Modeling and optimization IV: Investigation of reaction kinetics and kinetic constants using a program in which artificial neural network (ANN) was integrated

Journal of Food Engineering

Volumn 79, Issue 4, 2007, Pages 1152-1158

  Baş, Deniz ^a   Dudak, Fahriye Ceyda ^a   Boyaci, Ismail Hakki ^a  

^a HACETTEPE UNIVERSITY   (Turkey)

Author keywords

Amyloglucosidase; Artificial neural networks; Enzymatic reaction rate; Kinetic constants; Reaction kinetics

Indexed keywords

ENZYME KINETICS; ENZYMES; MATHEMATICAL MODELS; NUMERICAL METHODS; RATE CONSTANTS; REACTION KINETICS;

AMYLOGLUCOSIDASE; ENZYMATIC REACTION RATE; KINETIC CONSTANTS; MODEL EQUATION;

NEURAL NETWORKS;

EID: 33750958291     PISSN: 02608774     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.jfoodeng.2006.04.004     Document Type: Article

References (10)

1. Baş, D., Dudak, F. C., & Boyaci{dotless}, İ. H. (2006). Modeling and optimization III: Reaction rate estimation using artificial neural network (ANN) without a kinetic model. Journal of Food Engineering, in press, doi:10.1016/j.jfoodeng.2006.02.021.
2. Basheer I.A., and Hajmeer M. Artificial neural networks: fundamentals, computing, design, and application. Journal of Microbiological Methods 43 (2000) 3-31
3. Copeland R.A. Kinetics of single substrate enzyme reactions. Enzymes: a practical introduction to structure, mechanism and data analysis (2000), John Wiley & Sons Inc
4. Cornish-Bowden A. Fundamentals of enzyme kinetics (1999), Portland Press Ltd, London
5. Duggleby R.G. Quantitative analysis of the time courses of enzyme-catalyzed reactions. Methods 24 (2001) 168-174
6. Haykin S. Neural networks: a comprehensive foundation (1994), Prentice Hall, New Jersey
7. Jain A.K., Mao J., and Mohiuddin K.M. Artificial neural networks: a tutorial. Comput. IEEE March (1996) 31-44
8. Levenspiel O. Chemical reaction engineering (1999), John Wiley & Sons Inc, New York
9. Marangoni A.G. Enzyme kinetics: a modern approach (2003), John Wiley & Sons Inc, New Jersey
10. Michaelis L., and Menten M.L. Die Kinetik der invertinwirkung. Biochemische Zeitschrift 49 (1913) 333-369