Multiple-Fault Diagnosis Method Based on Multiscale Feature Extraction and MSVM_PPA

Table 7

The optimal values of the MSVM classifier parameters for different training samples.

Method	Training set number; (each pattern)	Testing set number; (each pattern)	Training; accuracy (%)	Prediction; accuracy (%)
40%	48	72	93.33	86.39
50%	60	60	94.5	93.00
60%	72	48	94.72	90.63
70%	84	36	96.42	95.28
80%	96	24	96.20	88.33
90%	108	12	97.59	89.17