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. 2021 May 22;21(11):3608. doi: 10.3390/s21113608

Table 5.

Diagnosis accuracy rate of the methods.

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%