Neural network algorithm for parameter identification of dynamical systems involving time delays

Applied Soft Computing Journal

Volumn 7, Issue 3, 2007, Pages 1084-1091

  Yadaiah, N ^a   Deekshatulu, B L ^b   Sivakumar, L ^c   Rao, V Sree Hari ^a  

^a JAWAHARLAL NEHRU TECHNOLOGICAL UNIVERSITY   (India)

^b UNIVERSITY OF HYDERABAD   (India)

^c Power Plant Dynamics and Simulator Lab   (India)

Author keywords

Artificial neural networks; Backpropagation; Parameter identification; Time delay

Indexed keywords

ALGORITHMS; BACKPROPAGATION; IDENTIFICATION (CONTROL SYSTEMS); NEURAL NETWORKS; POLYNOMIALS; TIME DELAY;

POLYNOMIAL FUNCTIONS; QUASI-LINEAR SYSTEMS; TIME-LAG SYSTEMS;

DYNAMICAL SYSTEMS;

EID: 34147185770     PISSN: 15684946     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.asoc.2006.06.007     Document Type: Article

References (18)

1. Chu S.R., Shoureshi R., and Tenorio M. Neural networks for system identification. IEEE Control Syst. 10 (1990) 31-35
2. Diamessis J.E. A new method of determining the parameters of physical systems. Proc. IEEE 53 (1965) 205-206
3. Hopfield J.J., and Tank D.W. Neural computation of decision in optimization problems. Biol. Cybern. 52 (1985) 141-152
4. Jeffrey W., and Rosner R. Optimization algorithms: simulated annealing and neural processing. Astrophys. J. 310 (1986) 473-481
5. Kim S.W., and Lee J.J. Unknown parameter identification of parameterized system using multi-layered neural networks. IEEE Int. Conf. Neural Networks (1993) 438-443
6. Narendra K.S., and Parthasarathy K. Identification and control of dynamical systems using neural networks. IEEE Trans. Neural Networks 1 (1990) 4-27
7. Perdreaville F.J., and Goodson R.E. Identification of system described by partial differential equations. Trans. ASME (J. Basic Eng.) 68 (1966) 463-468
8. Rao G.P., and Sivakumar L. Identification of deterministic time-lag systems. IEEE Trans. Automatic Control (1976) 527-529
9. Raol J.R. Neural network based parameter estimation of unstable aerospace dynamic systems. IEE Proc. Control Theory Appl. 141 (1994) 385-388
10. Rao Vemuri V. Artificial Neural Networks: Concepts and Control Applications (1992), IEEE Comput. Soc. Press
11. Rumelhart D.E., Hinton G.E., and Williams R.J. Learning Representations by Back-Propagating Errors. Nature 323 (1986) 533-536
12. Sage A.P., and Melsa J.L. System Identification (1971), Academic Press, Inc.
13. Shinbrot M. On the analysis of linear and nonlinear systems. Trans. ASME 79 (1957) 547-552
14. Sree Hari Rao V., and Yadaiah N. Parameter identification of dynamical systems. Int. J. Chaos, Solitons Fractals 23 (2005) 1137-1151
15. Unbehauen H., and Rao G.P. Identification of Continuous Systems (1987), Elsevier Publ
16. Vemuri V., and Jang G.S. Inversion of Fredholm integral equations of the first kind with fully connected neural networks. J. Franklin Inst. 329 (1992) 241-257
17. Yadaiah N., Sivakumar L., and Deekshatulu B.L. Parameter identification via neural networks with fast convergence. Int. J. Math. Comput. Simul. 51 (2000) 157-167
18. Yadaiah N., Sivakumar L., Deekshatulu B.L., and Sree Hari Rao V. Neural network aarchitecture for describing input-output relations. Electron. Model. 24 (2002) 48-61