Table 5 Fault label and sample number in the gearbox dataset
From: Fault Diagnosis Method for Rotating Machinery Based on Multi-scale Features
Type | Sample number | Label | |||
|---|---|---|---|---|---|
Training | Testing | Validation | |||
Health | 2700 | 900 | 900 | [1, 0, 0, 0, 0, 0, 0, 0, 0, 0] | |
Gear | Miss | 2700 | 900 | 900 | [0, 1, 0, 0, 0, 0, 0, 0, 0, 0] |
Chipped | 2700 | 900 | 900 | [0, 0, 1, 0, 0, 0, 0, 0, 0, 0] | |
Root | 2700 | 900 | 900 | [0, 0, 0, 1, 0, 0, 0, 0, 0, 0] | |
Surface | 2700 | 900 | 900 | [0, 0, 0, 0, 1, 0, 0, 0, 0, 0] | |
Eccentric | 2700 | 900 | 900 | [0, 0, 0, 0, 0, 1, 0, 0, 0, 0] | |
Bearing | Ball | 2700 | 900 | 900 | [0, 0, 0, 0, 0, 0, 1, 0, 0, 0] |
Inner | 2700 | 900 | 900 | [0, 0, 0, 0, 0, 0, 0, 1, 0, 0] | |
Outer | 2700 | 900 | 900 | [0, 0, 0, 0, 0, 0, 0, 0, 1, 0] | |
Combination | 2700 | 900 | 900 | [0, 0, 0, 0, 0, 0, 0, 0, 0, 1] | |