Table 3 Comparison of accuracy of different methods.

From: Lubrication state identification of vibration time-frequency characteristics based on CWT and CNN

Method

Training set recognition rate

Test set recognition rate

GPU utilization

CWT + CNN

99.8%

100%

40%

RMS + CNN

65.2%

63.8%

41%

PSD + CNN

72.8%

73.4%

43%

CWT + SVM

78.5%

76.3%

12%