Research Article
An Integrated Method of Rolling Bearing Fault Diagnosis Based on Convolutional Neural Network Optimized by Sparrow Optimization Algorithm
Table 2
Details of the sample sets.
| Running state | Fault diameter | Training samples | Test samples | Status labels |
| Normal | // | 19200 | 4800 | 1000000000 |
| Inner race fault | 0.1778 mm | 19200 | 4800 | 0100000000 | 0.3556 mm | 19200 | 4800 | 0000100000 | 0.5334 mm | 19200 | 4800 | 0000000100 |
| Ball fault | 0.1778 mm | 19200 | 4800 | 0010000000 | 0.3556 mm | 19200 | 4800 | 0000010000 | 0.5334 mm | 19200 | 4800 | 0000000010 |
| Outer race fault | 0.1778 mm | 19200 | 4800 | 0001000000 | 0.3556 mm | 19200 | 4800 | 0000001000 | 0.5334 mm | 19200 | 4800 | 0000000001 |
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