Improved Estimation of Bio-Oil Yield Based on Pyrolysis Conditions and Biomass Compositions Using GA- and PSO-ANFIS Models

Table 1

The values of different statistical parameters obtained for the models.

Model	Phase		MRE (%)	MSE	RMSE	STD
GA-ANFIS	Train	0.937	5.077	4.244909156	2.0603	1.4186
	Test	0.937	5.693	4.432311766	2.1053	1.3085
	Total	0.937	5.231	4.291759808	2.1053	1.3910
PSO-ANFIS	Train	0.968	3.323	2.180267641	1.4766	1.0671
	Test	0.969	3.876	2.086124383	1.4443	0.9936
	Total	0.968	3.461	2.156731826	1.4443	1.0473