Research Article
A Multifault Diagnosis Method of Gear Box Running on Edge Equipment
Table 4
List of the highest test set accuracy achieved by each experiment.
| Experiment | Data | Normalization | Accuracy of test set | Using softmax | Using triplet loss |
| 1 | A | No | 0.93942 | 0.9611 | 2 | B | No | 0.89214 | 0.9437 | 3 | C | No | 0.90307 | 0.9489 | 4 | D | No | 0.91742 | 0.9509 | 5 | E | No | 0.92573 | 0.9593 | 6 | F | No | 0.68717 | 0.8334 | 7 | G | No | 0.67384 | 0.8376 | 8 | H | No | 0.48658 | 0.8197 | 9 | I | No | 0.38966 | 0.8168 | 10 | A | Yes | 0.94668 | 0.9773 | 11 | B | Yes | 0.91268 | 0.9615 | 12 | C | Yes | 0.92335 | 0.9703 | 13 | D | Yes | 0.93611 | 0.9756 | 14 | E | Yes | 0.93282 | 0.9632 | 15 | F | Yes | 0.68371 | 0.9124 | 16 | G | Yes | 0.64178 | 0.9133 | 17 | H | Yes | 0.50438 | 0.9098 | 18 | I | Yes | 0.49335 | 0.9045 |
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Underlined italic values indicate extreme cases in the experimental results, and they are explained in detail below.
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