From Table 3, it can be noted that models based on a daily time interval offers better quality parameters, regardless of the type of model. This can be explained because as the resolution in time increases, the operation schedule of equipment and systems are more notorious; which is reduced by the averaging that results from increasing the resolution. To verify this statement, simple linear regression analysis were done for time intervals of 5 and 15 min with R2 results of 0.232 and 0.384, respectively. These additional results verify that higher resolution for the time interval of analysis leads to models with lower quality