Space weather phenomena, like solar flares, can affect some terrestrial activities such as satellite communications, for example. For this reason, mechanisms to predict some of these phenomena are important. In this project, we improved a prediction system using the artificial neural network model called Multi-layer Perceptron. The results were a more appropriate neural network configuration and more accurate documentation for the forecasting software.