This paper presents some competitive learning algorithms
for Self Organizing Map (SOM). The competitive learning
algorithms showed to self organizing map algorithm are
winner-takes-all, Frequency Sensitive Competitive
Learning and Rival Penalized Competitive Learning. The
result shows the performance in classification of partial
discharge on power cables using SOM.