neural network [J].
Nikravesh, M ;
Farell, AE ;
Stanford, TG .
COMPUTERS & CHEMICAL ENGINEERING, 1996, 20 (11) :1277-1290