Table 12 Evaluation indexes of different classifiers for rolling element faults with different damage degrees of added noise.
From: Fault diagnosis method of rolling bearing based on SSA-VMD and RCMDE
EI | Method | TN:50 | TN:40 | TN:30 | TN:20 | TN:10 |
|---|---|---|---|---|---|---|
Acc (SD) | KKNN | 100(0) | 100(0) | 100(0) | 100(0) | 100(0) |
DT | 97.07(0.4399) | 95.92(1.1458) | 95.45(1.8252) | 94.17(3.2699) | 98(1.6314) | |
RF | 98(0) | 97.5(0) | 96.12(0.555) | 93.83(0.7653) | 96.67(0) | |
SVM | 98(0) | 97.5(0) | 96.67(0) | 95(0) | 100(0) | |
Pre (SD) | KKNN | 100(0) | 100(0) | 100(0) | 100(0) | 100(0) |
DT | 97.28(0.3816) | 96.24(0.8905) | 94.87(1.7203) | 93.77(2.8628) | 98(1.6314) | |
RF | 98.15(0) | 97.62(0) | 95.44(0.565) | 92.17(0.7607) | 95.24(0) | |
SVM | 98.15(0) | 97.62(0) | 96(0) | 93.33(0) | 100(0) | |
Rec (SD) | KKNN | 100(0) | 100(0) | 100(0) | 100(0) | 100(0) |
DT | 97.07(0.4541) | 95.94(1.1105) | 95.98(1.6073) | 95.2(2.7569) | 96.66(2.7238) | |
RF | 98(0) | 97.5(0) | 96.57(0.49) | 95.26(0.7653) | 97.78(0) | |
SVM | 98(0) | 97.5(0) | 97.06(0) | 96.43(0) | 100(0) | |
F1 (SD) | KKNN | 100 (0) | 100(0) | 100(0) | 100(0) | 100(0) |
DT | 97.1(0.4302) | 95.93(1.1015) | 95.09(1.8712) | 93.41(3.6391) | 97.13(2.3417) | |
RF | 98.02(0) | 97.47(0) | 95.76(0.57) | 93.07(0.8753) | 96.29(0) | |
SVM | 98.02(0) | 97.47(0) | 96.33(0) | 94.41(0) | 100(0) |
