Enhanced Fuzzy Single Layer Learning Algorithm Using Automatic Tuning of Threshold

  • Kwang-Baek Kim
  • Byung-Kwan Lee
  • Soon-Ho Kim
Conference paper
Part of the Lecture Notes in Computer Science book series (LNCS, volume 3982)


In this paper, we proposed an enhanced fuzzy single layer learning algorithm using the dynamic adjustment of threshold. For performance evaluation, the proposed method was applied to the XOR problem, which is used as a benchmark in the field of pattern recognition, and the recognition of digital image in a practical image processing application. As a result of experiment, though the method does not always guarantee the convergence, it shows the improved learning time and the high convergence rate.


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  1. 1.
    Judith, E.D.: Neural Network Architectures An Introduction. Van Nostrand Reinhold, New York (1990)Google Scholar
  2. 2.
    Gupta, M.M., Qi, J.: On Fuzzy Neuron Models. Proceedings of IJCNN 2, 431–435 (1991)MathSciNetGoogle Scholar
  3. 3.
    Goh, T.H., Wang, P.Z., Lui, H.C.: Learning Algorithm for Enhanced Fuzzy Perceptron. Proceedings of IJCNN 2, 435–440 (1992)Google Scholar
  4. 4.
    Kim, K.B., Cha, E.Y.: A New Single Layer Perceptron using Fuzzy Neural Controller. In: Jaime, O., Ariel, S. (eds.) Simulators International XII, vol. 27(3), pp. 341–343 (1995)Google Scholar
  5. 5.
    Kim, K.B., Kim, S., Joo, Y., Oh, A.S.: Enhanced Fuzzy Single Layer Perceptron. In: Wang, J., Liao, X.-F., Yi, Z. (eds.) ISNN 2005. LNCS, vol. 3496, pp. 603–608. Springer, Heidelberg (2005)CrossRefGoogle Scholar
  6. 6.
    Kim, K.B., Seo, C.J., Yang, H.K.: A Biological Fuzzy Multilayer Perceptron Algorithm. Journal of KIMICS 1(1), 99–103 (2003)Google Scholar
  7. 7.
    Kim, T.K., Yun, H.G., Lho, Y.W., Kim, K.B.: An Educational Matters Administration System on the Web by Using Image Recognition. In: Proceedings of Korea Intelligent Information Systems, pp. 203–209 (2002)Google Scholar

Copyright information

© Springer-Verlag Berlin Heidelberg 2006

Authors and Affiliations

  • Kwang-Baek Kim
    • 1
  • Byung-Kwan Lee
    • 2
  • Soon-Ho Kim
    • 3
  1. 1.Dept. of Computer EngineeringSilla UniversityKorea
  2. 2.Dept. of Computer EngineeringKwandong UniversityKorea
  3. 3.Dept. of Automotive Mechanical EngineeringSilla UniversityKorea

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