Research Article
A Roller Bearing Fault Diagnosis Method Based on LCD Energy Entropy and ACROA-SVM
Table 6
The identification results based on LCD and ACROA-SVM method.
| Test samples | | | | | | LCD-ACROA-SVM1 | LCD-ACROA-SVM2 | Identification results |
| OR fault | 0.9745 | 0.2185 | 0.0455 | 0.0182 | 0.0028 | | | OR fault | OR fault | 0.9755 | 0.2785 | 0.0515 | 0.0192 | 0.0035 | | | OR fault | OR fault | 0.9735 | 0.2271 | 0.0238 | 0.0118 | 0.0061 | | | OR fault | OR fault | 0.9787 | 0.2010 | 0.0405 | 0.0092 | 0.0069 | | | OR fault | OR fault | 0.9373 | 0.3484 | 0.2070 | 0.0766 | 0.0291 | | | OR fault | IR fault | 0.9846 | 0.1645 | 0.0536 | 0.0213 | 0.0158 | | | IR fault | IR fault | 0.9766 | 0.1638 | 0.0662 | 0.0210 | 0.0159 | | | IR fault | IR fault | 0.9718 | 0.1049 | 0.0400 | 0.0304 | 0.0258 | | | IR fault | IR fault | 0.9950 | 0.0917 | 0.0358 | 0.0120 | 0.0138 | | | IR fault | IR fault | 0.9961 | 0.0774 | 0.0331 | 0.0220 | 0.0162 | | | IR fault | Normal | 0.9685 | 0.2077 | 0.1042 | 0.0649 | 0.0611 | | | Normal | Normal | 0.9621 | 0.2326 | 0.1123 | 0.0715 | 0.0512 | | | Normal | Normal | 0.9741 | 0.1978 | 0.0908 | 0.0547 | 0.0277 | | | Normal | Normal | 0.9666 | 0.2137 | 0.1236 | 0.0616 | 0.0312 | | | Normal | Normal | 0.9764 | 0.2317 | 0.1326 | 0.0636 | 0.0317 | | | Normal |
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