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-SVM1LCD-ACROA-SVM2Identification results

OR fault0.9745 0.2185 0.0455 0.0182 0.0028 OR fault
OR fault0.9755 0.2785 0.0515 0.0192 0.0035 OR fault
OR fault0.9735 0.2271 0.0238 0.0118 0.0061 OR fault
OR fault0.9787 0.2010 0.0405 0.0092 0.0069 OR fault
OR fault0.9373 0.3484 0.2070 0.0766 0.0291 OR fault
IR fault0.9846 0.1645 0.0536 0.0213 0.0158 IR fault
IR fault0.9766 0.1638 0.0662 0.0210 0.0159 IR fault
IR fault0.9718 0.1049 0.0400 0.0304 0.0258 IR fault
IR fault0.9950 0.0917 0.0358 0.0120 0.0138 IR fault
IR fault0.9961 0.0774 0.0331 0.0220 0.0162 IR fault
Normal0.9685 0.2077 0.1042 0.0649 0.0611 Normal
Normal0.9621 0.2326 0.1123 0.0715 0.0512 Normal
Normal0.9741 0.1978 0.0908 0.0547 0.0277 Normal
Normal0.9666 0.2137 0.1236 0.0616 0.0312 Normal
Normal0.9764 0.2317 0.1326 0.0636 0.0317 Normal