Construction of a fuzzy model with few examples

  • Farida Benmakrouha
Conference paper
Part of the Lecture Notes in Computer Science book series (LNCS, volume 1226)


This article suggests an automatic initialization of a fuzzy rule basis from available numerical data, as well as two methods of extension allowing the incremental updating of the rule basis.


Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.


  1. 1.
    Castro J.L., ”Fuzzy logic controllers are universal approximators”, IEEE Trans. on SMC, Vol. 25 n∘ 4, April 1995.Google Scholar
  2. 2.
    Sugeno M.,Yasukawa T. ”A Fuzzy-Logic-Based Approch to Qualitative Modeling”, IEEE Trans. on Fuzzy Systems, Vol 1 n∘ 1, February 1993.Google Scholar
  3. 3.
    Lutaud M. ”Identification et Contrôle de processus par Réseaux Neuro-Flous”, Thèse de Doctorat de l'Université d'Evry Val d'EssonneGoogle Scholar
  4. 4.
    Kóczy L.T., Kovács S., ”Linearity and the cnf property in linear fuzzy rule interpolation”, Proceedings of the Third IEEE International Conference on Fuzzy Systems, Orlando, pp. 870–875 (1994)Google Scholar
  5. 5.
    Takagi T., Sugeno M., ”Fuzzy identification of systems and its applications to modeling and control”, IEEE Trans. on SMC, SMC-15(1), Janv 1985.Google Scholar
  6. 6.
    Glorennec PY., ”Quelques aspects analytiques des systèmes d'inférence floue”, Journal Européen des Systèmes Automatisés, Vol. 30, n∘ 2–3, 1996.Google Scholar
  7. 7.
    Le Gruyer E., Archer JC., ”Stability and convergence of extension schemes to continuous functions in general metric spaces”, SIAM J. Math. Anal., Vol. 27, n∘ 1, 1996.Google Scholar
  8. 8.
    Hwang J.N., Lay S.R., Maechler M., Martin D., Schimert J., ”Regression modeling in backpropagation and projection pursuit learning”, IEEE Trans. Neural Networks, Vol. 5 n∘ 3, May 1994Google Scholar
  9. 9.
    G. Box, G. Jenkins, ”Time series analysis: forecasting and control” (Holden-Day, San Francisco, 1976).Google Scholar

Copyright information

© Springer-Verlag Berlin Heidelberg 1997

Authors and Affiliations

  • Farida Benmakrouha
    • 1
  1. 1.Département d'InformatiqueINSA de RennesFrance

Personalised recommendations