The results of the proposed FNNSSO algorithm were compared to five other algorithms in the literature for verification: PSO, ACO, GA, ES, and PBIL. The results showed that the proposed method is very efficient in learning FNN, which is due to exploration and high local optima avoidance of this algorithm