Research Article
Convolutional Recurrent Neural Network for Fault Diagnosis of High-Speed Train Bogie
Table 3
Result of the CRNN models with different layer in the structure (%).
| | No | The Structure of CRNN | Accuracy (%) | Iterations | | CNN layers (cells) | RNN layers (cells) |
| | 1 | 1 (116) | 1 (450) | 88.2% | 1620 | | 2 | 1 (116) | 2 (4502) | 93.6% | 1200 | | 3 | 2 (116/232) | 1 (450) | 95.6% | 920 | | 4 | 2 (116/232) | 2 (4502) | 96.3% | 940 | | 5 | 2 (116/232) | 4 (4504) | 97.4% | 800 | | 6 | 2 (116/232) | 5 (4505) | 96.5% | 1020 |
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