Research Article

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

Table 2

ELM diagnostic results and identification time.

EigenvectorsDimensionDiagnostic accuracy rate (%)Time (s)
CategoriesAverage

MPE-LPP311001000.0023
2100
3100
4100

MPE-PCA3110098.750.0033
2100
395
4100

MPE15110098.750.0078
295
3100
4100