Research Article
Quantitative Analysis of Broken Rotor Bars in Cage Motor Based on Energy Characteristics of Vibration Signals
Table 1
Comparison of the decomposition effects of EMD, EEMD, and CEEMD.
| | No. | RMSE | MAE | NSE |
| EMD | 1 | 0.04251 | 0.03330 | 0.99995 | 2 | 0.03790 | 0.02887 | 0.99997 | 3 | 0.04737 | 0.03955 | 0.99995 | 4 | 0.04325 | 0.03504 | 0.99993 | 5 | 0.06053 | 0.04897 | 0.99994 | Standard deviation | 0.00862 | 0.00763 | 1.48E − 5 |
| EEMD | 1 | 0.37228 | 0.36575 | 0.99624 | 2 | 0.40699 | 0.39852 | 0.99628 | 3 | 0.81135 | 0.80659 | 0.98661 | 4 | 0.29647 | 0.28544 | 0.99681 | 5 | 1.48709 | 1.48375 | 0.96350 | Standard deviation | 0.49619 | 0.498743 | 0.01428 |
| CEEMD | 1 | 0.01279 | 0.00944 | 1.0000 | 2 | 0.01185 | 0.00907 | 1.0000 | 3 | 0.01066 | 0.00822 | 1.0000 | 4 | 0.01537 | 0.01112 | 0.9999 | 5 | 0.01822 | 0.01275 | 0.9999 | Standard deviation | 0.00302 | 0.00180 | 5.47E − 5 |
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