Journal of Applied Sciences1812-56541812-5662Asian Network for Scientific Information10.3923/jas.2010.848.851TalebA. BenyettouA. 1020101010In this study, We propose a fuzzy neural system containing inferred rules which are modelled separately by a three layer perceptron neural network giving the conclusion part according to the premise of the rule. Such a system is applied to different morphology words for Arabic vowels recognition as a two-dimensional fuzzy implication presented in the form of linguistic features values. The system has been implemented on a real-time mini-computer and is now operational, the results concerning a multi-speaker corpus of continuous speech are also promising.]]>Dahmani, Y. and A. Benyettou,20044384387Dahmani, Y. and A. Benyettou,20044388392Dahmani, Y. and A. Benyettou,200512830Kumar, S.R. and G. Jayati,199710161182Lin, C.T. and Y.C. Lu,19953169189Linde, Y., A. Buzo and R.M. Gray,1980288495Louni, A. and A. Taleb,20082008pp: 132138Mesbahi, L. and A. Benyettou,2005116Neggaz, N. and A. Benyettou,2009324557Rahmani, A.,19981998Taleb, A. and A. Benyettou,20032003Taleb, A.,20002000