Research Article
Using a Support Vector Machine Based Decision Stage to Improve the Fault Diagnosis on Gearboxes
Table 15
Average accuracy and standard deviation of models trained for 10 epochs using grayscale images.
| Class | Average accuracy (%) | Standard deviation |
| P1 | 99.98 | 0.07 | P2 | 98.35 | 1.33 | P3 | 93.04 | 6.96 | P4 | 81.58 | 12.42 | P5 | 75.50 | 15.05 | P6 | 69.13 | 19.51 | P7 | 74.30 | 15.03 | P8 | 82.70 | 7.16 | P9 | 85.47 | 8.51 | P10 | 89.81 | 9.57 |
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