Optimum Design of Straight Circular Channels Incorporating Constant and Variable Roughness Scenarios: Assessment of Machine Learning Models

Figure 5

Relative error for the optimum and predicted by ANN and GP for the test data: (a) constant roughness; (b) constant roughness; (c) variable roughness; (d) variable roughness.

(a)

(b)

(c)

(d)