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Table 6 Error mean and error std. for different methods.

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

Method

Train

Test

 

Error mean

Error Std

Error mean

Error Std

GA

0.4586

6.9268

0.2699

5.6155

PSO

0.1002

6.1799

0.0288

4.1593

HPSO

− 0.2043

6.4002

− 0.3394

3.9592

PSO–DA

− 0.0552

5.6300

− 0.1582

2.6873

IGA

− 0.1410

6.7674

− 0.2814

5.1517

MGA

0.1779

6.9048

− 0.0728

5.5206

Bat

0.7239

6.3980

0.2750

4.4894

BBO

− 0.1175

6.0749

0.2107

5.1976