Synthesizing cellular intelligence and artificial intelligence for bioprocesses

Biotechnology Advances

Volumn 24, Issue 2, 2006, Pages 129-133

  Patnaik, P R ^a  

^a INSTITUTE OF MICROBIAL TECHNOLOGY   (India)

Author keywords

Artificial intelligence; Cellular intelligence; Cybernetic model; Hybrid model

Indexed keywords

CELL CULTURE; CONTROL SYSTEMS; MATHEMATICAL MODELS; MICROBIOLOGY; OPTIMIZATION;

CELLULAR INTELLIGENCE; CYBERNETIC MODEL; HYBRID MODEL; LIVING CELLS;

ARTIFICIAL INTELLIGENCE;

HYBRID;

ARTIFICIAL INTELLIGENCE; ARTIFICIAL NEURAL NETWORK; BIOLOGICAL MODEL; BIOREACTOR; CELL DIVISION; CYBERNETICS; FUZZY LOGIC; MICROBIOLOGY; PHYSIOLOGY; REVIEW;

ARTIFICIAL INTELLIGENCE; BIOREACTORS; CELL DIVISION; CYBERNETICS; FUZZY LOGIC; MODELS, BIOLOGICAL; NEURAL NETWORKS (COMPUTER);

EID: 31644435763     PISSN: 07349750     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.biotechadv.2005.08.002     Document Type: Review

References (24)

1. M.J. Arauzo-Bravo, J.M. Cano-Izquierdo, E. Gomez-Sanchez, M. Lopez-Nieto, Y. Dimitras, and J. Lopen-Coronado Automatization of a penicillin production process with soft sensors and an adaptive controller based on neuro-fuzzy systems Control Eng Pract 12 2004 1073 1090
2. S. Arnold, T. Becker, A. Delgado, F. Emde, and A. Enenkel Optimizing high strength acetic acid bioprocess by cognitive methods in an unsteady state cultivation J Biotechnol 97 2002 133 145
3. M.C. Coleman, K.K. Buck, and D.E. Block An integrated approach to optimization of Escherichia coli fermentations using historical data Biotechnol Bioeng 84 2003 274 285
4. A.L. Demain Overproduction of microbial metabolites and enzymes due to alteration of regulation Adv Biochem Eng Biotechnol 1 1971 113 142
5. P. Dhurjati, D. Ramkrishna, C. Flickinger, and G.T. Tsao A cybernetic view of microbial growth: modeling cells as optimal strategists Biotechnol Bioeng 27 1985 1 9
6. K.G. Gadkar, F.J. Doyle III, T.J. Crowley, and J.D. Varner Cybernetic model predictive control of a continuous bioreactor with cell recycle Biotechnol Prog 19 2003 1487 1497
7. M.J. Guardia, A. Gambhir, A.F. Europa, D. Ramkrishna, and W.-S. Hu Cybernetic modeling and regulation of metabolic pathways in multiple steady states of hybridoma cells Biotechnol Prog 16 2000 847 853
8. M.H. Hassoun Fundamentals of artificial neural networks 1995 MIT Press Cambridge, MA
9. Hisbullah, M.A. Hisbullah Hussain, and K.B. Ramachandran Comparative evaluation of various control schemes for fed-batch fermentation Bioprocess Biosyst Eng 24 2002 309 318
10. K.D. Jones, and D.S. Kompala Cybernetic model of the growth dynamics of Saccharomyces cerevisiae in batch and continuous cultures J Biotechnol 71 1999 105 131
11. B.M. Kim, S.W. Kim, and D.R. Yang Cybernetic modeling of the cephalosporic C fermentation process by Cephalosporium acremonium Biotechnol Lett 25 2003 611 616
12. A. Lubbert, and S.B. Jorgensen Bioreactor performance: a more scientific approach for practice J Biotechnol 85 2001 187 212
13. O. Nelles Nonloinear system identification: from classical approaches to neural networks and fuzzy logic 2000 Springer-Verlag New York
14. J. Nielsen, and J. Villadsen Modelling of microbial kinetics Chem Eng Sci 47 1992 4225 4270
15. P.R. Patnaik Are microbes intelligent beings? An assessment of cybernetic modeling Biotechnol Adv 18 2000 267 288
16. P.R. Patnaik Microbial metabolism as an evolutionary response: the cybernetic approach to modeling Crit Rev Biotechnol 21 2001 155 175
17. P.R. Patnaik Effect of fluid dispersion on cybernetic control of microbial growth on substitutable substrates Bioprocess Biosyst Eng 25 2003 315 321
18. P.R. Patnaik An integrated hybrid neural system for noise filtering, simulation and control of a fed-batch recombinant fermentation Biochem Eng J 15 2003 165 175
19. P.R. Patnaik Neural and hybrid neural modeling and control of a fed-batch fermentation for streptokinase: comparative evaluation under nonideal conditions Can J Chem Eng 82 2004 599 606
20. D. Ramkrishna A cybernetic perspective of microbial growth E. Papoutsakis G.N. Stephanopoulos H.W. Blanch Foundations of biochemical engineering: kinetics and thermodynamics in biological systems 1982 Am Chem Soc Washington DC 161 178
21. R. Ramakrishna, D. Ramkrishna, and A.E. Konopka Cybernetic modeling of growth in mixed substitutable substrate environments: preferential and simultaneous utilization Biotechnol Bioeng 52 1996 141 151
22. M. Rohner, and H.-P. Meyer Application of modeling for bioprocess design and control in industrial production Bioprocess Eng 13 1995 69 78
23. J. Varner, and D. Ramkrishna Mathematical models of metabolic pathways Curr Opin Biotechnol 10 1999 146 150
24. J. Varner, and D. Ramkrishna Metabolic engineering from a cybernetic perspective: aspartate family of amino acids Metab Eng 1 1999 88 116