Optimization of γ-aminobutyric acid fermentation medium based on artificial neural network and particle swarm optimization

Gao Xiao Hua Xue Gong Cheng Xue Bao/Journal of Chemical Engineering of Chinese Universities

Volumn 21, Issue 6, 2007, Pages 997-1001

  Xia, Jiang ^a   Mei, Le He ^a   Huang, Jun ^a   Sheng, Qing ^b   Xu, Jing ^c   Wu, Hui ^c  

^a ZHEJIANG UNIVERSITY   (China)

^b ZHEJIANG SCI TECH UNIVERSITY   (China)

^c East China Pharmaceutical Company   (China)

Author keywords

aminobutyric acid; Artificial neural network; Optimization; Particle swarm optimization

Indexed keywords

FERMENTATION; GLUCOSE; NEURAL NETWORKS; OPTIMIZATION;

ARTIFICIAL NEURAL NETWORK; GAMMA-AMINOBUTYRIC ACID; PARTICLE SWARM OPTIMIZATION;

ORGANIC ACIDS;

EID: 38349018982     PISSN: 10039015     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article

References (12)

1. Shelp B J, Bown A W, Mclean M D. Metabolism and functions of gamma-aminobutyric acid [J]. Trends Plant Sci, 1999, 4 (11): 445-452.
2. Stanton H C. Mode of action of gamma aminobutyric acid on the cardiovascular system [J]. Arch Int Pharmacodyn, 1963, 143, 195-204.
3. Omori M, Yano T, Okamoto J. Effect anaerobically treated tea (gabaron tea) on blood pressure of spontaneously hypertensive rats [J]. Nippon Nogeikagaku Kaishi, 1987, 61 (11): 1449-1451.
4. YIN Jian-zhong, XIU Zhi-long, BI Ming-shu et al. Simulations for supercritical fluid extraction by use of artificial neural networks [J]. J Chem Eng of Chinese Univ, 2002, 16 (6): 691-695.
5. Choueiki M H, Mount-Campbell C A. Training data development with the D-optimality criterion [J]. IEEE Transactions on Neural Networks, 1999, 10 (1): 56-63.
6. ZHOU Yi, XU Bai-ling. Orthogonal method for training neural networks [J]. Journal Nanjing University. 2001, 37 (1): 72-78.
7. Ralph B, Dirk R, Reinhard G. Data and knowledge based experimental design for fermentation process optimization [J]. Enzyme and Microbial Technology, 2000, 27 (10): 784-788.
8. Kennedy J, Eberhart R. Particle swarm optimization [A]. Proc IEEE Int Conf on Neural Networks [C]. Piscataway USA: IEEE Press, 1995: 1942-1948.
9. Eberhart R, Kennedy J. A new optimizer using particle swarm theory [A], In: Proc of the Sixth International Symposium on Micro Machine and Human Science [C]. Nagoya, Japan: IEEE Press, 1995: 39-43.
10. CHEN Xi-xian, LI Dong, LU Jian-xing et al. Determination of γ-aminobutyric acid and glutamic acid in human cerebrospinal fluid by high performance liquid chromatography [J]. Chin J Chromatogr, 1997, 15 (3): 37-239.
11. Roquemore K G. Hybrid designs for quadratic response surfaces [J]. Technometrics, 1976, 18 (4): 419-423.
12. Shi Y, Eberhart R. A modified particle swarm optimizer [A]. In: IEEE World Congress on Computational Intelligence [C]. Anchorage USA: IEEE Press, 1998, 69-73.