Abstract: In this study, an algorithm using Multilevel Kernel k-Means approach for fast islanding of large power systems is proposed. Intentional islanding using both the spectral and the Multilevel Kernel k-Means methods have been applied on several test systems to show the efficiency of the proposed approach. The results show that the proposed method is much faster than existing methods.