A New Method for Evaporation Modeling: Dynamic Evolving Neural-Fuzzy Inference System

Table 4

Comparison of the DENFIS and ANFIS models in modeling pan evaporation—Antakya station.

Statistics	Cross validation	Test data set	Method
			DENFIS	ANFIS
RMSE (mm)	M1	2003–2010	0.659	0.740
	M2	1983–1989	0.528	0.914
	M3	1990–2002	1.054	1.152
		Mean	0.747	0.935
MARE (%)	M1	2003–2010	10.76	12.60
	M2	1983–1989	12.15	14.93
	M3	1990–2002	20.29	22.08
		Mean	14.40	16.54
NS	M1	2003–2010	0.856	0.818
	M2	1983–1989	0.941	0.823
	M3	1990–2002	0.788	0.747
		Mean	0.862	0.796