Optimization of fermentation medium by a modified method of genetic algorithms

被引：20

作者：

Zuzek, M ^{[1
]}

Friedrich, J ^{[1
]}

Cestnik, B ^{[1
]}

Karalic, A ^{[1
]}

Cimerman, A ^{[1
]}

机构：

[1] JOZEF STEFAN INST,LJUBLJANA 1000,SLOVENIA

来源：

BIOTECHNOLOGY TECHNIQUES | 1996年 / 10卷 / 12期

关键词：

D O I：

10.1007/BF00180409

中图分类号：

Q5 [生物化学];

学科分类号：

071010 ; 081704 ;

摘要：

During the study of mevinolin biosynthesis by Aspergillus terreus ATCC 20542, 10 different medium components were selected for medium optimization. A new optimization method based on genetic algorithms and inductive learning was used for experimental design. For better efficiency the method was supported by a model, constructed with machine learning method, to predict the productivity. In four generations of fermentation experiments the productivity increased nearly three times.

引用

页码：991 / 996

页数：6

共 50 条

[1] Optimization of a fermentation medium using neural networks and genetic algorithms
Nagata, Y
Chu, KH
[J]. BIOTECHNOLOGY LETTERS, 2003, 25 (21) : 1837 - 1842
[2] Optimization of a fermentation medium using neural networks and genetic algorithms
Yuko Nagata
Khim Hoong Chu
[J]. Biotechnology Letters, 2003, 25 : 1837 - 1842
[3] A modified distance method for multicriteria optimization, using genetic algorithms
Osyczka, A
Kundu, S
[J]. COMPUTERS & INDUSTRIAL ENGINEERING, 1996, 30 (04) : 871 - 882
[4] OPTIMIZATION OF ALCOHOLIC FERMENTATION IN SYNTHETIC MEDIUM USING MODIFIED SUPER-SIMPLEX METHOD
DASILVA, RSF
BORSATO, D
DEOLIVEIRA, CLF
PALADINO, PV
[J]. ARQUIVOS DE BIOLOGIA E TECNOLOGIA, 1987, 30 (03): : 507 - 514
[5] Application of genetic algorithms and simulations for the optimization of batch fermentation control
AndresToro, B
GironSierra, JM
LopezOrozco, JA
FernandezConde, C
[J]. SMC '97 CONFERENCE PROCEEDINGS - 1997 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS, VOLS 1-5: CONFERENCE THEME: COMPUTATIONAL CYBERNETICS AND SIMULATION, 1997, : 392 - 397
[6] Using genetic algorithms for dynamic optimization: An industrial fermentation case
de Andres-Toro, B
Giron-Sierra, JM
Lopez-Orozco, JA
Fernandez-Conde, C
[J]. PROCEEDINGS OF THE 36TH IEEE CONFERENCE ON DECISION AND CONTROL, VOLS 1-5, 1997, : 828 - 829
[7] Optimization of fermentation medium for β-fructofuranosidase production from Arthrobacter sp 10138 using artificial neural network and genetic algorithms
Ruan, Zheng
Cui, Zhang
Liu, Shiqiang
Xu-gang, Shu
Dai, Zhikai
Luo, Chengyao
Liao, Chunlong
Yin, Yulong
[J]. JOURNAL OF FOOD AGRICULTURE & ENVIRONMENT, 2012, 10 (01): : 176 - 181
[8] Method of Associative Controller Optimization by Genetic Algorithms
Akhmerov, Konstantin
Akhmerova, Ekaterina
Munasypov, Rustem
[J]. 2018 GLOBAL SMART INDUSTRY CONFERENCE (GLOSIC), 2018,
[9] OPTIMIZATION OF GENETIC ALGORITHMS USING THE TAGUCHI METHOD
TURTON, BCH
[J]. JOURNAL OF SYSTEMS ENGINEERING, 1994, 4 (03): : 121 - 130
[10] Optimization of a Modified Locati Method Using Evolutionary Algorithms
Klemenc, J.
[J]. EXPERIMENTAL TECHNIQUES, 2016, 40 (03) : 947 - 958

← 1 2 3 4 5 →