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Recently, artificial neural network have been used in radar signal detection. In this paper, a fuzzy neural approach for estimating the parameters of the K distribution is proposed. We use the back propagation (BP) algorithm for the training process. We obtain improved results compared with those obtained by the method based on higher order and fractional moments for small sample sizes.