Research Article
An Integrated Method of Rolling Bearing Fault Diagnosis Based on Convolutional Neural Network Optimized by Sparrow Optimization Algorithm
Table 5
Optimization process of SAA from iteration 3 to 7.
| Iteration | Batch size | Learning rate (keeping two significant digits) |
| 3 | 160 | 0.48 | 160 | 1.7 | 160 | 0.0096 | 160 | 0.0096 | 4 | 0 |
| 4 | 100 | 0 | 160 | 0 | 160 | 0.0091 | 160 | 0.0096 | 4 | 0.78 |
| 5 | 4 | 0.27 | 80 | 0.0073 | 160 | 0.0096 | 160 | 0.0099 | 4 | 0.18 |
| 6 | 80 | 0.49 | 160 | 0.23 | 64 | 0.0066 | 80 | 0.0073 | 100 | 0.036 |
| 7 | 80 | 0.014 | 80 | 0.0075 | 40 | 0 | 80 | 0.0070 | 4 | 0 |
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