rodrigoext/esmda

Ensemble Smoother with Multiple Data Assimilation

ES-MDA-FCVAE for Seismic Facies Inversion

Ensemble Smoother with Multiple Data Assimilation integrated with Fully Variational Autoencoder for Seismic Facies Inversion

Create pre-salt synthetic dataset

python create_dataset.py

Train Model

Train Fully Variational Autoencoder

python train.py --train_dataset_path data_48x48_2D.h5 --latent_dim 3 --epochs 100 --model fcvae

Train Variational Autoencoder

python train.py --train_dataset_path data_48x48_2D.h5 --latent_dim 432 --epochs 100 --model vae

Run Seismic Inversion

See ES-MDA-DL_2D.ipynb