Neural Networks Based Adaptive Control of a Fermentation Bioprocess for Lactic Acid Production
作者： Emil Petre , Dan Selişteanu , Dorin Şendrescu
DOI: 10.1007/978-3-642-22194-1_21
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摘要: This work deals with the design and analysis of some nonlinear neural adaptive control strategy for a lactic acid production that is carried out in continuous stirred tank bioreactors. An indirect controller based on dynamical network used as on-line approximator to learn time-varying characteristics process parameters developed then compared classical linearizing controller. The achieved by using an input-output feedback linearization technique. effectiveness performance both algorithms are illustrated numerical simulations applied case fermentation bioprocess which kinetic dynamics strongly nonlinear, time varying completely unknown.
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E. D. Sontag, Alberto Isidori, B. W. Dickinson, M. Thoma, A. Fettweis, J. W. Modestino, J. L. Massey, Nonlinear Control Systems ,(1985)
E. Petre, D. Selisteanu, D. Sendrescu, An indirect adaptive control strategy for a lactic fermentation bioprocess ieee international conference on automation quality and testing robotics. ,vol. 1, pp. 1- 6 ,(2010) , 10.1109/AQTR.2010.5520893
Emil Petre, Dan Selişteanu, Dorin Şendrescu, Cosmin Ionete, None, Neural networks-based adaptive control for a class of nonlinear bioprocesses Neural Computing and Applications. ,vol. 19, pp. 169- 178 ,(2010) , 10.1007/S00521-009-0284-9
C. Ben Youssef, V. Guillou, A. Olmos-Dichara, Modelling and adaptive control strategy in a lactic fermentation process Control Engineering Practice. ,vol. 8, pp. 1297- 1307 ,(2000) , 10.1016/S0967-0661(00)00061-7
Shankar Sastry, Marc Bodson, Adaptive Control: Stability, Convergence and Robustness ,(1989)
Bir Bhanu, Sungkee Lee, John Ming, Adaptive image segmentation using a genetic algorithm systems man and cybernetics. ,vol. 25, pp. 1543- 1567 ,(1995) , 10.1109/21.478444
George A. Rovithakis, Manolis A. Christodoulou, Direct adaptive regulation of unknown nonlinear dynamical systems via dynamic neural networks systems man and cybernetics. ,vol. 25, pp. 1578- 1594 ,(1995) , 10.1109/21.478446
T. Hayakawa, W.M. Haddad, N. Hovakimyan, Neural Network Adaptive Control for a Class of Nonlinear Uncertain Dynamical Systems With Asymptotic Stability Guarantees IEEE Transactions on Neural Networks. ,vol. 19, pp. 80- 89 ,(2008) , 10.1109/TNN.2007.902704
S.S. Sastry, A. Isidori, Adaptive control of linearizable systems IEEE Transactions on Automatic Control. ,vol. 34, pp. 1123- 1131 ,(1989) , 10.1109/9.40741
Yixin Diao, Kevin M. Passino *, Stable adaptive control of feedback linearizable time-varying non-linear systems with application to fault-tolerant engine control International Journal of Control. ,vol. 77, pp. 1463- 1480 ,(2004) , 10.1080/00207170412331326963