Research Article
Rolling Bearing Fault Diagnosis Based on Sensitive Feature Transfer Learning and Local Maximum Margin Criterion under Variable Working Condition
Table 13
Testing accuracies obtained by OFS-TSFRS-LDA-SVM.
| sfn | DTCWPT | WPT | Case 1 testing accuracy (%) | Case 2 testing accuracy (%) | Case 3 testing accuracy (%) | Case 4 testing accuracy (%) | Case 1 testing accuracy (%) | Case 2 testing accuracy (%) | Case 3 testing accuracy (%) | Case 4 testing accuracy (%) |
| 20 | 95.42 | 90.83 | 93.96 | 76.25 | 97.29 | 73.54 | 95.83 | 63.13 | 30 | 95.41 | 85.42 | 92.50 | 68.96 | 97.71 | 73.54 | 98.13 | 72.92 | 40 | 95.42 | 85.42 | 92.50 | 68.96 | 95.63 | 76.25 | 93.54 | 51.25 | 50 | 98.96 | 89.17 | 95.63 | 73.54 | 95.42 | 77.71 | 95.21 | 57.71 | 70 | 98.75 | 89.58 | 95.83 | 74.79 | 96.67 | 81.25 | 94.79 | 58.54 | 90 | 98.96 | 91.25 | 95.42 | 78.75 | 97.71 | 81.25 | 93.54 | 60.42 | 120 | 98.33 | 83.33 | 96.04 | 80.63 | 98.13 | 80.83 | 97.50 | 67.08 | 140 | 99.17 | 85.83 | 96.04 | 88.33 | 97.29 | 81.25 | 95.00 | 64.38 | 160 | 99.17 | 85.83 | 96.04 | 88.33 | 97.29 | 81.25 | 98.13 | 80.83 | 180 | 99.17 | 85.83 | 96.67 | 87.50 | 96.88 | 82.08 | 97.92 | 77.08 |
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Dimension size is 11.
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