Research Article

Fault Diagnosis of Gearbox in Multiple Conditions Based on Fine-Grained Classification CNN Algorithm

Table 4

Data description of CNN-FG.

Working conditionHealth stateSample numberTest/train sample proportionHealth state labelFine-grained class labelCoarse class label

Condition 1Normal60020%/80%001
Fault 160020%/80%11
Fault 260020%/80%22
Fault 360020%/80%33
Fault 460020%/80%44

Condition 2Normal60020%/80%052
Fault 160020%/80%16
Fault 260020%/80%27
Fault 360020%/80%38
Fault 460020%/80%49

Condition 3Normal60020%/80%0103
Fault 160020%/80%111
Fault 260020%/80%212
Fault 360020%/80%313
Fault 460020%/80%414

Condition 4Normal60020%/80%0154
Fault 160020%/80%116
Fault 260020%/80%217
Fault 360020%/80%318
Fault 460020%/80%419