established varies models with various input combinations based on the time scales and lead times of stream-flows. The input combinations of all the time intervals are presented in Table 1. Another significant concern is the data preprocessing, the data were normalized for the purpose of regularity and balance data range. The data were normalized between (0–1) using the following formula: