This dissertation work presents an ANN based method for on-line feeder reconfiguration problem. One of the important aspects of ANN technique is the generation of training set of all possible operating conditions. In this dissertation work input training set have been judiciously generated according to the load patterns of different consumers.-This dissertation work presents an ANN based method for on-line feeder reconfiguration problem. One of the important aspects of ANN technique is the generation of training set of all possible operating conditions. In this dissertation work input training set have been judiciously generated according to the load patterns of different consumers.