A novel fuzzy system with dynamic rule base

IEEE Transactions on Fuzzy Systems

Volumn 13, Issue 5, 2005, Pages 569-582

  Chen, Weitian ^a   Saif, Mehrdad ^a  

^a SIMON FRASER UNIVERSITY   (Canada)

Author keywords

Function approximation; Fuzzy system; Fuzzy theory

Indexed keywords

APPROXIMATION THEORY; COMPUTER SIMULATION; KNOWLEDGE BASED SYSTEMS; MATHEMATICAL MODELS; MEMBERSHIP FUNCTIONS;

FUNCTION APPROXIMATION; FUZZY SYSTEM; FUZZY THEORY;

FUZZY SETS;

EID: 27644433287     PISSN: 10636706     EISSN: None     Source Type: Journal    
DOI: 10.1109/TFUZZ.2005.856566     Document Type: Article

References (24)

1. W. Chen, "Sufficient conditions on fuzzy logic controllers as universal approximators," IEEE Trans. Syst., Man, Cybern., vol. 31, no. 2, pp. 270-274, Mar. 2001.
2. E. P. Klement, L. T. Koczy, and B. Moser, "A relationship between membership functions and approximation accuracy in fuzzy systems," Int. J. General Syst., vol. 28, no. 2-3, pp. 259-282, 1999.
3. J. J. Buckley, "Universal fuzzy controllers," Automatica, vol. 28, no. 6, pp. 1245-1248, 1992.
4. L.X. Wang and J. M. Mendel, "Fuzzy basic functions, universal approximation, and orthogonal least-squares learning," IEEE Trans. Neural Networks, vol. 3, no. 5, pp. 807-814, Sep. 1992.
5. B. Kosko, "Fuzzy systems as universal approximators," in Proc. IEEE Int. Conf. Fuzzy Systems, San Diego, CA, 1992, pp. 1153-1162.
6. J. L. Castro, "Fuzzy logic controllers are universal approximators," IEEE Trans. Syst., Man, Cybern., vol. 25, no. 4, pp. 629-435, Apr. 1995.
7. X. J. Zeng and M. G. Singh, "Approximation theory of fuzzy systems-SISO case," IEEE Trans. Fuzzy Syst., vol. 2, no. 2, pp. 162-176, Apr. 1994.
8. X. J. Zeng and M. G. Singh, "Approximation theory of fuzzy systems-MIMO case," IEEE Trans. Fuzzy Syst., vol. 3, no. 2, pp. 219-235, Apr. 1995.
9. H. Ying, "Sufficient conditions on general systems as function approximators," Automatica, vol. 30, no. 3, pp. 521-525.
10. C. C. Lee, "Fuzzy logic in control systems: Fuzzy logic control-Part I," IEEE Trans. Syst., Man, Cybern., vol. 20, no. 2, pp. 404-418, Mar./Apr. 1990.
11. B. G. Song, R. J. Marks II, S. Oh, P. Arabshahi, T. P. Caudell, and J. J. Choi, "Adaptive membership function fusion and annihilation in fuzzy If-Then rules," in Proc. FUZZ-IEEE/IFES'93, 1993, pp. 961-967.
12. J. Yen and L. Wang, "Simplifying fuzzy rule-based models using orthogonal transformation methods," IEEE Trans. Syst., Man, Cybern. B, Cybern., vol. 29, no. 1, pp. 13-24, Jan. 1999.
13. M. Setnes, "Supervised fuzzy clustering for rule extraction," IEEE Trans. Fuzzy Syst., vol. 8, no. 4, pp. 416-424, Aug. 2000.
14. C. T. Chao, Y. J. Chen, and C. C. Teng, "Simplification of fuzzy-neural systems using similarity analysis," IEEE Trans. Syst., Man, Cybern. B, Cybern., vol. 26, no. 2, pp. 344-354, Mar. 1996.
15. M. Setnes, R. Babuska, U. Kaymak, and H. R. van Nauta Lemke, "Similarity measures in fuzzy rule base simplification," IEEE Trans. Syst., Man, Cybern. B, Cybern., vol. 28, no. 3, pp. 376-386, May 1998.
16. J. Abonyi, R. Babuska, and F. Szeifert, "Fuzzy modeling with multivariate membership functions: Gray-Box identification and control design," IEEE Trans. Syst., Man, Cybern. B, Cybern., vol. 31, no. 5, pp. 755-767, Sep. 2001.
17. H. Roubos and M. Setnes, "Compact and transparent fuzzy models and classifiers through iterative complexity reduction," IEEE Trans. Fuzzy Syst., vol. 9, no. 4, pp. 516-524, Aug. 2001.
18. M. Jamshidi, Large-Scale Systems Modeling, Control and Fuzzy Logic. Upper Saddle River, NJ: Prentice-Hall, 1996.
19. S. Mitra and Y. Hayashi, "Neuro-fuzzy rule generation: Survey in soft computing framework," IEEE Trans. Neural Networks, vol. 11, no. 3, pp. 748-768, Jun. 2000.
20. S. Guillaume, "Designing fuzzy inference systems from data: An interpretability-oriented review," IEEE Trans. Fuzzy Syst., vol. 9, no. 3, pp. 426-443, Jun. 2001.
21. L.-X. Wang, "The WM method completed: A flexible fuzzy system approach to data mining," IEEE Trans. Fuzzy Syst., vol. 11, no. 6, pp. 768-782, Dec. 2003.
22. W. L. Tung and C. Quek, "Falcon: Neural fuzzy control and decision systems using FKP and PFKP clustering algorithms," IEEE Trans. Syst., Man, Cybern. B, Cybern., vol. 34, no. 1, pp. 686-695, Jan. 2004.
23. H. R. Berenji and P. Khedkar, "Learning and tuning fuzzy logic controllers through reinforcements," IEEE Trans. Neural Networks, vol. 3, no. 5, pp. 724-740, Oct. 1992.
24. H. R. Berenji and D. Vengerov, "A convergent actor-critic-based FRL algorithm with application to power management of wireless transmitters," IEEE Trans. Fuzzy Syst., vol. 11, no. 4, pp. 478-485, Aug. 2003.