Research Article

A Novel Fault Diagnosis Method for Motor Bearing Based on DTCWT and AFSO-KELM

Table 1

The diagnosis accuracies of DTCWT-AFSO-KELM, DWT-AFSO-KELM, and DWT-ELM under different load conditions.

LoadDiagnosis methodDiagnosis accuracy (%)

0 HPDTCWT-AFSO-KELM99.5
DWT-AFSO-KELM96
DWT-ELM94.5

1 HPDTCWT-AFSO-KELM99
DWT-AFSO-KELM94.5
DWT-ELM92.5

2 HPDTCWT-AFSO-KELM99
DWT-AFSO-KELM94
DWT-ELM92

3 HPDTCWT-AFSO-KELM97.5
DWT-AFSO-KELM92.5
DWT-ELM90.5