A Novel Bearing Fault Diagnosis Method Based on Gaussian Restricted Boltzmann Machine

Table 3

Classification results of the data sets.

Data set	ELM (%)	SVM (%)	DBN (%)	Gaussian RBM classifier (%)
D070707	95.92	95.88	99.33	100
D141414	91.53	97.44	98.79	100
D212121	97.15	98.69	99.58	100
DINN	100	94.50	87.25	100
DOUT	94.63	98.81	99.41	99.75
DBALL	76.18	82.75	89.7	95.33
D071421	85.12	89.69	92.2	97.99
D142107	92.99	93.56	96.01	100
D210714	95.49	99.19	99.28	100
DALL	71.43	89.52	90.75	93.25