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Table 10 Influence of various population sizes and iterations on PSO–DA ANFIS.

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

Method

Population size

Iteration

25

50

75

100

100

200

300

400

MAPE

11.76

1.67

1.75

1.71

14.83

11.52

7.37

1.67

Efficiency

0.85

0.97

0.95

0.95

0.82

0.86

0.91

0.97

R2

0.87

0.92

0.92

0.91

0.85

0.86

0.85

0.92

RMSE

3.43

2.68

2.70

2.69

4.68

4.09

3.71

2.68

  1. Bold numbers in the table are related to the maximum or minimum of the obtained results