Research Article
A New Method for Evaporation Modeling: Dynamic Evolving Neural-Fuzzy Inference System
Table 3
Comparison of the DENFIS and ANFIS models in modeling pan evaporation—Antalya station.
| Statistics | Cross validation | Test data set | Method | DENFIS | ANFIS |
| RMSE (mm) | M1 | 1996–2006 | 0.976 | 0.962 | M2 | 1967–1985 | 1.036 | 1.483 | M3 | 1986–1995 | 0.862 | 0.788 | | Mean | 0.958 | 1.078 |
| MARE (%) | M1 | 1996–2006 | 15.96 | 14.46 | M2 | 1967–1985 | 20.50 | 30.34 | M3 | 1986–1995 | 15.27 | 13.62 | | Mean | 17.24 | 19.47 |
| NS | M1 | 1996–2006 | 0.878 | 0.882 | M2 | 1967–1985 | 0.820 | 0.631 | M3 | 1986–1995 | 0.881 | 0.901 | | Mean | 0.860 | 0.805 |
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