The article presents use of PNN to identify ship’s radio stations. Two methods of PNN acceleration are included. The first one is a combination of PNN and Kohonen neural network. The task of Kohonen neural network is to roughly classify radio station. The final identification is performed by PNN. The second speeding up approach consists in using average data instead of original one. Moreover, a modification of PNN decision rule is applied.