Research Article

The Use of a Machine Learning Method to Predict the Real-Time Link Travel Time of Open-Pit Trucks

Table 9

Comparison between the optimal ML model and the optimal averaging method.

RoadTypeOptimal average method
(MAPE)
Optimal ML model
(MAPE)
MAPE decreaseAverage

B-EFixed11.40%12.54%
E-H17.73%
H-J8.50%

B-DTemporary18.81%19.30%
E-F18.10%
G-H21.00%

Average15.79%