a novel method for Kohonen network designing and training by using evolutional programming(EP) is proposed
which can autolnatically search the optimum structwe and connechon weights of the Kohonen network. This kind of Kohonene network is used for passive sonar targets clustering analysis
and the result of experiment shows that the EP based Kohonen network is effective in clustering the overlap signals of passive sonar target.