Table 5 \({k}_{s}\) prediction statistics comparison.

From: Data-driven prediction of the equivalent sand-grain roughness

 

Musker et al.

Flack et al.

Kuwata et al.

‘White box’ model

PSO-BPNN

MAE

0.1316

0.1034

0.0729

0.0608

0.0390

MSE

0.0255

0.0183

0.0141

0.0074

0.0026

MAPE

76.22%

51.66%

56.91%

38.87%

28.12%