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