Research Article
An Integrated Bearing Fault Diagnosis Method Based on Multibranch SKNet and Enhanced Inception-ResNet-v2
Table 6
Comparison of parameter quantity and execution time.
| | Models | Parameters (×106) | Execution time to convergence (h) | Execution time to on test set (s) |
| | Inception-v4 [29] | 27.6 | 8.59 | 25 | | Inception-ResNet-v2 [34] | 31.3 | 11.8 | 31 | | Inception-ResNet-v2 + SKNet | 37.5 | 13.1 | 35 | | Inception-ResNet-v2 + NewSKNet | 41.3 | 15.3 | 38 | | SIR-CNN (ours) | 5.3 | 2.56 | 6 |
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