OPTIMAL EXPERIMENTAL-DESIGN FOR PARAMETER-ESTIMATION IN UNSTRUCTURED GROWTH-MODELS

被引:102
|
作者
BALTES, M [1 ]
SCHNEIDER, R [1 ]
STURM, C [1 ]
REUSS, M [1 ]
机构
[1] UNIV STUTTGART,INST BIOVERFAHRENSTECH,D-70569 STUTTGART,GERMANY
关键词
D O I
10.1021/bp00029a005
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
A method of optimal experimental design for parameter estimation in unstructured growth models is presented. The approach is based on a method suggested by Munack (1991) for application in fed-batch processes. In a critical analysis of this method, special emphasis is given to the model validity, because unstructured growth models often are not valid under transient conditions. In consequence, a combined object function has been introduced, which considers model validity and the accuracy of the kinetic parameters to be estimated. The application of this method for fed-batch processes leads to satisfactory results. Investigations of different fed-batch strategies regarding model validity and the quality of parameter estimation are presented. In addition, an experimental verification has been performed with fermentations of the yeast Trichosporon cutaneum.
引用
收藏
页码:480 / 488
页数:9
相关论文
共 50 条
  • [1] A JOINT EXPERIMENTAL-DESIGN PROCEDURE FOR PARAMETER-ESTIMATION
    GATICA, JE
    PORRAS, JA
    ROMAGNOLI, JA
    [J]. CHEMICAL ENGINEERING COMMUNICATIONS, 1987, 50 (1-6) : 135 - 153
  • [2] EXPERIMENTAL-DESIGN FOR PARAMETER-ESTIMATION FROM BATCH CULTURE
    YOO, YJ
    MARINOGALARRAGA, M
    HONG, J
    HATCH, RT
    [J]. BIOTECHNOLOGY AND BIOENGINEERING, 1986, 28 (06) : 836 - 841
  • [3] SEQUENTIAL EXPERIMENTAL-DESIGN FOR PARAMETER-ESTIMATION - A DIFFERENT APPROACH
    PINTO, JC
    LOBAO, MW
    MONTEIRO, JL
    [J]. CHEMICAL ENGINEERING SCIENCE, 1990, 45 (04) : 883 - 892
  • [4] EXPERIMENTAL-DESIGN FOR PARAMETER-ESTIMATION THROUGH SENSITIVITY ANALYSIS
    SCHLOSSER, PM
    [J]. JOURNAL OF TOXICOLOGY AND ENVIRONMENTAL HEALTH, 1994, 43 (04): : 495 - 530
  • [5] EXPERIMENTAL-DESIGN AND EFFICIENT PARAMETER-ESTIMATION IN POPULATION PHARMACOKINETICS
    ALBANNA, MK
    KELMAN, AW
    WHITING, B
    [J]. JOURNAL OF PHARMACOKINETICS AND BIOPHARMACEUTICS, 1990, 18 (04): : 347 - 360
  • [6] EXPERIMENTAL-DESIGN FOR PARAMETER-ESTIMATION FROM BATCH CULTURE
    YOO, YJ
    MARINOGALARRAGA, M
    HONG, J
    HATCH, RT
    [J]. ABSTRACTS OF PAPERS OF THE AMERICAN CHEMICAL SOCIETY, 1985, 190 (SEP): : 97 - MBD
  • [7] A COMPREHENSIVE COMPUTER-PROGRAM SYSTEM FOR PARAMETER-ESTIMATION AND OPTIMAL SEQUENTIAL EXPERIMENTAL-DESIGN
    KLAUS, R
    RIPPIN, DWT
    [J]. CHIMIA, 1980, 34 (06) : 286 - 289
  • [8] EXPERIMENTAL-DESIGN AND EFFICIENT PARAMETER-ESTIMATION IN PRECLINICAL PHARMACOKINETIC STUDIES
    ETTE, EI
    HOWIE, CA
    KELMAN, AW
    WHITING, B
    [J]. PHARMACEUTICAL RESEARCH, 1995, 12 (05) : 729 - 737
  • [9] SEQUENTIAL EXPERIMENTAL-DESIGN FOR PARAMETER-ESTIMATION - ANALYSIS OF RELATIVE DEVIATIONS
    PINTO, JC
    LOBAO, MW
    MONTEIRO, JL
    [J]. CHEMICAL ENGINEERING SCIENCE, 1991, 46 (12) : 3129 - 3138
  • [10] OPTIMAL EXPERIMENTAL-DESIGN AND ACCURACY OF PARAMETER-ESTIMATION FOR NONLINEAR-REGRESSION MODELS USED IN LONG-TERM SELECTION
    RUDOLPH, PE
    HERRENDORFER, G
    [J]. BIOMETRICAL JOURNAL, 1995, 37 (02) : 183 - 190