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http://dx.doi.org/10.5391/JKIIS.2004.14.1.093

Recognition of the Korean Alphabet using Phase Synchronization of Neural Oscillator  

Lee, Joon-Tark (Dept. of Electrical Eng. Dong-A Univ)
Bum, Kwon-Yong (Dept. of Electrical Eng. Dong-A Univ)
Publication Information
Journal of the Korean Institute of Intelligent Systems / v.14, no.1, 2004 , pp. 93-99 More about this Journal
Abstract
Neural oscillator can be applied to oscillatory systems such as analyses of image information, voice recognition and etc. Conventional EBPA (Error back Propagation Algorithm) is not proper for oscillatory systems with the complicate input`s patterns because of its tedious training procedures and sluggish convergence problems. However, these problems can be easily solved by using a synchrony characteristic of neural oscillator with PLL(Phase Locked Loop) function and by using a simple Hebbian learning rule. Therefore, in this paper, a technique for Recognition of the Korean Alphabet using Phase Synchronized Neural Oscillator was introduced.
Keywords
Neural Oscillator; Korean Alphabet; Phase Locked Loop; Hebbian learning rule; Phase Synchronization;
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  • Reference
1 Schalkoff Robert J., "Pattern Recognition", John Wiley & Sons, 1992
2 Hoppensteadt F.C. and Izhikevich E.M., "Oscillatory Neuro-computers with Dynamic Connectivity", PhysIcal Revjew Letters, Vol.82, pp.2983-2986, 1999   DOI   ScienceOn
3 Eugene M. Izhikevich, "Class 1 Neural Excitability, Conventional Synapses, Weakly Connected Networks, and Mathematical Foundations of Pulse-Coupled Models.", IEEE Trans. On Neural Networks,Vol. 10, pp.499-507, 1999   DOI   ScienceOn
4 Hoppensteadt F.C. and Izhikevich E.M., "Pattern Recognition via Synchronization in PLL Neural Networks", IEEE Trans. on NN, Vol.11, No. 3, pp.734-738,2000   DOI   ScienceOn
5 Abhijit S. Pandya and Robert B.Macy, "Pattern Recognition with Neural Networks in C+ +", CRC PRESS., 1995
6 Pao. YohHan, "Adaptive Pattern Recognition and Neural Networks", Addison Wesley Press, 1989
7 M. Rosenblum, A.Pikovsky and etc, "Phase Synchronization: From Theory to Data Analysis", Preprint submitted to Elsevier Preprint, pp.1-46, 1999
8 Dorel M. Sala and Krzysztof J. Cios, "Solving Graph Algorithms with Networks of Spiking Neurons" , IEEE Trans, Vol.10, No.4, 1999