Research Article

A Novel MPE-LPP-ELM Recognition Method for the Fault Diagnosis of Spiral Bevel Gears

Table 3

Fault diagnosis result of spiral bevel gears at different speeds.

Shaft speeds r (min)EigenvectorsDimensionDiagnostic accuracy rate (%)Time (s)

1200MPE-LPP31000.0041
MPE-PCA398.750.0031
MPE1597.50.0081

1500MPE-LPP31000.0033
MPE-PCA397.50.0037
MPE1597.50.0124