Table 1 Hyperparameter settings for OctSinGAN training based on different TIs.

From: Reservoir Stochastic Simulation Based on Octave Convolution and Multistage Generative Adversarial Network

Hyperparameter names

TI categories

a

b

c

\(\:min\_size\) (unit: voxel)

10×10×10

20×20×20

10×10×10

\(\:num\_train\)

5

5

5

\(\:{Oct}_{layer}\)

5

5

5

\(\:lr\)

0.0001

0.0001

0.0001

\(\:{\lambda\:}_{gp}\)

0.1

0.1

0.1

\(\:\alpha\:\)

5

10

10

\(\:epoch\)

600

600

600

Optimizer category

Adam with default settings (Kingma and Ba, 2014)

  1. *(a) aquifer structural model; (b) Berea sandstone TI; (c) sedimentary delta TI.