An Empirical Study for Adopting Machine Learning Approaches for Gas Pipeline Flow Prediction

Figure 8

Relation between learning rate and performance. The performance becomes better as the learning rate increase at first, but the performance gets worse after the learning rate greater than 0.25. This suggests that 0.25 is a proper learning rate. (a) MSE, (b) MRE, (c) .

(a)

(b)

(c)