Abstract: This paper proposes a new method for fuzzy clustering. Fuzzy entropy is defined at first,then a new fuzzy clustering method based on maximum fuzzy entropy is proposed, that is GCM method.Compared to traditional FCM method, this method has clearer physical meaning and well-defined mathematical features. It also has better clustering results.