Research Article
KPCA and AE Based Local-Global Feature Extraction Method for Vibration Signals of Rotating Machinery
Table 3
Learning rate setting schemes.
| | No. | Initial learning rate | Learning rate | Patience | Epoch |
| Fixed learning rate | 1 | — | 1e − 1 | — | 1000 | 2 | — | 1e − 2 | — | 1000 | 3 | — | 1e − 3 | — | 1000 | 4 | — | 1e − 4 | — | 1000 | |
| Decreasing learning rate | 5 | 1e − 2 | — | 10 | 1000 | 6 | 1e − 2 | — | 30 | 1000 | 7 | 1e − 2 | — | 50 | 1000 | 8 | 1e − 2 | — | 100 | 1000 | 9 | 1e − 2 | — | 200 | 1000 | 10 | 1e − 2 | — | 300 | 1000 |
|
|