Research Article

A New Framework Based on Supervised Joint Distribution Adaptation for Bearing Fault Diagnosis across Diverse Working Conditions

Table 5

Comparative models.

The model without domain adaptation methodLabelThe model with domain adaptation methodLabelThe model with DFCD and domain adaptation methodLabel

OHFS-SVMM1OHFS-TCAM7OHFS-DFCD-TCAM13
OHFS-KNNM2OHFS-JDAM8OHFS-DFCD-JDAM14
OHFS-RFM3OHFS-BDAM9OHFS-DFCD-BDAM15
OHFS-DAEM4OHFS-JGSAM10OHFS-DFCD-JGSAM16
OHFS-DBNM5OHFS-GFKM11OHFS-DFCD-GFKM17
OHFS-CNNM6OHFS-IDAMNM12DFCD-IDAMNM18