Research Article
A New Bearing Fault Diagnosis Method Based on Refined Composite Multiscale Global Fuzzy Entropy and Self-Organizing Fuzzy Logic Classifier
Table 2
Classification results of different methods.
| Method | Classification accuracy (%) | Maximum | Minimum | Average | Std |
| MFE-SOF | 96 | 90.5 | 93.5 | 1.7 | MGFE-SOF | 98.5 | 94 | 96.6 | 1.34 | RCMFE-SOF | 99.5 | 97 | 98.2 | 0.78 | Proposed method | 100 | 96.5 | 98.4 | 1.07 | RCMGFE-KNN | 98.5 | 95 | 97.4 | 0.97 | RCMGFE-ELM | 98.5 | 95 | 96.75 | 1.03 | RCMGFE-LSSVM | 99 | 94.5 | 97 | 1.38 | RCMGFE-KELM | 99 | 96.5 | 98 | 0.87 |
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