Table 2 Model structure parameter settings.

From: Remaining useful life prediction method based on gated dilation causal convolution

Parameter

Set parameter values

Feature compression fusion

DCC

Filters = 16

K = 12

Strides = 4

l2 = 1e−3

Maxpooling

Pool_size = 4

MSEU

Squeeze

Filters = 8

K = 1

Use_bias = False

Excitation

Filters = 16

K = 1

Use_bias = False

Sinusoidal position encoding

 

Pos = 160

d = 12

Stack GDCC modules

1

Filters = 12

K = 3

d = 1

2

Filters = 6

K = 3

d = 2

3

Filters = 4

K = 3

d = 4

Training

Epochs = 100

Batch_size = 128

Optimizers = Adam (lr = 0.001)