The aim of this research is to investigate the use of Artificial Neura
l Networks (ANN) with feedback loops For modeling power system dynamic
loads using field data. In addition to the power demand before the tr
ansient, only the phase voltages will be assumed available at the reca
ll stage. It is found that the load dynamics can be identified using t
he ANN developed for the season and the location of the load being emu
lated. The frequency response of the tested load is also obtained usin
g the achieved ANN model.