Research Article
Rolling Bearing Fault Diagnosis Based on Sensitive Feature Transfer Learning and Local Maximum Margin Criterion under Variable Working Condition
Table 11
Testing accuracies obtained by OFS-TSFRS-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 (%) |
| 10 | 93.54 | 82.70 | 94.58 | 72.08 | 96.04 | 52.92 | 75.63 | 53.13 | 20 | 95.00 | 88.54 | 94.17 | 68.33 | 98.96 | 66.04 | 95.83 | 89.58 | 30 | 94.38 | 86.46 | 93.54 | 69.38 | 98.96 | 66.04 | 97.29 | 82.08 | 40 | 94.38 | 86.46 | 93.75 | 69.38 | 95.63 | 79.79 | 97.92 | 99.38 | 50 | 96.88 | 86.25 | 96.04 | 73.13 | 96.46 | 84.17 | 99.38 | 94.38 | 70 | 97.71 | 86.04 | 96.25 | 73.96 | 95.21 | 59.58 | 98.54 | 94.38 | 90 | 97.92 | 83.13 | 96.67 | 75.00 | 95.21 | 59.58 | 98.96 | 94.79 | 120 | 98.75 | 81.88 | 97.08 | 79.38 | 98.13 | 67.08 | 97.50 | 74.79 | 140 | 98.75 | 83.75 | 97.92 | 77.92 | 97.29 | 69.79 | 97.92 | 74.58 | 160 | 98.75 | 83.96 | 97.92 | 77.92 | 97.71 | 70.42 | 98.13 | 77.29 | 180 | 98.96 | 83.54 | 98.13 | 78.96 | 96.67 | 74.79 | 96.88 | 76.46 |
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