This paper describes a modified self-organizing algorithm which addresses the problem of consumer classification in electric distribution networks according to the shape of the load profiles. This algorithm combines the traditional growing self organizing map algorithm with fuzzy implementation and a control strategy based on affinity measures.

Keywords: Load profiling, Self organization, Fuzzy logic, Electricity distribution.