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Table 6

The validation of the current research modeling approach against the established researches over the literature for depth scouring around piers using the root mean square error metric

Literature researchCurrent research (GMDH-GLUE)Kaya (2010) (ANN)Najafzadeh & Barani (2011) (GMDH-BP)Pal et al. (2011) (SVR)Najafzadeh et al. (2013) (GMDH)Muzzammil et al. (2015) (GEP)Cheng et al. (2015) (ERBFNN)
RMSE (testing phase) 0.173 0.59 0.25 0.35 0.182 0.23 0.23 
Literature researchCurrent research (GMDH-GLUE)Kaya (2010) (ANN)Najafzadeh & Barani (2011) (GMDH-BP)Pal et al. (2011) (SVR)Najafzadeh et al. (2013) (GMDH)Muzzammil et al. (2015) (GEP)Cheng et al. (2015) (ERBFNN)
RMSE (testing phase) 0.173 0.59 0.25 0.35 0.182 0.23 0.23 
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