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Table 7 Results for the test dataset.

From: A Hybrid Particle Swarm Optimization with Dragonfly for Adaptive ANFIS to Model the Corrosion Rate in Concrete Structures

Methods MAPE Efficiency R2 VAF MEDAE
GA 16.70 0.82 0.56 0.59 0.83
PSO 15.59 0.86 0.63 0.72 0.33
HPSO 11.15 0.89 0.75 0.77 0.51
PSO–DA 1.67 0.97 0.92 0.93 0.14
IGA 16.35 0.84 0.58 0.66 0.62
MGA 15.15 0.83 0.59 0.62 0.77
Bat 18.67 0.78 0.58 0.58 0.80
BBO 12.07 0.87 0.79 0.77 0.48
  1. Bold numbers are related to the maximum or minimum of the obtained results