Page 272 - Machine Learning for Subsurface Characterization

Shallow and deep machine learning models Chapter 8 235

FIG. 8.8 One-step training process schematic of the encoder-decoder LSTM network model.

TABLE 8.3 Median R2 of the NMR T2 synthesis by the deep learning models
on the testing dataset
VAE-NN GAN-NN VAEc-NN LSTM
Inverted log 0.75 0.80 0.78 0.75
Raw log 0.76 0.75 0.77 0.69

TABLE 8.4 Computation times (in seconds) for training the deep learning
models
VAE-NN GAN-NN VAEc-NN LSTM
Inverted log 47.55 22.91 47.61 569.14
Raw log 47.34 22.62 37.67 589.12