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A neural network that combines some properties of perceptron net with ADALINE net isdeveloped for classification of Arabic script. It is based on supervised learning or withtutor technique. A software tool is designed for training and testing any set of charactercombinations or fonts. The circuit is tested for various combination sets of Arabiccharacters with different fonts and sizes. The network exhibited high recognition and lowerror rates having reasonable tolerance to some noise level.

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