Proposing an Adaptive Neuro-Fuzzy System-Based Swarm Concept Method for Predicting the Physical Properties of Nanofluids

Table 1

Statistical parameters obtained to estimate the accuracy of the PSO-ANFIS model.

Parameter	Phase	R2	MRE (%)	MSE	RMSE	STD
TC ratio	Train	0.989	0.829	0.000208729	0.0144	0.0112
	Test	0.987	1.056	0.000243615	0.0156	0.0101
	Total	0.988	0.886	0.000217451	0.0156	0.0110
Relative viscosity	Train	0.990	4.110	0.003234137	0.0569	0.0538
	Test	0.981	16.556	0.007665055	0.0876	0.0816
	Total	0.985	7.176	0.004325812	0.0876	0.0616