Research Article
Rolling Bearing Fault Diagnosis Based on Sensitive Feature Transfer Learning and Local Maximum Margin Criterion under Variable Working Condition
Table 16
Testing accuracies obtained by OFS-TSFRS-LMMC-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 | 98.33 | 95.00 | 99.79 | 85.21 | 99.38 | 72.08 | 96.67 | 77.08 | 30 | 99.58 | 99.17 | 100.00 | 90.63 | 99.79 | 66.67 | 99.38 | 88.75 | 40 | 100.00 | 100.00 | 100.00 | 93.75 | 100.00 | 67.08 | 99.79 | 91.25 | 50 | 100.00 | 83.33 | 100.00 | 91.46 | 100.00 | 69.58 | 99.79 | 90.83 | 70 | 100.00 | 83.13 | 100.00 | 91.88 | 100.00 | 75.63 | 100.00 | 91.25 | 90 | 100.00 | 83.33 | 100.00 | 94.38 | 100.00 | 76.46 | 99.79 | 96.67 | 120 | 100.00 | 91.04 | 100.00 | 99.58 | 99.79 | 82.50 | 99.79 | 99.58 | 140 | 100.00 | 90.42 | 100.00 | 99.79 | 99.38 | 66.67 | 99.79 | 96.25 | 160 | 100.00 | 91.67 | 100.00 | 91.25 | 98.96 | 80.42 | 99.58 | 91.88 | 180 | 100.00 | 96.67 | 100.00 | 91.46 | 99.17 | 81.04 | 99.79 | 90.83 |
|
|
Dimension size is 11.
|