Table 2 Bearing and gear failure types description and Dataset partitioning.

From: Gearbox fault diagnosis method based on lightweight channel attention mechanism and transfer learning

Subject

Type

Description

Source domain

Target domain

Working conditions

training

validation

training

validation

Bearing

Normal

Health state

640

160

50

150

20 Hz-0 V,

30 Hz-2 V

Ball

Ball crack

640

160

50

150

 20 Hz-0 V, 30 Hz-2 V

Inner

Inner ring crack

640

160

50

150

 20 Hz-0 V, 30 Hz-2 V

Outer

Outer ring crack

640

160

50

150

 20 Hz-0 V, 30 Hz-2 V

Combination

Inner and outer ring crack

640

160

50

150

 20 Hz-0 V, 30 Hz-2 V

Gear

Normal

Health state

640

160

50

150

20 Hz-0 V,

30 Hz-2 V

Chipped

Teeth crack

640

160

50

150

 20 Hz-0 V, 30 Hz-2 V

Miss

Missing teeth

640

160

50

150

 20 Hz-0 V, 30 Hz-2 V

Root

Root crack

640

160

50

150

 20 Hz-0 V, 30 Hz-2 V

Surface

Surface wear

640

160

50

150

 20 Hz-0 V, 30 Hz-2 V