A regression-based model was previously developed to forecast total electron content (TEC) at middle latitudes. We present a more sophisticated using neural networks (NN) instead of linear regression. This regional prototype simulates and forecasts TEC variations in relation space weather conditions. The development consisted the selection best set predictors, NN architecture, length input seri...