Research Article
A New Framework Based on Supervised Joint Distribution Adaptation for Bearing Fault Diagnosis across Diverse Working Conditions
Table 4
CFD results obtained by DFCD-IDAMN framework in case 1.
| nf | Accuracies (%) | Task 1 | Task 2 | Task 3 | Task 4 | Task 5 | Task 6 | Task 7 | Task 8 | Task 9 | Task 10 | Task 11 | Task 12 |
| 40 | 92.50 | 91.67 | 87.71 | 97.29 | 99.79 | 98.54 | 90.21 | 97.08 | 98.54 | 87.29 | 91.25 | 99.38 | 50 | 99.17 | 98.33 | 89.58 | 97.29 | 99.58 | 99.79 | 97.71 | 91.67 | 98.96 | 77.29 | 99.38 | 99.79 | 60 | 99.17 | 99.38 | 90.21 | 99.17 | 100.00 | 99.79 | 98.33 | 98.13 | 100.00 | 77.08 | 83.33 | 100.00 | 70 | 99.38 | 99.58 | 82.50 | 99.79 | 99.79 | 99.58 | 91.46 | 98.33 | 100.00 | 86.88 | 91.67 | 99.79 | 80 | 99.38 | 100.00 | 90.83 | 100.00 | 100.00 | 99.58 | 99.17 | 98.13 | 99.79 | 86.25 | 91.67 | 100.00 | 90 | 99.17 | 99.79 | 91.46 | 99.79 | 100.00 | 100.00 | 99.38 | 98.13 | 100.00 | 86.25 | 83.33 | 99.79 | 100 | 98.75 | 99.79 | 83.33 | 99.79 | 99.58 | 89.58 | 99.38 | 98.33 | 100.00 | 86.88 | 83.33 | 100.00 | 110 | 98.75 | 100.00 | 91.46 | 99.38 | 99.17 | 91.67 | 98.96 | 97.92 | 100.00 | 86.25 | 83.33 | 100.00 | 120 | 97.92 | 100.00 | 91.46 | 99.17 | 99.17 | 91.67 | 98.96 | 97.71 | 99.58 | 86.25 | 83.33 | 100.00 | 130 | 97.71 | 100.00 | 91.46 | 99.38 | 99.38 | 91.67 | 98.96 | 97.71 | 99.58 | 96.67 | 83.33 | 100.00 | 140 | 97.71 | 100.00 | 91.25 | 99.17 | 100.00 | 91.67 | 98.96 | 97.71 | 99.38 | 96.46 | 83.33 | 100.00 | 150 | 97.50 | 100.00 | 82.92 | 98.96 | 100.00 | 99.58 | 98.96 | 97.29 | 99.38 | 96.04 | 79.79 | 100.00 | 160 | 97.29 | 99.58 | 83.33 | 99.38 | 100.00 | 88.96 | 98.13 | 97.08 | 99.38 | 95.83 | 82.29 | 99.79 | 162 | 96.46 | 99.58 | 98.54 | 99.17 | 100.00 | 99.38 | 98.54 | 97.29 | 99.38 | 95.83 | 98.75 | 99.58 | mda | 99.79 nf : 67 | 100.00 nf : 80 | 99.58 nf : 92 | 100.00 nf : 80 | 100.00 nf : 60 | 100.00 nf : 90 | 99.58 nf : 81 | 99.79 nf : 46 | 100.00 nf : 60 | 96.88 nf : 131 | 99.38 nf : 50 | 100.00 nf : 60 |
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The bold values highlight that the experimental results are desirable.
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