Research Article

Ensemble Dilated Convolutional Neural Network and Its Application in Rotating Machinery Fault Diagnosis

Table 3

Description of nine working states of the wind turbine simulator experimental platform.

StatusAbbreviationFault typeLabelSample lengthDataset (training subset/validation subset/test set)

NormalNOR—01024512/128/160
Inner race faultIRFSingle11024512/128/160
Outer race faultORFSingle21024512/128/160
Ball faultBFSingle31024512/128/160
Gear wear faultGWFSingle41024512/128/160
Tooth broken faultTBFSingle51024512/128/160
Inner race outer race faultIOFCompound61024512/128/160
Outer race gear wear faultOGFCompound71024512/128/160
Outer race tooth broke faultOTFCompound81024512/128/160