Table 5 MFRANet internal hyperparameter.

From: A novel intelligent fault diagnosis method for gearbox based on multi-dimensional attention denoising convolution

Layer Number

Base-Kernel layer

Hierarchical multi-scale blocks

Output Shape

Layer type

Kernel

Stride

Scale

Width

(L,C)

0

–

–

–

–

(1024,1)

Input

1

32

2

4

16

(512,64)

MDSCMod

2

–

–

–

–

(512,64)

ERCAMod

3

16

2

4

16

(256,64)

MDSCMod

4

–

–

–

–

(256,64)

ERCAMod

5

16

2

4

32

(128,128)

MDSCMod

6

–

–

–

–

(128,128)

ERCAMod

7

8

2

4

32

(64,128)

MDSCMod

8

–

–

–

–

(64,128)

ERCAMod

9

4

2

4

64

(32,256)

MDSCMod

10

–

–

–

–

(32,256)

ERCAMod

11

–

–

–

–

(1256)

GAP

12

–

–

–

–

(1256)

EAMod

13

–

–

–

–

ClassNum

SoftMax