Research Article
Fault Diagnosis of a Hydraulic Pump Based on the CEEMD-STFT Time-Frequency Entropy Method and Multiclass SVM Classifier
Table 3
Classification results of the testing data.
| | Fault pattern | Actual label | Index | No. | Feature 1 | Feature 2 | Feature 3 | Predicted label |
| | Normal | 1 | 1 | 11 | 4.0906 | 2.9178 | 5.5591 | 1 | | 2 | 12 | 4.0961 | 2.9253 | 5.5036 | 1 | | ⋯ | ⋯ | | | | 1 | | 10 | 20 | 3.9954 | 2.9829 | 5.5353 | 1 |
| | Rotor wear | 2 | 11 | 31 | 3.7442 | 2.0107 | 5.1790 | 2 | | 12 | 32 | 3.6416 | 2.1110 | 5.1027 | 2 | | ⋯ | ⋯ | | | | 2 | | 20 | 40 | 3.5266 | 2.1772 | 5.1467 | 2 |
| | Swash plate wear | 3 | 21 | 51 | 3.3093 | 2.5163 | 5.1968 | 3 | | 22 | 52 | 3.3018 | 2.4982 | 5.2170 | 3 | | ⋯ | ⋯ | | | | 3 | | 30 | 60 | 3.3408 | 2.5041 | 5.1157 | 3 |
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