Research Article

Deep Learning-Based Trajectory Tracking Control forUnmanned Surface Vehicle

Table 4

Training effect by using different width structures.

WidthAccuracy on validation setAccuracy on test set
No pretrainingPretrainingNo pretraining (%)Pretraining (%)

6-6-6-6-6-6-6-582.883.281.084.5
6-7-7-7-7-7-7-582.887.376.280.3
6-6-7-7-8-7-6-588.291.384.988.9
6-8-8-8-8-8-8-563.966.261.971.8
6-10-10-10-10-10-10-59.771.466.770.2
6-6-6-6-6-6-6-582.882.981.082.6