System identification using hierarchical fuzzy neural networks with stable learning algorithm

Journal of Intelligent and Fuzzy Systems

Volumn 18, Issue 2, 2007, Pages 171-183

  Yu, Wen ^a   Moreno Armendariz, Marco A ^b   Rodriguez, Floriberto Ortiz ^a  

^a DEPARTAMENTO DE FÍSICA   (Mexico)

^b INSTITUTO POLITÉCNICO NACIONAL   (Mexico)

Author keywords

[No Author keywords available]

Indexed keywords

ERROR ANALYSIS; FUZZY SYSTEMS; LEARNING SYSTEMS; NEURAL NETWORKS; PARAMETER ESTIMATION;

HIERARCHICAL FUZZY NEURAL NETWORKS; INPUT-OUTPUT DATA; MODEL STRUCTURE;

IDENTIFICATION (CONTROL SYSTEMS);

EID: 34249903599     PISSN: 10641246     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article

References (25)

1. M.Brown and C.J.Harris, Neurofuzzy Aadaptive Modelling and Control, Prentice Hall: New York , 1994.
2. M.Y. Chen and D.A. Linkensm, A systematic neuro-fuzzy modeling framework with application to material property prediction, IEEE Trans. Syst., Man, Cybern. B 31 (2001), 781-790.
3. D.S. Chen and R.C. Jain, A robust back propagation learning algorithm for function approximation, IEEE Trans. Neural Networks 5(3) (1994).
4. F.L. Chung and J.C. Duan, On Multistage Fuzzy Neural Network Modeling, IEEE Transactions on Fuzzy Systems 8(2) (2000), 125-142.
5. P.A. Ioannou and J. Sun, Robust Adaptive Control, Prentice-Hall, Inc, Upper Saddle River: NJ, 1996.
6. L. Jin, P.N. Nikiforunk and M.M. Gupta, Adaptive Model Reference Control of Discrete-Time Nonlinear Systems Using Neural Networks, Control-Theory and Advanced Technology 10(4) (September 1999), Part.3, 1373-1399.
7. M.G. Joo and J.S. Lee, A class of hierarchical fuzzy systems with constraints on the fuzzy rules, IEEE Transactions on Fuzzy Systems 13(2) (2005), 194-203.
8. J.S. Juang, ANFIS: Adaptive-network-based fuzzy inference system, IEEE Transactions on Systems, Man and Cybernetics 23 (1993), 665-685.
9. M.L. Lee, H.Y. Chung and F.M. Yu, Modeling of hierarchical fuzzy systems, Fuzzy sets and systems 138 (2003), 343-361.
10. C.T. Lin and G. Lee, Neural fuzzy systems: A neural-fuzzy synergism to intelligent systems, Prentice-Hall Inc., NJ, 1996.
11. C.T. Lin, A neural fuzzy control system with structure and parameter learning, Fuzzy Sets and Systems. 70 (1995), 183-212.
12. Y.G. Leu, T.T. Lee and W.Y. Wang, Observer-based adaptive fuzzy-neural control for unknown nonlinear dynamical systems, IEEE Trans. Syst., Man, Cybern. B 29 (1999), 583-591.
13. K.S. Narendra and K. Parthasarathy, Identification and Control of Dynamical Systems Using Neural Networks, IEEE Trans. Neural Networks 1(1) (1990), 4-27.
14. G.V.S. Raju, J. Zhou and R.A. Kisner, Hierarchical fuzzy control, Int. J. of Control 54(5) (1991), 1201-1216.
15. W. Rattasiri and S.K. Halgamuge, Computationally Advantageous and Stable Hierarchical Fuzzy Systems for Active Suspension, IEEE Trans. on Industrial Electronics 50(1) (2003), 48-61.
16. P.S. Sastry, G. Santharam and K.P. Unnikrishnan, Memory neural networks for identification and control of dynamic systems, IEEE Trans. Neural Networks 5 (1994), 306-319.
17. L. X. Wang, A course in fuzzy systems and control, Prentince Hall Inc., 1997.
18. L.X. Wang, Analysis and Design of Hierarchical Fuzzy Systems, IEEE Transactions on Fuzzy Systems 7(3) (1999), 617-624.
19. C. Wei and L.X. Wang, A Note on Universal Approximation by Hierarchical Fuzzy Systems, Information Sciences 123 (2000), 241-248.
20. S. Wu and M.J. Er, Dynamic fuzzy neural networks- a novel approach to function approximation, IEEE Trans. Syst., Man, Cybern. B 30 (2000), 358-364.
21. R.R. Yager, On the construction of Hierarchical Fuzzy Systems Models, IEEE Trans. Syst., Man, Cybern. C 28 (1998), 55-66.
22. W. Yu and X. Li, Some stability properties of dynamic neural networks, IEEE Trans. Circuits and Systems, Part 148(1) (2001), 256-259.
23. W. Yu and X. Li, Some new results on system identification with dynamic neural networks, IEEE Trans. Neural Networks 12(2) (2001), 412-417.
24. W. Yu and X. Li, Fuzzy identification using fuzzy neural networks with stable learning algorithms, IEEE Transactions on Fuzzy Systems 12(3) (2004), 411-420.
25. X.-J. Zeng and J. A. Keane, Approximation Capabilities of Hierarchical Fuzzy Systems, IEEE Transactions on Fuzzy Systems 13(5) (2005), 659-672.