Progress in Earth and Planetary Science

Table 7 Results obtained in testing phase

From: Development of particle swarm clustered optimization method for applications in applied sciences

Method	Statistical index
Method	RMSE (m³/s)	R²	MAE (m³/s)	NSE	IA
ANFIS	109.899	0.96	72.315	0.958	0.989
MLPNN	112.101	0.959	73.015	0.956	0.989
LE-PSCO	171.973	0.906	118.939	0.898	0.974
NE-PSCO	113.427	0.958	71.583	0.956	0.989
MLPNN-PSCO	109.963	0.96	72.724	0.958	0.989
ANFIS-PSCO	108.433	0.961	71.557	0.959	0.99
LE-PSO	172.53	0.905	119.245	0.897	0.974
NE-PSO	113.925	0.958	72.444	0.955	0.988
MLPNN-PSO	111.376	0.959	72.327	0.957	0.989
ANFIS-PSO	109.221	0.961	71.716	0.959	0.989
LE-AGPSO	172.824	0.906	120.234	0.897	0.973
NE-AGPSO	112.847	0.958	72.061	0.956	0.989
MLPNN-AGPSO	113.091	0.958	70.356	0.956	0.989
ANFIS-AGPSO	110.429	0.96	71.527	0.958	0.989
LE-INFO	172.198	0.905	119.756	0.897	0.974
NE-INFO	113.757	0.958	73.399	0.955	0.988
MLPNN-INFO	110.984	0.959	70.601	0.957	0.989
ANFIS-INFO	111.28	0.959	71.098	0.957	0.989
LE-DMOA	172	0.905	119.26	0.898	0.974
NE-DMOA	113.891	0.958	73.017	0.955	0.988
MLPNN-DMOA	159.048	0.929	86.81	0.913	0.974
ANFIS-DMOA	124.855	0.95	86.934	0.946	0.986

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