Neural Stabilization of a Bioreactor
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Bioreactor processes based on substrate concentration have generally highly non-linear behavior, disturbances and parameter uncertainties which make them a subject area for advanced control. In this paper, we propose to stabilize a bioreactor around desired values using neural network and neural PI control strategies in presence of exogenous disturbances and uncertainties in the kinetics. Computer simulations are presented to show the effectiveness and efficiency of the proposed methods.
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C. Cosentino and D. Bates, Feedback Control in Systems Biology, Taylor & Francis Group, LLC, 2012.
A. Rapaport, J. Harmand and F. Mazenc, Coexistence in the design of a series of two chemostats, Nonlinear Analysis: RealWorld Applications, vol. 9, no3, 2008, 1052-1067.
K.H. Hoo and J.C. Kantor, Global linearization and control of a mixed-culture bioreactor with competition and external inhibition, Mathematical Biosciences, 82, 1986, 43- 62.
G. Bastin and D. Dochain, On-Line Estimation and Adaptive Control of Bioreactors, Elsevier, Amsterdam, 379 pages, 1990.
J. Alvarez-Ramirez and R. Femat, PI stabilization of a class of chemical reactors, Systems and Control Letters, 38, 1999, 219-225.
F. Allgower, J. Asman, and A. Ilchman, High-gain adaptive¸-tracking for nonlinear systems, Automatica, 1997, 881- 888.
M. Ö. Efe, Model reference sliding mode control for bioreactor benchmark problem, IEEE Conference Publications, International Workshop on Variable Structure Systems, VSS '08, 2008, 361-366.
A. Rapaport and J. Harmand, Robust regulation of partially observed nonlinear continuous bioreactors, Journal of Process Control, 12, 2002, 291-302.
S. Ramaswamy , T.J. Cutright and H.K. Qammar, Control of a continuous bioreactor using model predictive control, Process Biochemistry 40, 2005, 2763-70.
P.G. Georgieva, and M.N. Ignatova, Implementation of robust control theory to a continuous stirred tank bioreactor, Bioprocess and Biosystems Engineering 22, 2000, 563-568.
I. Ul-Haq, and H. Mukhtar, Fuzzy logic control of bioreactor for enhanced biosynthesis of alkaline protease by an alkalophilic strain of bacillus, Current Microbiology 52, 2006, 149-52.
Z.K. Nagy, Model based control of a yeast fermentation bioreactor using optimally designed artificial neural networks, Chemical Engineering Journal 127, 2007, 95-109.
O. Bernard and J.-L. Gouzé, Nonlinear qualitative signal processing for biological systems: Application to the algal growth in bioreactors, Math. Biosci., vol. 157, 1999, 357-372.
H. L. Smith and P. Waltman, The Theory of the Chemostat, Cambridge: Cambridge University Press, 1995.
P. De Leenheer, B. Li, and H. L. Smith, Competition in the chemostat: Some remarks, Canad. Appl. Math. Q., vol. 11, 2003, 229-248.
S. F. Ellermeyer, S. S. Pilyugin, and R. Redheffer, Persistence criteria for a chemostat with variable nutrient input, J. Diff. Eq., vol. 171, 2001, 132-147.
F. Mazenc, M. Malisoff, and J. Harmand, Further Results on Stabilization of Periodic Trajectories for a Chemostat With Two Species, Special issue on systems biology, January 2008, 66-74.
Pham, D. T. and X. Liu, Neural Networks for Identification, Prediction and Control, Springer-Verlag, London, 1995.
D. Psaltis, A. Sideris and A. A. Yamamura, A multilayer neural network controller, IEEE Control Systems Magazine, vol. 8, 1988, 17-21.
W. Li and J.J.E. Slotine, Neural network control of unknown nonlinear systems, American Control Conference, Pittsburgh, vol.2, 1989, 1136-1141.
J. B. D. Cabera and K. S. Narendra, Issues in the application of neural networks for traking based on inverse control, IEEE Transactions on Automatic Control, vol. 44, 1999, 2007-2027.
A.U. Levin and K. S. Narendra, Control of nonlinear dynamical systems using neural networks: controllability and stabilization, IEEE Transactions on Neural Networks, vol. 4, 1993, 192-206.
F. Fourati, S. Baklouti, H. Moalla and M. Chtourou, Control of a bioreactor for wastewater treatment, International Journal of Research and Reviews in Soft and Intelligent Computing, 2011, 27-32.
F. Fourati, M. Chtourou and M. Kamoun, Stabilization of unknown nonlinear systems using neural networks, Applied Soft computing, 2008, 1121-1130.
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