Table 4 Different dataset parameters.

From: Lightweight neural networks with anti-colored noise for bearing fault diagnosis using deep separable convolution and transfer learning

 

Train

Valid

Test

Motor load

Speed(r/min)

DT I

7000

2000

1000

0HP

1797

DT II

7000

2000

1000

1HP

1772

DT III

7000

2000

1000

2HP

1750

DT IV

7000

2000

1000

3HP

1730

DT V

7000

2000

1000

MFPT

1500