Table 3 The fault identification rate of the DSAN model under the attention mechanism (%).

From: Research on fault diagnosis method for variable condition planetary gearbox based on SKN attention mechanism and deep transfer learning

Task

B → H

G → A

C → D

G → D

D → G

DSAN

86.3

87.9

74.0

72.9

84.0

CSAM-DSAN

88.0

90.5

93.9

77.5

88.0

CBAM-DSAN

84.0

92.0

87.7

83.5

83.3

SE-DSAN

88.8

89.3

86.1

87.4

84.4

SKN-DSAN

90.6

93.2

89.6

91.3

90.7

Back to article page