Research Article

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

Table 2

Details of 10 different data sets.

Data setTraining dataTesting dataFault diameter (mil)Fault typeClassification label

D0707071602400 7 7 7N I O B1 2 3 4
D1414141602400 14 14 14N I O B1 2 3 4
D2121211602400 21 21 21N I O B1 2 3 4
DINN1602400 7 14 21N I I I1 2 3 4
DOUT1602400 7 14 21N O O O1 2 3 4
DBALL1602400 7 14 21N B B B1 2 3 4
D0714211602400 7 14 21N I O B1 2 3 4
D1421071602400 14 21 7N I O B1 2 3 4
D2107141602400 21 07 14N I O B1 2 3 4
DALL4006000N1
7 14 21I2 3 4
7 14 21O5 6 7
7 14 21B8 9 10

N—normal, B—ball fault, I—inner race fault, O—inner race fault.