Smith W. Arauco Canchumuni

Towards a robust parameterization for conditioning facies models using deep variational autoencoders and ensemble smoother

Smith W. Arauco Canchumuni, Alexandre A. Emerick, Marco Aurélio C. Pacheco · Computers & Geosciences · 2019 · 167 citations · Full text

Hyperparameter Estimation, Engineering, Machine Learning +12

History matching geological facies models based on ensemble smoother and deep generative models

Smith W. Arauco Canchumuni, Alexandre A. Emerick, Marco Aurélio C. Pacheco · Journal of Petroleum Science and Engineering · 2019 · 70 citations

Geological Facies Models, Facies Analysis, Engineering +11

Recent developments combining ensemble smoother and deep generative networks for facies history matching

Smith W. Arauco Canchumuni, José David Bermúdez Castro, Júlia Potratz et al. · Computational Geosciences · 2020 · 58 citations · Full text

Facies History, Machine Learning, Data Science +6

Integration of Ensemble Data Assimilation and Deep Learning for History Matching Facies Models

Smith W. Arauco Canchumuni, Alexandre A. Emerick, Marco Aurélio C. Pacheco · OTC Brasil · 2017 · 51 citations

Engineering, Machine Learning, Gaussian Assumptions +19

Automatic Lithofacies Classification with t-SNE and K-Nearest Neighbors Algorithm

Guilherme Loriato Potratz, Smith W. Arauco Canchumuni, José David Bermúdez Castro et al. · Anuário do Instituto de Geociências · 2021 · 16 citations · Full text

Engineering, Machine Learning, Automatic Lithofacies Classification +23