Research Article
Deep Learning-Based Trajectory Tracking Control forUnmanned Surface Vehicle
Table 4
Training effect by using different width structures.
| Width | Accuracy on validation set | Accuracy on test set | No pretraining | Pretraining | No pretraining (%) | Pretraining (%) |
| 6-6-6-6-6-6-6-5 | 82.8 | 83.2 | 81.0 | 84.5 | 6-7-7-7-7-7-7-5 | 82.8 | 87.3 | 76.2 | 80.3 | 6-6-7-7-8-7-6-5 | 88.2 | 91.3 | 84.9 | 88.9 | 6-8-8-8-8-8-8-5 | 63.9 | 66.2 | 61.9 | 71.8 | 6-10-10-10-10-10-10-5 | 9.7 | 71.4 | 66.7 | 70.2 | 6-6-6-6-6-6-6-5 | 82.8 | 82.9 | 81.0 | 82.6 |
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