Abstract: In the intelligence system,a kind of important qualitative knowledge is described by the fuzzy language of the fuzzy set theory. On the basis of the fuzzy qualitative knowledge formal description and self-organization competitive neural network characteristic, this paper presents a neural network model and method to acquire the membership functions and fuzzy rules from a training sample set of the numerical features. The experimental results about the Iris data set show that this method can describe these data effectively.