Research Article

Acoustic Diagnosis of Rolling Bearings Fault of CR400 EMU Traction Motor Based on XWT and GoogleNet

Table 4

Model calculation efficiency.

Fault typeCMF (%)CSF (%)BMF (%)BSF (%)ORMF (%)ORSF (%)IRMF (%)IRSF (%)

Original recall95.8878.8695.8882.5479.6781.7595.1189.72
Original precision91.4785.9995.8882.1980.0383.3988.8791.13
Denoised recall97.3895.1298.1396.8396.7595.0499.5699.07
Denoised precision98.3896.3198.4496.8895.1196.6999.1996.90