Research Article

Bispectrum Texture Feature Manifold for Feature Extraction in Rolling Bear Fault Diagnosis

Table 2

The classification accuracy using the proposed method.

Fault typeAccuracy (%)Mean (%)optimal parameterFault typeAccuracy (%)Mean (%)optimal parameter

Healthy10099.69  
Healthy10099.75  
IF(0.007)100IF(0.007)98.75
OF(0.007)100IF(0.014)100
BF(0.007)98.75IF(0.021)100
IF(0.028)100

Fault typeaccuracy (%)Mean (%)optimal parameterFault typeaccuracy (%)Mean (%)optimal parameter

Healthy10095.6  
Healthy10090.5  
OF(0.007)93.75BF(0.007)100
OF(0.014)91.25BF(0.014)87.5
OF(0.021)97.5BF(0.021)82.5
BF(0.028)82.5