Implementation of neural network for generalized predictive control: A comparison between a newton Raphson and Levenberg Marquardt implementation

2009 WRI World Congress on Computer Science and Information Engineering, CSIE 2009

Volumn 1, Issue , 2009, Pages 669-673

  Chidrawar, Sadhana K ^a   Bhaskarwar, Sujata ^b   Patre, Balasaheb M ^c  

^a MGM's College of Engineering   (Thailand)

^b CPC   (United States)

^c SGGS Institute of Engg and Technology   (Thailand)

Author keywords

[No Author keywords available]

Indexed keywords

EFFICIENT IMPLEMENTATION; GENERALIZED PREDICTIVE CONTROL; LEVENBERG-MARQUARDT; LEVENBERG-MARQUARDT ALGORITHM; MINIMIZATION ALGORITHMS; MULTI-LAYER FEED FORWARD; NEURAL GENERALIZED PREDICTIVE CONTROL; NEWTON-RAPHSON; NON-LINEAR MODEL; NUMBER OF ITERATIONS; PERFORMANCE COMPARISON; SIMULATION RESULT;

ALGORITHMS; COMPUTER SCIENCE; MODEL PREDICTIVE CONTROL; NEURAL NETWORKS; PREDICTIVE CONTROL SYSTEMS; SIMULATORS;

CONVERGENCE OF NUMERICAL METHODS;

EID: 70449134241     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/CSIE.2009.849     Document Type: Conference Paper

References (12)

1. Qin, S. J., Badgwell, T. "A survey of industrial model predictive control technology", Control Engineering Practice, Vol. 11, no. 7, 2003, pp. 733-764.
2. Yu, D. L., Yu, D. W., Gomm, J. B., "Neural model adaptation and predictive control of a chemical engineering", IEEE Transaction on Control Systems Technology. Vol. 14. no 5, 2006. pp. 828-840.
3. Lawrynczuk, M., "An efficient nonlinear predictive control algorithm with neural models based on multipoint on-line linearization",The International Conference on Computer asa Tool. Warsaw. 2007, 9-12. pp. 777-784
4. Psillakis H.E. and Alexandridis A.T., "NN-Based tracking control of uncertain nonlinear distributed by unknown covariance noise", IEEE Transactions on Neural Networks, vol. 18, No. 6, 2007, pp.1830-1835.
5. M.R.Amin,B.R.Tabar, "NN approach to lumpy demand forecasting for spare parts in the procees industries", IEEE Transaction on Neural Network, 2008, vol.2, pp.1378-1382.
6. Bimal Bose, "NN applications in power electronics and motor: an introduction and perspective", IEEE Transactions on Neural Networks, vol. 54, No. 1, 2007, pp.14-33.
7. Andreas Huemer and David Elizondo, "Self constructing NN robot controller based on online task performance feedback", ICINCO Proc. 2008, pp.326-333
8. Morari, M., Lee, J.,"Model predictive control: past, present and future", Computers and Chemical Engineering. Vol. 23. no. 4/5, 1999. pp. 667-682.
9. Rossister, J. A., "Model based predictive control", CRC Press. Boca Raton.
10. Clarke, D. W., Mohtadi, C., Tuffs, P. S., "Generalized predictive control- Part I The basic algorithm". Automatica. Vol. 23, 1987, pp. 137-148.
11. Soloway, D., "Neural generalized predictive control", Proceedings of the 1996 IEEE International Symposium on Intelligent Control,1996. 15-18. pp. 227-282.
12. Noorgard, M., Ravn, O., Poulsen, N. K., Hansen, L. K. "Neural networks for modeling and control of dynamical systems", Springer, London.