Keywords: Short-term load forecasting (STLF); Artificial neural network (ANN); Global best particle swarm optimization (GPSO); Back propagation (BP); Levenberg marquardt (LM); Meteorological and exogenous variables; Mean absolute percentage error (MAPE);