Table 5.
Method | Accuracy Rate | |||||
---|---|---|---|---|---|---|
Healthy | Bearing Fault | Demagnetized | with No Eccentricity | with Eccentricity | Average | |
KNN | 98.12% | 94.44% | 90.45% | 86.57% | 80.60% | 88.96% |
SVM | 99.72% | 99.96% | 99.72% | 89.23% | 89.65% | 94.66% |
MLP | 95.12% | 88.78% | 96.18% | 88.02% | 84.50% | 89.81% |
1D CNNG | 100.00% | 99.89% | 99.18% | 99.60% | 74.49% | 93.36% |
1D CNNT | 94.73% | 87.58% | 88.93% | 87.89% | 90.52% | 89.80% |
1D CNNC | 99.68% | 98.78% | 98.33% | 92.28% | 89.07% | 94.80% |
Proposed 1D CNN | 99.89% | 99.90% | 99.19% | 97.59% | 98.49% | 98.85% |