Knowledge-based systems, artificial neural networks and pattern recognition: Applications to biotechnological processes

被引:22
作者
Kamimura, R
Konstantinov, K
Stephanopoulos, G
机构
[1] MIT, DEPT CHEM ENGN, CAMBRIDGE, MA 02319 USA
[2] BAYER INC, BERKELEY, CA 94701 USA
基金
美国国家卫生研究院;
关键词
D O I
10.1016/S0958-1669(96)80018-8
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Recent years have witnessed the increasing application of artificial intelligence techniques, specifically, knowledge-based systems, artificial neural networks, and pattern recognition, to biotechnological processes. Although progress has been made in simple control applications, more work is needed to establish the advantages of these techniques for industrial process control, for diagnosis/monitoring, and to upgrade the information content of historical data.
引用
收藏
页码:231 / 234
页数:4
相关论文
共 18 条
  • [1] FUZZY CONTROL OF ETHANOL CONCENTRATION AND ITS APPLICATION TO MAXIMUM GLUTATHIONE PRODUCTION IN YEAST FED-BATCH CULTURE
    ALFAFARA, CG
    MIURA, K
    SHIMIZU, H
    SHIOYA, S
    SUGA, K
    SUZUKI, K
    [J]. BIOTECHNOLOGY AND BIOENGINEERING, 1993, 41 (04) : 493 - 501
  • [2] ARTIFICIAL NEURAL-NETWORK-BASED EXPERIMENTAL-DESIGN PROCEDURES FOR ENHANCING FERMENTATION DEVELOPMENT
    GLASSEY, J
    MONTAGUE, GA
    WARD, AC
    KARA, BV
    [J]. BIOTECHNOLOGY AND BIOENGINEERING, 1994, 44 (04) : 397 - 405
  • [3] RAPID SCREENING FOR METABOLITE OVERPRODUCTION IN FERMENTOR BROTHS, USING PYROLYSIS MASS-SPECTROMETRY WITH MULTIVARIATE CALIBRATION AND ARTIFICIAL NEURAL NETWORKS
    GOODACRE, R
    TREW, S
    WRIGLEYJONES, C
    NEAL, MJ
    MADDOCK, J
    OTTLEY, TW
    PORTER, N
    KELL, DB
    [J]. BIOTECHNOLOGY AND BIOENGINEERING, 1994, 44 (10) : 1205 - 1216
  • [4] PHASE-CONTROL OF FED-BATCH CULTURE FOR ALPHA-AMYLASE PRODUCTION BASED ON CULTURE PHASE IDENTIFICATION USING FUZZY INFERENCE
    HORIUCHI, JI
    KAMASAWA, M
    MIYAKAWA, H
    KISHIMOTO, M
    [J]. JOURNAL OF FERMENTATION AND BIOENGINEERING, 1993, 76 (03): : 207 - 212
  • [5] EFFECTIVE BETA-GALACTOSIDASE PRODUCTION BY RECOMBINANT ESCHERICHIA-COLI BASED ON CULTURE PHASE IDENTIFICATION USING FUZZY SET-THEORY
    HORIUCHI, JI
    KAMASAWA, M
    MIYAKAWA, H
    KISHIMOTO, M
    MOMOSE, H
    [J]. JOURNAL OF FERMENTATION AND BIOENGINEERING, 1993, 76 (05): : 382 - 387
  • [6] IGNOVA M, 1995, 6 INT C COMP APPL BI, P53
  • [7] FUZZY SUPERVISORY CONTROL OF GLUTAMIC-ACID PRODUCTION
    KITSUTA, Y
    KISHIMOTO, M
    [J]. BIOTECHNOLOGY AND BIOENGINEERING, 1994, 44 (01) : 87 - 94
  • [8] PHYSIOLOGICAL-STATE CONTROL OF FERMENTATION PROCESSES
    KONSTANTINOV, K
    YOSHIDA, T
    [J]. BIOTECHNOLOGY AND BIOENGINEERING, 1989, 33 (09) : 1145 - 1156
  • [9] NEURAL-NETWORK CONTRIBUTIONS IN BIOTECHNOLOGY
    MONTAGUE, G
    MORRIS, J
    [J]. TRENDS IN BIOTECHNOLOGY, 1994, 12 (08) : 312 - 324
  • [10] IMPROVEMENT OF CLONED ALPHA-AMYLASE GENE-EXPRESSION IN FED-BATCH CULTURE OF RECOMBINANT SACCHAROMYCES-CEREVISIAE BY REGULATING BOTH GLUCOSE AND ETHANOL CONCENTRATIONS USING A FUZZY CONTROLLER
    SHIBA, S
    NISHIDA, Y
    PARK, YS
    IIJIMA, S
    KOBAYASHI, T
    [J]. BIOTECHNOLOGY AND BIOENGINEERING, 1994, 44 (09) : 1055 - 1063