Research Article
Rolling Bearing Fault Diagnosis Based on Domain Adaptation and Preferred Feature Selection under Variable Working Conditions
Table 9
Testing accuracies obtained by RFS-PSFFC-SVM and RFS-PSFFC-KNN.
| sfn | RFS-PSFFC-SVM | RFS-PSFFC-KNN | Case 1 testing accuracy (%) | Case 2 testing accuracy (%) | Case 1 testing accuracy (%) | Case 2 testing accuracy (%) |
| 10 | 10.83 | 11.25 | 99.79 | 75.04 | 20 | 96.25 | 37.29 | 99.79 | 83.38 | 30 | 99.79 | 46.25 | 99.79 | 94.21 | 40 | 99.79 | 54.38 | 99.79 | 97.75 | 50 | 100.00 | 54.38 | 99.38 | 93.79 | 60 | 98.54 | 91.04 | 99.38 | 84.21 | 70 | 98.54 | 91.04 | 99.38 | 99.00 | 80 | 98.96 | 91.88 | 99.17 | 99.00 | 90 | 99.17 | 95.63 | 99.58 | 97.75 | 100 | 98.75 | 93.13 | 99.58 | 90.67 | 110 | 99.38 | 92.08 | 99.38 | 92.54 | 120 | 98.96 | 82.71 | 99.38 | 94.21 | 130 | 98.96 | 82.92 | 99.58 | 91.29 | 140 | 98.13 | 78.75 | 99.58 | 93.38 | 150 | 98.75 | 79.38 | 99.58 | 91.29 | 160 | 98.54 | 80.00 | 99.58 | 95.04 | 170 | 98.75 | 81.46 | 99.38 | 94.63 | 180 | 98.54 | 82.92 | 99.38 | 94.42 | 190 | 98.54 | 83.54 | 98.75 | 94.63 |
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