Table 1 Range of hyper-parameters tested.

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

Acceleration factors \({{c}_{1}, c}_{2}\)

1.49445, 2.0

Population size

30, 40, 50

Evolutionary generation

30, 40, 50

  1. Optimal values are in bold.