Table 3 Details of the used 1D-CNN model.

From: Formation permeability estimation using mud loss data by deep learning

No

Layer (type)

Output shape

Parameter QTY

1

1D Convolution

(None, 5, 128)

384

2

Flatten

(None, 640)

0

3

Dropout

(None, 640)

0

4

Fully connected

(None, 64)

41,024

5

Dropout

(None, 64)

0

6

Fully connected

(None, 1)

65