Research Article

Using a Support Vector Machine Based Decision Stage to Improve the Fault Diagnosis on Gearboxes

Table 15

Average accuracy and standard deviation of models trained for 10 epochs using grayscale images.

ClassAverage accuracy (%)Standard deviation

P199.980.07
P298.351.33
P393.046.96
P481.5812.42
P575.5015.05
P669.1319.51
P774.3015.03
P882.707.16
P985.478.51
P1089.819.57