Research Article
A New Generative Neural Network for Bearing Fault Diagnosis with Imbalanced Data
| ā | Normal condition | Each faulty condition | Samples | Training samples | Testing samples | Samples | Training samples | Testing samples |
| Case 1 | 100 | 80 | 20 | 100 | 80 | 20 | Case 2 | 100 | 80 | 20 | 90 | 72 | 18 | Case 3 | 100 | 80 | 20 | 80 | 64 | 16 | Case 4 | 100 | 80 | 20 | 70 | 56 | 14 | Case 5 | 100 | 80 | 20 | 60 | 48 | 12 | Case 6 | 100 | 80 | 20 | 50 | 40 | 10 | Case 7 | 100 | 80 | 20 | 45 | 36 | 9 |
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