Neural network architectures for parameter estimation of dynamical systems

IEE Proceedings: Control Theory and Applications

Volumn 143, Issue 4, 1996, Pages 387-394

  Raol, J R ^a   Madhuranath, H ^b  

^a SURFACE ENGINEERING DIVISION   (India)

^b HT ^*  (India)

Author keywords

Dynamical systems; Neural networks; Parallel computing; Parameter estimation

Indexed keywords

COMPUTATION THEORY; COMPUTER SIMULATION; ERRORS; LARGE SCALE SYSTEMS; MATRIX ALGEBRA; OPTIMIZATION; PARALLEL PROCESSING SYSTEMS; PARAMETER ESTIMATION; VECTORS;

DIRECT GRADIENT COMPUTATION; OUTPUT ERROR METHOD; RECURRENT NEURAL NETWORK; WEIGHT BIAS INFORMATION;

NEURAL NETWORKS;

EID: 0030197215     PISSN: 13502379     EISSN: None     Source Type: Journal    
DOI: 10.1049/ip-cta:19960338     Document Type: Article

References (14)

1. MENDEL, J.M.: 'Discrete techniques for parameter estimation - the equation error formulation' (Marcel Dekkar, 1973)
2. MAINE, R.E., and ILIFF, K.W.: 'Application of parameter estimation to aircraft stability and control -the output error approach'. NASA report 1168, 1986
3. GIRIJA, G., PARAMESWARAN, V., RAOL, J.R., and BALAKRISHNA, S.: 'Estimation of aircraft performance and stability characteristics by dynamic manoeuvres using maximum likelihood estimation technique'. Proceedings of 9th IFAC/ IFORS symposium on System identification and parameter estimation, Budapest, Hungary, 8-12 July 1991
4. WARWICK, K., IRWIN, G.W., and HUNT, K.J. (Eds.): 'Neural networks for control and systems' (IEE, 1992)
5. HAYKIN, S.: 'Neural networks -a comprehensive foundation' (IEEE, 1994)
6. CHU, S.R., RAHAMAT, S., and TENORIO, M.: 'Neural networks for system identification', IEEE Control Systems Mag., 1990, 10, (4), pp. 31-35
7. RAOL, J.R., RAMESH, S.V., and KAVITHA, B.: 'Neural network schemes for parameter estimation of state space models'. Proceedings of 3rd IEEE symposium on Intelligent systems, 22-23 Bangalore, India, November 1993
8. RAOL, J.R.: 'Parameter estimation in dynamic systems using neural networks'. Proceedings of 4th IEEE symposium on Intelligent systems, Bangalore, India, 21-22 November 1994
9. RAOL, J.R., and JATEGAONKAR, R.V.: 'Artificial neural networks for aerodynamic modelling'. DLR IB, 111-94/41, 1994
10. RAOL, J.R.: 'Parameter estimation of state space models by recurrent neural networks', IEE Proc. Contr. Theory Appl., 1995, 142, (2), pp. 114-118
11. CETINKUNT, S., and CHIN, H.T.: 'Estimation of model parameters of linear structural systems using Hopfield neural networks', J. Guid. Control Afeas., 1994, 17, (3), pp. 621-624
12. CICHOCKI, A., and UNBEHAUEN, R.: 'Neural networks for solving systems of linear equations and related problems', IEEE Trans. Circuits Syst., 1992, 39, (2), pp. 124-138
13. ZURADA, J.M.: 'Introduction to artificial neural systems' (West Publishing Company, 1992)
14. RAOL, J.R.: 'Neural network based parameter estimation of unstable aerospace dynamic systems', IEE Proc., Control Theory Appl., 1994, 141, (6), pp. 385-388